Задача: построить модель, предсказывающая отток, оценить качество модели. Оценить гипотетические перспективы использования модели в реальном процессе.
In [1]:
import pandas as pd
pd.set_option('mode.chained_assignment', None)
import matplotlib.pyplot as plt
import seaborn as sns
from scipy import stats
import numpy as np
In [2]:
data = pd.read_csv('telco-customer-churn.csv')
In [3]:
data.shape #размер датафрейма
Out[3]:
(20468, 29)
In [4]:
data.info()
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 20468 entries, 0 to 20467
Data columns (total 29 columns):
age                                     20468 non-null int64
annualincome                            20468 non-null int64
calldroprate                            20468 non-null float64
callfailurerate                         20468 non-null float64
callingnum                              20468 non-null int64
customerid                              20468 non-null int64
customersuspended                       20468 non-null object
education                               20468 non-null object
gender                                  20468 non-null object
homeowner                               20468 non-null object
maritalstatus                           20468 non-null object
monthlybilledamount                     20468 non-null int64
noadditionallines                       20468 non-null object
numberofcomplaints                      20468 non-null int64
numberofmonthunpaid                     20468 non-null int64
numdayscontractequipmentplanexpiring    20468 non-null int64
occupation                              20468 non-null object
penaltytoswitch                         20468 non-null int64
state                                   20468 non-null object
totalminsusedinlastmonth                20468 non-null int64
unpaidbalance                           20468 non-null int64
usesinternetservice                     20468 non-null object
usesvoiceservice                        20468 non-null object
percentagecalloutsidenetwork            20468 non-null float64
totalcallduration                       20468 non-null int64
avgcallduration                         20468 non-null int64
churn                                   20468 non-null int64
year                                    20468 non-null int64
month                                   20468 non-null int64
dtypes: float64(3), int64(16), object(10)
memory usage: 4.5+ MB

Пропущенных значений нет ни одного поля

In [5]:
data.head()
Out[5]:
age annualincome calldroprate callfailurerate callingnum customerid customersuspended education gender homeowner ... totalminsusedinlastmonth unpaidbalance usesinternetservice usesvoiceservice percentagecalloutsidenetwork totalcallduration avgcallduration churn year month
0 12 168147 0.06 0.00 4251078442 1 Yes Bachelor or equivalent Male Yes ... 15 19 No No 0.82 5971 663 0 2015 1
1 12 168147 0.06 0.00 4251078442 1 Yes Bachelor or equivalent Male Yes ... 15 19 No No 0.82 3981 995 0 2015 2
2 42 29047 0.05 0.01 4251043419 2 Yes Bachelor or equivalent Female Yes ... 212 34 No Yes 0.27 7379 737 0 2015 1
3 42 29047 0.05 0.01 4251043419 2 Yes Bachelor or equivalent Female Yes ... 212 34 No Yes 0.27 1729 432 0 2015 2
4 58 27076 0.07 0.02 4251055773 3 Yes Master or equivalent Female Yes ... 216 144 No No 0.48 3122 624 0 2015 1

5 rows × 29 columns

Посмотрим на уникальные значения числовых полей

In [6]:
for i in data:
    if data[i].dtypes == int or data[i].dtypes == float:
        print('Уникальеые значения поля ' + i + ':')
        print(data[i].unique())
Уникальеые значения поля age:
[12 42 58 20 36 67 14 45 61 23 39 69 17 48 64 26 72 50 66 29 75 53 31 47
 78 56 34 13 28 59 37 15 62 77 40 18 43 21 24 70 27 73 51 76 54 32 57 35
 38 16 19 65 22 68 46 71 49 52 30 33 79 60 63 41 44 25 74 55]
Уникальеые значения поля annualincome:
[168147  29047  27076 ...  67056  65084 120042]
Уникальеые значения поля calldroprate:
[0.06 0.05 0.07 0.   0.01 0.02 0.03 0.04]
Уникальеые значения поля callfailurerate:
[0.   0.01 0.02 0.03]
Уникальеые значения поля callingnum:
[4251078442 4251043419 4251055773 ... 4251050233 4251050074 4251075688]
Уникальеые значения поля customerid:
[   1    2    3 ... 9523 9524 9525]
Уникальеые значения поля monthlybilledamount:
[ 71   8  16  74  81  19  27  85  92  30  37  95 103  41  48 106 114  52
  59 117   4  62  70  15  73  18  26  84  91  29 102  40  47 105 113  51
  58 116  69   7  14  72  80 109  54  61 119  65  10  75  83  21  28  86
  94  32  39  97 104  42  50 108 115  53   6  64   9  17  82  20  93  31
  38  96  49 107  60 118   5  63  25  36 101 112   3  68  79  90  35  46
 111  57   2  13  78  24  89 100  45  56   1  67  12  23  88  34  99 110
  55  66  77  22  33  98  44   0  11  76  87  43]
Уникальеые значения поля numberofcomplaints:
[0 1 3 2]
Уникальеые значения поля numberofmonthunpaid:
[7 4 2 5 0 3 6 1]
Уникальеые значения поля numdayscontractequipmentplanexpiring:
[96 14 55 73 32 91 50  9 68  8 27 67 86 26 45 85  4 44 63  3 22 62 81 21
 39 80 98 57 16 75 34 93 33 52 92 11 51 70 10 29 97 56 15 74 69 87 28 46
  5 64 23 82 41  0 40 59 99 18 58 77 17 36 76 95 35 54 94 12 53 71 30 89
 48  7 66  6 25 65 84 24 43 83  2 42 61  1 20 60 79 19 37 78 90 49 88 13
 72 38 47 31]
Уникальеые значения поля penaltytoswitch:
[371  43 403  76 436 108 468 141   1 173  34 206  66 239  99 271 131 304
 164 336 196 369 229 401 261 434 294 466 327 499 359  32 392  64 424  97
 457 129 489 162  22 194  54 227  87 259 120 292 152 325 361  33 393 426
  98 459 491  24  56  89 121 154 326 186 219 391 252 284 317 349 382 414
 447 119 479  12 184  45 217  77 250 110 282 142 315 175 347 207 380 240
 412 272 445 305 477 338  10 370  75 435 140   0 205 238 270 303 163 368
 228 433 293 498  31  63  96 456 161  21 226  86 291 324 356 389 249 422
 454 314 487  19 379  52  84 117 149 182  42 215 247 107 280 312 172 345
 377 410 442 475 335   8  40 400  73 105 465 138 170 203 235 268 128 301
 333 193 366 398 258 431 463 496  28  61 421  94 126 486 159 191  51 224
 256 289 321 354 214 387 419 279 452 484 344  17  49  82 114 147   7 180
 212  72 245 277 137 310 342 375 408 440 300 473   5 365  38  70 430 103
 135 168 201 233  93 266 298 158 331 363 223 396 428 461 494  26 386  59
  91 451 124 156  16 189 221 254 287 319 179 352 384 244 417 449 309 482
  14  47 407  80 112 472 145 177  37 210 242 102 275 307 340 200 373 405
 265 438 470 330   3  35 395  68 100 133 493 166 198  58 231 263 123 296
 328 188 286 351 416 481  79 144 209 274 372 437   2  67 165 230 295 360
  65 458  23  88 153 358 251 316 381 446 151  44 109 174 444 337 402 467
 237 130 195 260  30 423 488  53 118 323 216 281 346 116   9  74 139 409
 302 367 432 202  95 160 225 495 388 453  18 288 181 246 311  81 474  39
 104 374 267 332 397 167  60 125 190 460 353 418 483 146 211 276 439   4
  69 232 297 362  25  90 155 253 318 383 448  46 111 176 241 339 404 469
 132 197 262 425 490  55 218 283 348 413  11 411 204 497 390 455  20  85
 290 183 248 313 378  83 476  41 106 171 376 478 150 443 236 269 334 399
 464 357  29  62 127 192 257 322 355 420 485  50 115 148 213 278 343 441
   6  71 136 169 234 299 364 429 462  27  92 157 222 255 320 385 450  15
  48 113 178 243 308 341 406 471  36 101 134 199 264 329 394 427 492  57
 122 187 220 285 350 415 480  13  78 143 208 273 306 185]
Уникальеые значения поля totalminsusedinlastmonth:
[ 15 212 216 412 416 113 116 313 316  13  17 214 217 414 417 114 118 315
 318  18 215 219 419 119 320  16  20 220 420 117 121 321  21 218 222 422
 122 319 323 322  19  23 223 423 120 124 324  24 221 225 425 125 326  22
  26 226 426 123 127 327  27 224 228 428 128 325 329  29 229 429 126 130
 330  30 227 231 431 131 328 332  32 232 433 133 333  33 230 234 434 134
 331 335  35 235 432 436 136 336  37 233 237 437 137 334 338  38 238 435
 439 139 339  36  40 240 440 140 337 341  41 241 438 442 142 342  39  43
 243 443 144 340 344  44 244 441 445 145 345  42  46 246 446 143 147 347
  47 248 444 448 148 348  45  49 249 449 146 150 350  50 247 251 451 151
 351  48  52 252 452 149 153 353  53 250 254 454 154 355  51  55 255 455
 152 156 356  56 253 257 457 157 354 358  58 258 458 155 159 359  59 256
 260 460 160 357 361  61 261 462 158 162 362  62 259 263 463 163 360 364
  64 264 461 465 165 365  66 262 266 466 166 363 367  67 267 464 468 168
 368  65  69 269 469 169 366 370  70 270 467 471 171 371  68  72 272 472
 173 369 373  73 273 470 474 174 374  71  75 275 475 172 176 376  76 276
 473 477 177 377  74  78 278 478 175 179 379  79 280 476 480 180 380  77
  81 281 481 178 182 382  82 279 283 483 183 384  80  84 284 484 181 185
 385  85 282 286 486 186 383 387  87 287 487 184 188 388  88 285 289 489
 189 386 390  90 290 491 187 191 391  91 288 292 492 192 389 393  93 293
 490 494 194 394  94 291 295 495 195 392 396  96 296 493 497 197 397  98
 298 498 198 395 399  99 299 496   0 200 400  97 101 301   1 202 398 402
 102 302 499   3 203 403 100 104 304   4 201 205 405 105 305   2   6 206
 406 103 107 307   7 204 208 408 108 309   5   9 209 409 106 110 310  10
 207 211 411 111 308 312  12 109 210 311 213 314 415 317 418 421 424  25
 427  28 129  31 132  34 135 236 138 239 141 242 343 245 346 447 349 450
 352 453  54 456  57 459  60 161  63 164 265 167 268 170 271 372 274 375
 277 378 479 381 482  83 485  86 488  89 190  92 193 294  95 196 297 199
 300 401 303 404 306 407   8 410  11 112 413  14 115 430]
Уникальеые значения поля unpaidbalance:
[ 19  34 144 159 143 158  18  33  68 178 193  53  52  67 177 192 191  51
  66 176 175 190  50  65  64 174 189  49  48  63 173 188 187  47  62 172
 186  46  61 171 170 185  45  60  59 169 184  44  43  58 168 183 218  78
  93 203 202 217  77  92  91 201 216  76  75  90 200 215  74  89 199 214
 213  73  88 198 197 212  72  87  86 196 211  71  70  85 195 210 209  69
  84 194 208  83  82 207  81 206  80 205 204  79  98 113 223 238  97 112
 222 237 236  96 111 221 233 128 163  23 108  38   3 148  57 182  56 181
 160  20  35 145  55 180 179  54 104 229 103 228 227 102 232 247 107 122
 231 246 106 121 230 245 105 120 155  15  30 140 100 225 119  14  29 139
 154 244 118 243 242 117 116 226  11  95  10  25 240 135 220 115 150   9
  24 134 149 133   8   7  22 132 147 110 235   5 130 129   4 142   2  17
 127 126 141   1  16 125   0 157  32 156  31 136  99 224  28 153  27  42
 152 167   6  41 151 166 131  26 241  40 165 164  94 239  39 219 114 162
  37  21  36 146 161 124 234 249 109 123 248 138  13  12 137 101]
Уникальеые значения поля percentagecalloutsidenetwork:
[0.82 0.27 0.48 0.94 0.15 0.61 0.28 0.49 0.16 0.95 0.83 0.81 0.02 0.69
 0.36 0.03 0.7  0.37 0.04 0.71 0.5  0.17 0.38 0.05 0.84 0.72 0.51 0.18
 0.39 0.06 0.85 0.73 0.52 0.4  0.19 0.86 0.07 0.74 0.53 0.41 0.2  0.87
 0.08 0.75 0.54 0.42 0.21 0.88 0.09 0.76 0.55 0.43 0.22 0.89 0.1  0.77
 0.56 0.44 0.23 0.11 0.9  0.57 0.78 0.45 0.24 0.12 0.91 0.58 0.79 0.46
 0.25 0.13 0.92 0.59 0.8  0.47 0.26 0.14 0.93 0.6  0.62 0.29 0.96 0.63
 0.3  0.97 0.64 0.31 0.98 0.65 0.32 0.99 0.66 0.33 0.   0.67 0.34 0.01
 0.68 0.35]
Уникальеые значения поля totalcallduration:
[5971 3981 7379 ... 3871 7651 7200]
Уникальеые значения поля avgcallduration:
[ 663  995  737 ...  207 1302 1249]
Уникальеые значения поля churn:
[0 1]
Уникальеые значения поля year:
[2015]
Уникальеые значения поля month:
[1 2 3]

Необходимо отметить (поле month), что данные предоставлены в динамике (3 месяца), а идентифицирующие поля callingnum, customerid дублируются, поэтому необходимо выяснить что изменяется в динамике.

In [7]:
len(data.groupby('callingnum').size()) #уникальные клиенты в датафрейме
Out[7]:
9525
In [8]:
len(data.groupby(['callingnum', 'age', 'annualincome', 'customerid', 'calldroprate', 'callfailurerate','customersuspended','education','gender','homeowner','maritalstatus','monthlybilledamount','noadditionallines','numberofcomplaints','numberofmonthunpaid','numdayscontractequipmentplanexpiring','occupation','penaltytoswitch','state','totalminsusedinlastmonth','unpaidbalance','usesinternetservice','usesvoiceservice','percentagecalloutsidenetwork','churn']).size())
Out[8]:
9525

Таким образом, показателями в динамике являются totalcallduration, avgcallduration, которые можно преобразовать: totalcallduration - просуммировать, avgcallduration - найти среднюю в разрезе клиентов и получить уникальные callingnum.

In [9]:
sum_totalcallduration = pd.DataFrame(data.groupby('callingnum', as_index=False)['totalcallduration'].sum())
In [10]:
avg_avgcallduration = pd.DataFrame(data.groupby('callingnum', as_index=False)['avgcallduration'].mean())
In [11]:
unique_callingnum = data[['age', 'annualincome', 'calldroprate', 'callfailurerate', 'callingnum', 'customerid', 'customersuspended', 'education', 'gender', 'homeowner', 'maritalstatus', 'monthlybilledamount', 'noadditionallines', 'numberofcomplaints', 'numberofmonthunpaid','numdayscontractequipmentplanexpiring','occupation','penaltytoswitch','state','totalminsusedinlastmonth','unpaidbalance','usesinternetservice','usesvoiceservice','percentagecalloutsidenetwork','churn']].drop_duplicates()
In [12]:
data_gr_month = pd.merge(pd.merge(unique_callingnum, sum_totalcallduration, on = 'callingnum', how = 'left'), avg_avgcallduration, on = 'callingnum' ,how = 'left') 
In [13]:
data_gr_month.head()
Out[13]:
age annualincome calldroprate callfailurerate callingnum customerid customersuspended education gender homeowner ... penaltytoswitch state totalminsusedinlastmonth unpaidbalance usesinternetservice usesvoiceservice percentagecalloutsidenetwork churn totalcallduration avgcallduration
0 12 168147 0.06 0.00 4251078442 1 Yes Bachelor or equivalent Male Yes ... 371 WA 15 19 No No 0.82 0 9952 829.0
1 42 29047 0.05 0.01 4251043419 2 Yes Bachelor or equivalent Female Yes ... 43 WI 212 34 No Yes 0.27 0 9108 584.5
2 58 27076 0.07 0.02 4251055773 3 Yes Master or equivalent Female Yes ... 403 KS 216 144 No No 0.48 0 5891 588.5
3 20 137977 0.05 0.03 4251042488 4 Yes PhD or equivalent Male No ... 76 KY 412 159 Yes No 0.94 0 6702 836.0
4 36 136006 0.07 0.00 4251073177 5 Yes High School or below Male Yes ... 436 ND 416 19 No No 0.15 0 4488 747.5

5 rows × 27 columns

In [14]:
data_gr_month.shape
Out[14]:
(9525, 27)
In [15]:
data_gr_month['churn'].value_counts().plot(kind='bar', label='churn')
plt.title('Распределение оттока клиентов');

Отметим значительный дисбаланс целевой переменной, это необходимо учитывать при построении модели.

Посмотрим на попарное влияние вещественных признаков относительно целевой переменной (признаки calldroprate, callfailurerate, numberofcomplaints, numberofmonthunpaid являются дискретными и будут рассмотрены отдельно)

In [16]:
tem_data = data_gr_month[['age','annualincome', 'monthlybilledamount', 'numdayscontractequipmentplanexpiring','penaltytoswitch','totalminsusedinlastmonth','unpaidbalance','percentagecalloutsidenetwork','totalcallduration','avgcallduration', 'churn']]
In [17]:
sns.pairplot(tem_data, hue = 'churn') #указываем дата_фрейм и столбец с номинативнями переменными + выводится корреляция пар признаков
Out[17]:
<seaborn.axisgrid.PairGrid at 0x1a20c03748>
                                Рисунок 1 - Попарные зависисмости вещественных признаков

Из рисунка 1 видно, что корреляция только между totalcallduration, avgcallduration. Вероятно, что avgcallduration рассчитывается на основании totalcallduration и является избыточной информацией.

Рассмотрим влияние целевой переменной на каждый вещественный признак и оценим статистическую значимость влияния с помощью анализа ANOVA.

In [18]:
fig, axes = plt.subplots(nrows=3, ncols=4, figsize=(20, 15))
for idx, i in  enumerate(tem_data):
    sns.boxplot(x='churn', y=i, data=tem_data, ax=axes[idx // 4, idx % 4])
                                 Рисунок 2 - Влияние целевого признака на вещественный
In [20]:
for i in tem_data:
    f_val, p_val = stats.f_oneway(tem_data[i][tem_data['churn'] == 1], tem_data[i][tem_data['churn'] == 0])
    print("Влияние churn на " + i + " (ANOVA) P_value =", p_val)
Влияние churn на age (ANOVA) P_value = 1.4435220218454643e-39
Влияние churn на annualincome (ANOVA) P_value = 0.7530530691024865
Влияние churn на monthlybilledamount (ANOVA) P_value = 0.2755957009099034
Влияние churn на numdayscontractequipmentplanexpiring (ANOVA) P_value = 0.11118996563623736
Влияние churn на penaltytoswitch (ANOVA) P_value = 0.908069651942213
Влияние churn на totalminsusedinlastmonth (ANOVA) P_value = 0.6951790746769249
Влияние churn на unpaidbalance (ANOVA) P_value = 9.948830666634776e-06
Влияние churn на percentagecalloutsidenetwork (ANOVA) P_value = 0.14872786083190265
Влияние churn на totalcallduration (ANOVA) P_value = 0.3399556812459973
Влияние churn на avgcallduration (ANOVA) P_value = 0.8553707960741448
Влияние churn на churn (ANOVA) P_value = 0.0
In [21]:
tem_data.describe() #рассмотрим статистики вещественных признаков
Out[21]:
age annualincome monthlybilledamount numdayscontractequipmentplanexpiring penaltytoswitch totalminsusedinlastmonth unpaidbalance percentagecalloutsidenetwork totalcallduration avgcallduration churn
count 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000 9525.000000
mean 45.358320 124675.519055 59.632546 49.392861 248.951076 249.738583 126.820682 0.495915 7567.672441 721.689046 0.090394
std 19.616188 72182.704410 34.653617 28.899349 144.153548 144.265657 70.355124 0.288097 2666.661696 150.113683 0.286760
min 12.000000 4.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 382.000000 109.000000 0.000000
25% 28.000000 62233.000000 29.000000 24.000000 125.000000 126.000000 66.000000 0.250000 5710.000000 621.000000 0.000000
50% 45.000000 124637.000000 60.000000 49.000000 249.000000 249.000000 123.000000 0.500000 7395.000000 722.000000 0.000000
75% 62.000000 187388.000000 90.000000 74.000000 373.000000 375.000000 191.000000 0.750000 9323.000000 822.666667 0.000000
max 79.000000 249987.000000 119.000000 99.000000 499.000000 499.000000 249.000000 0.990000 18399.000000 1274.500000 1.000000

Выводы: Влияние на целевую переменную оказывает возраст (age) (более молодое поколение чаще отказывается от услуг связи). Чем больше неоплаченный остаток (unpaidbalance), тем чаще клиент отказывается от услуг связи, что логично. Ежегодные доходы (annualincome) не оказывают влияния и имеют значительную дисперсию.

Стоит обратить внимание на следующие признаки: percentagecalloutsidenetwork и numdayscontractequipmentplanexpiring. Преобразуем признаки по определенному порогу в бинарные переменные и оценим влияние при помощи хи-квадрат.

In [22]:
cat_callout = []
for i in tem_data['percentagecalloutsidenetwork']:
    if i > 0.45: cat_callout.append(1) 
    else: cat_callout.append(0)
tem_data['cat_callout'] = cat_callout          
In [23]:
sns.countplot(x='cat_callout', hue='churn', data=tem_data);
In [24]:
table = pd.crosstab(tem_data['churn'], tem_data['cat_callout'])
chi2, prob, df, expected = scipy.stats.chi2_contingency(table)
output = "test Statistics: {}\ndegrees of freedom: {}\np-value: {}\n"
print(output.format( chi2, df, prob))
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-24-e6cfb4e0210d> in <module>()
      1 table = pd.crosstab(tem_data['churn'], tem_data['cat_callout'])
----> 2 chi2, prob, df, expected = scipy.stats.chi2_contingency(table)
      3 output = "test Statistics: {}\ndegrees of freedom: {}\np-value: {}\n"
      4 print(output.format( chi2, df, prob))

NameError: name 'scipy' is not defined

Вывод: Вероятно, что percentagecalloutsidenetwork - роуминг в сети. Если преобразовать выборку в бинарную переменную (на 1 более 0.45 и 0 менее 0.45, 0.45 выбрана как средняя при churn = 1), то можно сделать вывод, чем больше доля вызовов за пределами сети, тем клиент реже отказывается от услуг связи, это как конкурентное преимущество! Преобразование numdayscontractequipmentplanexpiring не оказало значимых результатов. В модели percentagecalloutsidenetwork также можно использовать как бинарную переменную.

In [25]:
cat_callout = []
for i in data_gr_month['percentagecalloutsidenetwork']:
    if i > 0.45: cat_callout.append(1) 
    else: cat_callout.append(0)
data_gr_month['percentagecalloutsidenetwork'] = cat_callout 
Посмотрим на уникальные значения категориальных переменных
In [26]:
for i in data:
    if data[i].dtypes == object:
        print('Уникальеые значения поля ' + i + ':')
        print(data[i].unique())
Уникальеые значения поля customersuspended:
['Yes' 'No']
Уникальеые значения поля education:
['Bachelor or equivalent' 'Master or equivalent' 'PhD or equivalent'
 'High School or below']
Уникальеые значения поля gender:
['Male' 'Female']
Уникальеые значения поля homeowner:
['Yes' 'No']
Уникальеые значения поля maritalstatus:
['Single' 'Married']
Уникальеые значения поля noadditionallines:
['\\N']
Уникальеые значения поля occupation:
['Technology Related Job' 'Non-technology Related Job' 'Others']
Уникальеые значения поля state:
['WA' 'WI' 'KS' 'KY' 'ND' 'OK' 'AZ' 'CA' 'MI' 'MN' 'SC' 'TN' 'FL' 'HI'
 'NV' 'NH' 'VA' 'WV' 'IA' 'OH' 'AK' 'AR' 'MA' 'SD' 'DE' 'GA' 'NE' 'IN'
 'NC' 'MD' 'RI' 'MT' 'VT' 'CO' 'MO' 'UT' 'ID' 'NM' 'WY' 'LA' 'OR' 'MS'
 'TX' 'NJ' 'NY' 'AL' 'PA' 'CT' 'IL' 'ME']
Уникальеые значения поля usesinternetservice:
['No' 'Yes']
Уникальеые значения поля usesvoiceservice:
['No' 'Yes']

Произведем анализ таблиц сопряженности и оценим значимость категориальных переменных с помощью хи-квадрат

In [27]:
cat_list = ['customersuspended','education','gender','homeowner','maritalstatus','occupation','usesinternetservice','usesvoiceservice','calldroprate','callfailurerate','numberofcomplaints','numberofmonthunpaid']
fig, axes = plt.subplots(nrows=3, ncols=4, figsize=(20, 15))
for idx, i in  enumerate(cat_list):
    sns.countplot(x=i, hue='churn', data=data_gr_month, ax=axes[idx // 4, idx % 4]);
In [28]:
#в state много переменных и неудобно смотреть на графике
data_gr_month.groupby(['state'])['churn'].agg([np.mean]).sort_values(by='mean', ascending=False).T 
Out[28]:
state SC CA IA OK ND UT AR KY NY WV ... GA IN TN MN MD LA NJ AL NE VT
mean 0.15508 0.136792 0.117949 0.11236 0.111111 0.11 0.109756 0.109005 0.108491 0.108434 ... 0.075949 0.075758 0.072289 0.07109 0.065421 0.058824 0.056818 0.050955 0.050847 0.034884

1 rows × 50 columns

                            Рисунок 3 - Влияние категориальных признаков на целевой
In [29]:
for i in ['customersuspended','education','gender','homeowner','maritalstatus','occupation','usesinternetservice','usesvoiceservice','calldroprate','callfailurerate','numberofcomplaints','numberofmonthunpaid', 'state']:
    table = pd.crosstab(data_gr_month['churn'], data_gr_month[i])
    chi2, prob, df, expected = scipy.stats.chi2_contingency(table)
    output = "test Statistics: {}\ndegrees of freedom: {}\n" + i + " p-value: {}\n"
    print(output.format( chi2, df, prob))
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-29-a39cfeebe954> in <module>()
      1 for i in ['customersuspended','education','gender','homeowner','maritalstatus','occupation','usesinternetservice','usesvoiceservice','calldroprate','callfailurerate','numberofcomplaints','numberofmonthunpaid', 'state']:
      2     table = pd.crosstab(data_gr_month['churn'], data_gr_month[i])
----> 3     chi2, prob, df, expected = scipy.stats.chi2_contingency(table)
      4     output = "test Statistics: {}\ndegrees of freedom: {}\n" + i + " p-value: {}\n"
      5     print(output.format( chi2, df, prob))

NameError: name 'scipy' is not defined

Вывод: Самая влиятельная категориальная переменная это количесвто жалоб (numberofcomplaints), с 3 жалобы доля оттока в 2 раза возрастает. Значимое влияние также оказывает переменная maritalstatus, одинокие люди отказываются от связи чаще (возможно связано с семейными тарифами). Доля отказов в State распределена в основном равномерна, хотя есть регионы с низкой долей (3 %) и есть высокие (15 %). Рекомендуется в таком регионе провести отдельное исследование.

отбор призанков с использованеим деревьв
In [30]:
X = data_gr_month.drop('churn', axis = 1)
y = data_gr_month['churn']

Категориальные признаки будут закодированы one-hot encoding, для этого реализована функция.

In [31]:
def code_one_encoding(data, feature):
    for i in data[feature].unique():
        data[feature + '=' + i] = (data[feature] == i).astype(float)
In [32]:
X = X.drop('noadditionallines', axis = 1)
X = X.drop('callingnum', axis = 1)
X = X.drop('customerid', axis = 1)
cat_list_one_encod = ['customersuspended','education','gender','homeowner','maritalstatus','occupation','usesinternetservice','usesvoiceservice', 'state']
for i in cat_list_one_encod:
    code_one_encoding(X, i)
    X = X.drop(i, axis = 1)
In [33]:
from sklearn import metrics
from sklearn.ensemble import ExtraTreesClassifier
model = ExtraTreesClassifier(class_weight='balanced', random_state=0)
model.fit(X, y)
/anaconda3/lib/python3.6/site-packages/sklearn/ensemble/weight_boosting.py:29: DeprecationWarning: numpy.core.umath_tests is an internal NumPy module and should not be imported. It will be removed in a future NumPy release.
  from numpy.core.umath_tests import inner1d
Out[33]:
ExtraTreesClassifier(bootstrap=False, class_weight='balanced',
           criterion='gini', max_depth=None, max_features='auto',
           max_leaf_nodes=None, min_impurity_decrease=0.0,
           min_impurity_split=None, min_samples_leaf=1,
           min_samples_split=2, min_weight_fraction_leaf=0.0,
           n_estimators=10, n_jobs=1, oob_score=False, random_state=0,
           verbose=0, warm_start=False)
In [34]:
d = dict(zip(X.columns, model.feature_importances_))
print("Приоритет признаков по модели ExtraTreesClassifier: ")
for i in sorted(d, key = d.get, reverse=True):
     print(i, d[i])
Приоритет признаков по модели ExtraTreesClassifier: 
age 0.08274459583855943
numberofcomplaints 0.0459898581671232
unpaidbalance 0.04414438957464527
numberofmonthunpaid 0.03471091261984614
numdayscontractequipmentplanexpiring 0.034698488560530795
annualincome 0.034316037870784286
totalminsusedinlastmonth 0.03364158207712618
monthlybilledamount 0.03331677013104747
callfailurerate 0.032958015229210366
calldroprate 0.03239678613862694
totalcallduration 0.03151655694391816
penaltytoswitch 0.030851211048503004
avgcallduration 0.029014065039425045
percentagecalloutsidenetwork 0.020222656695617233
occupation=Others 0.018134609856478592
gender=Male 0.018044798666906236
gender=Female 0.01797646103602145
education=Bachelor or equivalent 0.016894235976499628
education=High School or below 0.016715533041928514
occupation=Technology Related Job 0.016131836591123015
maritalstatus=Married 0.015485194699970293
occupation=Non-technology Related Job 0.015307585376488972
maritalstatus=Single 0.014646058945210969
homeowner=Yes 0.014248815138066789
homeowner=No 0.012648476067122636
education=Master or equivalent 0.010046246832340637
usesvoiceservice=No 0.009710911370079327
usesvoiceservice=Yes 0.008946591792749117
education=PhD or equivalent 0.00752700925380814
state=NH 0.0065854065422295575
state=NY 0.0064883417884579716
state=PA 0.006486242939984089
state=WI 0.006346971200275763
state=ND 0.006255099861387892
state=NM 0.006074162280641659
state=CO 0.005982443831423886
state=HI 0.005912604500356555
state=RI 0.005792375402418562
state=UT 0.005711066327446687
state=CT 0.005673738390613753
state=CA 0.005640679434967304
state=MT 0.005585333564344147
state=KY 0.005526286543632904
state=WV 0.0054473936407110745
state=WY 0.00540917373410263
state=AZ 0.0053751331679205636
state=AK 0.005362450040977088
state=IL 0.005298181728114807
state=IN 0.00519737621392298
state=MI 0.005195047787720158
state=TX 0.005185906560948137
state=SD 0.005153015282516298
state=MS 0.005149201740628188
state=FL 0.005124782952092541
state=MO 0.00510770213217751
state=MD 0.005103615064689694
state=GA 0.004949108792639381
state=NV 0.004943206873394658
state=MN 0.004941252281364515
state=OH 0.004876263352575579
state=IA 0.004823378251771913
state=SC 0.004760706996543597
state=NC 0.004546688461386284
state=OK 0.004449266383868172
state=VT 0.00444386650177373
state=VA 0.0044390565908876255
state=DE 0.004435947771403843
state=MA 0.004419000862476267
state=ID 0.004400294485867127
usesinternetservice=Yes 0.004397649898173935
state=OR 0.004384536927288926
state=ME 0.004327983995383721
state=NJ 0.004182300519816997
state=LA 0.004122042530169116
state=NE 0.004103530041193617
state=WA 0.004021410521368138
state=TN 0.0039514664450706885
usesinternetservice=No 0.00394433001633257
state=KS 0.003865596745157756
state=AR 0.0036080868934212315
customersuspended=Yes 0.003582876689923087
customersuspended=No 0.003034834242769179
state=AL 0.002889293693518101

Данная модель выделила также значимо age и unpaidbalance из вещественных, numberofcomplaints, percentagecalloutsidenetwork из категориальных

Таким образом, отобраны следующие признаки: age, numberofcomplaints, unpaidbalance, percentagecalloutsidenetwork, churn, totalcallduration, education, maritalstatus, callfailurerate, numdayscontractequipmentplanexpiring и целевая переменная churn

Удаление признаков

In [35]:
data_model = data_gr_month
best_features = ['age', 'numberofcomplaints', 'unpaidbalance', 'percentagecalloutsidenetwork', 'churn', 'totalcallduration', 'education', 'maritalstatus', 'callfailurerate', 'numdayscontractequipmentplanexpiring', 'churn']
for i in data_model:
    if i not in best_features:
        data_model = data_model.drop(i, axis = 1)
In [36]:
#преобразуем категориальные призанаки 
for i in ['education','maritalstatus']:
    code_one_encoding(data_model, i)
    data_model = data_model.drop(i, axis = 1)

Нормализуем вещественные признаки, можно сделать с помощью стандартных библиотек, для прозрачности пропишем формулу вручную.

In [37]:
num_list = ['age','numdayscontractequipmentplanexpiring','unpaidbalance', 'totalcallduration']
for i in num_list:
    data_model[i] = (data_model[i] - data_model[i].mean()) / data_model[i].std()
In [38]:
data_model.head() # итоговый набор данных для моделей
Out[38]:
age callfailurerate numberofcomplaints numdayscontractequipmentplanexpiring unpaidbalance percentagecalloutsidenetwork churn totalcallduration education=Bachelor or equivalent education=Master or equivalent education=PhD or equivalent education=High School or below maritalstatus=Single maritalstatus=Married
0 -1.700551 0.00 0 1.612740 -1.532521 1 0 0.894125 1.0 0.0 0.0 0.0 1.0 0.0
1 -0.171201 0.01 1 -1.224694 -1.319317 0 0 0.577624 1.0 0.0 0.0 0.0 1.0 0.0
2 0.644451 0.02 0 0.194023 0.244180 1 0 -0.628753 0.0 1.0 0.0 0.0 1.0 0.0
3 -1.292724 0.03 1 0.816874 0.457384 1 0 -0.324628 0.0 0.0 1.0 0.0 1.0 0.0
4 -0.477071 0.00 0 -1.224694 -1.532521 0 0 -1.154879 0.0 0.0 0.0 1.0 0.0 1.0
In [39]:
X = data_model.drop('churn', axis = 1)
y = data_model['churn']

Спроецируем сформированное векторное пространство на двумерное

In [40]:
from sklearn.manifold import TSNE
tsne = TSNE(random_state=0)
tsne_representation = tsne.fit_transform(X)
plt.scatter(tsne_representation[:, 0], tsne_representation[:, 1], 
            c=data_model['churn'].map({0: 'blue', 1: 'orange'}));

Рисунок 4 - Векторное пространство признаков

Вывод: К сожалению, churn = 1 распределен по всему пространству, но все же есть области где churn = 1 сконцентрирован

Выбор модели (baseline)

На практике для каждой модели нужно настраивать гиперпараметры (значение одного параметра может кардинально менять метрики качетсва). Ниже показано в качетсве примера реализации моделей в основном с параметрами по default. В качестве метрики выбрана ROC_AUC.

In [42]:
from sklearn.cross_validation import train_test_split
(X_train, X_test, y_train, y_test) = train_test_split(X, y, test_size=0.3, random_state=0)

Логистическая регрессия

In [43]:
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import roc_auc_score
In [44]:
model = LogisticRegression(class_weight='balanced', random_state=0)
model.fit(X_train, y_train)
y_predict = model.predict(X_test)
In [45]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.5976211794515709
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.94      0.63      0.75      2606
          1       0.13      0.57      0.21       252

avg / total       0.87      0.62      0.70      2858

TP, FP, FN, TN:
[[1636  970]
 [ 109  143]]

Метод опорных векторов

In [46]:
from sklearn.svm import SVC
model = SVC(class_weight='balanced', random_state = 0)
model.fit(X_train, y_train)
y_predict = model.predict(X_test)
In [47]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.6305732193107481
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.96      0.49      0.65      2606
          1       0.13      0.77      0.22       252

avg / total       0.88      0.51      0.61      2858

TP, FP, FN, TN:
[[1270 1336]
 [  57  195]]

k-means

In [48]:
from sklearn.neighbors import KNeighborsClassifier
model = KNeighborsClassifier()
model.fit(X_train, y_train)
y_predict = model.predict(X_test)
In [49]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.5001309554264274
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.91      0.99      0.95      2606
          1       0.09      0.01      0.01       252

avg / total       0.84      0.91      0.87      2858

TP, FP, FN, TN:
[[2586   20]
 [ 250    2]]

Случайный лес

In [50]:
from sklearn.ensemble import RandomForestClassifier
model = RandomForestClassifier(class_weight = 'balanced', random_state = 0)
model.fit(X_train, y_train)
y_predict = model.predict(X_test)
In [51]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.5004492075673964
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.91      1.00      0.95      2606
          1       0.11      0.00      0.01       252

avg / total       0.84      0.91      0.87      2858

TP, FP, FN, TN:
[[2598    8]
 [ 251    1]]

Наивный байес

In [52]:
from sklearn.naive_bayes import GaussianNB
model = GaussianNB()
model.fit(X_train, y_train)
y_predict = model.predict(X_test)
In [53]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.501984126984127
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.91      1.00      0.95      2606
          1       1.00      0.00      0.01       252

avg / total       0.92      0.91      0.87      2858

TP, FP, FN, TN:
[[2606    0]
 [ 251    1]]

По Default параметрам метод опорных векторов показывает лучшие результаты.

Настройка гиперпараметров для логистической регрессиии по сетки
In [54]:
model = LogisticRegression(class_weight='balanced', random_state = 0)
In [55]:
model.get_params().keys()
Out[55]:
dict_keys(['C', 'class_weight', 'dual', 'fit_intercept', 'intercept_scaling', 'max_iter', 'multi_class', 'n_jobs', 'penalty', 'random_state', 'solver', 'tol', 'verbose', 'warm_start'])
In [56]:
parametrs_grid = {
    'penalty' : ['l1','l2'],
    'C' : [0.0001, 0.001, 0.01, 0.1, 1, 10, 100],
    'max_iter' : [1, 10,100],
}
In [57]:
from sklearn import cross_validation
cv = cross_validation.StratifiedShuffleSplit(y_train, n_iter = 10,test_size = 0.3, random_state = 0)
In [58]:
from sklearn import grid_search
grid_cv = grid_search.GridSearchCV(model, parametrs_grid, scoring = 'roc_auc', cv = cv)
/anaconda3/lib/python3.6/site-packages/sklearn/grid_search.py:42: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. This module will be removed in 0.20.
  DeprecationWarning)
In [59]:
grid_cv.fit(X_train, y_train)
Out[59]:
GridSearchCV(cv=StratifiedShuffleSplit(labels=[1 0 ... 0 0], n_iter=10, test_size=0.3, random_state=0),
       error_score='raise',
       estimator=LogisticRegression(C=1.0, class_weight='balanced', dual=False,
          fit_intercept=True, intercept_scaling=1, max_iter=100,
          multi_class='ovr', n_jobs=1, penalty='l2', random_state=0,
          solver='liblinear', tol=0.0001, verbose=0, warm_start=False),
       fit_params={}, iid=True, n_jobs=1,
       param_grid={'penalty': ['l1', 'l2'], 'C': [0.0001, 0.001, 0.01, 0.1, 1, 10, 100], 'max_iter': [1, 10, 100]},
       pre_dispatch='2*n_jobs', refit=True, scoring='roc_auc', verbose=0)
In [60]:
grid_cv.best_estimator_
Out[60]:
LogisticRegression(C=0.1, class_weight='balanced', dual=False,
          fit_intercept=True, intercept_scaling=1, max_iter=100,
          multi_class='ovr', n_jobs=1, penalty='l1', random_state=0,
          solver='liblinear', tol=0.0001, verbose=0, warm_start=False)
In [61]:
grid_cv.best_score_
Out[61]:
0.6610897701792036

Проверим на тестовой выборке

In [62]:
y_predict = grid_cv.predict(X_test)
In [63]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.5934001510555617
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.94      0.62      0.75      2606
          1       0.13      0.57      0.21       252

avg / total       0.87      0.61      0.70      2858

TP, FP, FN, TN:
[[1614  992]
 [ 109  143]]
In [64]:
from sklearn import metrics
sns.set(font_scale=1.5)
sns.set_color_codes("muted")

plt.figure(figsize=(10, 8))
fpr, tpr, thresholds = metrics.roc_curve(y_test, grid_cv.predict_proba(X_test)[:,1], pos_label=1)
lw = 2
plt.plot(fpr, tpr, lw=lw, label='ROC curve ')
plt.plot([0, 1], [0, 1])
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC curve')
plt.show()
               Рисунок 5 - ROC_AUC для логистической регрессии 
Настройка гиперпараметров для случайного леса по сетки
In [77]:
model = RandomForestClassifier(class_weight='balanced', random_state = 0)
model.get_params().keys()
Out[77]:
dict_keys(['bootstrap', 'class_weight', 'criterion', 'max_depth', 'max_features', 'max_leaf_nodes', 'min_impurity_decrease', 'min_impurity_split', 'min_samples_leaf', 'min_samples_split', 'min_weight_fraction_leaf', 'n_estimators', 'n_jobs', 'oob_score', 'random_state', 'verbose', 'warm_start'])
In [78]:
parametrs_grid = {
    'max_depth' : [2, 5, 15, 20, 50, 100],
    'n_estimators' : [5, 10, 20, 50, 200],
    'max_features' : [3, 5, 7, 10],
}
In [79]:
cv = cross_validation.StratifiedShuffleSplit(y_train, n_iter = 10,test_size = 0.3, random_state = 0)
In [80]:
grid_cv = grid_search.GridSearchCV(model, parametrs_grid, scoring = 'roc_auc', cv = cv)
In [81]:
grid_cv.fit(X_train, y_train)
Out[81]:
GridSearchCV(cv=StratifiedShuffleSplit(labels=[1 0 ... 0 0], n_iter=10, test_size=0.3, random_state=0),
       error_score='raise',
       estimator=RandomForestClassifier(bootstrap=True, class_weight='balanced',
            criterion='gini', max_depth=None, max_features='auto',
            max_leaf_nodes=None, min_impurity_decrease=0.0,
            min_impurity_split=None, min_samples_leaf=1,
            min_samples_split=2, min_weight_fraction_leaf=0.0,
            n_estimators=10, n_jobs=1, oob_score=False, random_state=0,
            verbose=0, warm_start=False),
       fit_params={}, iid=True, n_jobs=1,
       param_grid={'max_depth': [2, 5, 15, 20, 50, 100], 'n_estimators': [5, 10, 20, 50, 200], 'max_features': [3, 5, 7, 10]},
       pre_dispatch='2*n_jobs', refit=True, scoring='roc_auc', verbose=0)
In [82]:
grid_cv.best_estimator_
Out[82]:
RandomForestClassifier(bootstrap=True, class_weight='balanced',
            criterion='gini', max_depth=5, max_features=3,
            max_leaf_nodes=None, min_impurity_decrease=0.0,
            min_impurity_split=None, min_samples_leaf=1,
            min_samples_split=2, min_weight_fraction_leaf=0.0,
            n_estimators=50, n_jobs=1, oob_score=False, random_state=0,
            verbose=0, warm_start=False)
In [83]:
grid_cv.best_score_
Out[83]:
0.7073304598219385

Проверим на тестовой выборке

In [84]:
y_predict = grid_cv.predict(X_test)
In [85]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.6335973760187115
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.95      0.61      0.74      2606
          1       0.14      0.65      0.23       252

avg / total       0.88      0.62      0.70      2858

TP, FP, FN, TN:
[[1596 1010]
 [  87  165]]
In [86]:
from sklearn import metrics
sns.set(font_scale=1.5)
sns.set_color_codes("muted")

plt.figure(figsize=(10, 8))
fpr, tpr, thresholds = metrics.roc_curve(y_test, grid_cv.predict_proba(X_test)[:,1], pos_label=1)
lw = 2
plt.plot(fpr, tpr, lw=lw, label='ROC curve ')
plt.plot([0, 1], [0, 1])
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC curve')
plt.show()
                Рисунок 6 - ROC_AUC для случайного леса
In [75]:
grid_cv.predict_proba(X_test)
Out[75]:
array([[0.49050744, 0.50949256],
       [0.50845992, 0.49154008],
       [0.76569953, 0.23430047],
       ...,
       [0.5227295 , 0.4772705 ],
       [0.38178674, 0.61821326],
       [0.40886795, 0.59113205]])
In [76]:
grid_cv.predict(X_test)
Out[76]:
array([1, 0, 0, ..., 0, 1, 1])

Вывод: После настройки гиперпараметров случайный лес дал лучшие результаты, его и будем использовать в качестве целевого решения (ROC_AUC = 0.63). Данную модель можено использовать на практике, но нужно задать определенный порог, при котором FP -> min, для избежания экономических потерь. По умолчанию порог вероятности 0.5 (вероятности распределения можно получить используя метод predict_proba)

P.S. Сделаем прогноз с помощью XGBOOST

In [396]:
from hyperopt import STATUS_OK, Trials, fmin, hp, tpe
import xgboost as xgb
In [91]:
dtrain = xgb.DMatrix(X_train, y_train)
dtest = xgb.DMatrix(X_test, y_test)

Оптимизация параметров

In [406]:
def score(params):
    print("Training with params: ")
    print(params)
    num_round = int(params['n_estimators'])
    del params['n_estimators']
    dtrain = xgb.DMatrix(X_train, y_train)
    dvalid = xgb.DMatrix(X_test, y_test)
    watchlist = [(dvalid, 'eval'), (dtrain, 'train')]
    gbm_model = xgb.train(params, dtrain, num_round,
                          evals=watchlist,
                          verbose_eval=True)
    predictions = gbm_model.predict(dvalid,
                                    ntree_limit=gbm_model.best_iteration + 1)
    score = roc_auc_score(y_test, predictions)
    # TODO: Add the importance for the selected features
    print("\tScore {0}\n\n".format(score))
    # The score function should return the loss (1-score)
    # since the optimize function looks for the minimum
    loss = 1 - score
    return {'loss': loss, 'status': STATUS_OK}
In [407]:
def optimize(
             #trials, 
             random_state=0):
    """
    This is the optimization function that given a space (space here) of 
    hyperparameters and a scoring function (score here), finds the best hyperparameters.
    """
    # To learn more about XGBoost parameters, head to this page: 
    # https://github.com/dmlc/xgboost/blob/master/doc/parameter.md
    space = {
        'n_estimators': hp.quniform('n_estimators', 100, 1000, 1),
        'eta': hp.quniform('eta', 0.025, 0.5, 0.025),
        # A problem with max_depth casted to float instead of int with
        # the hp.quniform method.
        'max_depth':  hp.choice('max_depth', np.arange(1, 14, dtype=int)),
        'min_child_weight': hp.quniform('min_child_weight', 1, 6, 1),
        'subsample': hp.quniform('subsample', 0.5, 1, 0.05),
        'gamma': hp.quniform('gamma', 0.5, 1, 0.05),
        'colsample_bytree': hp.quniform('colsample_bytree', 0.5, 1, 0.05),
        'eval_metric': 'auc',
        'objective': 'binary:logistic',
        'scale_pos_weight': 10,
        # Increase this number if you have more cores. Otherwise, remove it and it will default 
        # to the maxium number. 
        'nthread': 4,
        'booster': 'gbtree',
        'tree_method': 'exact',
        'silent': 1,
        'seed': 0
    }
    # Use the fmin function from Hyperopt to find the best hyperparameters
    best = fmin(score, space, algo=tpe.suggest, 
                # trials=trials, 
                max_evals=250)
    return best
In [408]:
best_hyperparams = optimize(
                            #trials
                            )
print("The best hyperparameters are: ", "\n")
print(best_hyperparams)
Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 7, 'min_child_weight': 4.0, 'n_estimators': 679.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.592862	train-auc:0.726554
[1]	eval-auc:0.614528	train-auc:0.756509
[2]	eval-auc:0.617714	train-auc:0.793365
[3]	eval-auc:0.633192	train-auc:0.806757
[4]	eval-auc:0.661955	train-auc:0.823979
[5]	eval-auc:0.66538	train-auc:0.83769
[6]	eval-auc:0.663976	train-auc:0.843762
[7]	eval-auc:0.66153	train-auc:0.851417
[8]	eval-auc:0.671627	train-auc:0.860192
[9]	eval-auc:0.678086	train-auc:0.865045
[10]	eval-auc:0.688803	train-auc:0.874164
[11]	eval-auc:0.685514	train-auc:0.880661
[12]	eval-auc:0.682049	train-auc:0.88016
[13]	eval-auc:0.685039	train-auc:0.881535
[14]	eval-auc:0.684612	train-auc:0.885961
[15]	eval-auc:0.681752	train-auc:0.889222
[16]	eval-auc:0.682966	train-auc:0.892115
[17]	eval-auc:0.687076	train-auc:0.896167
[18]	eval-auc:0.685868	train-auc:0.897651
[19]	eval-auc:0.6891	train-auc:0.899348
[20]	eval-auc:0.688783	train-auc:0.900538
[21]	eval-auc:0.69523	train-auc:0.905216
[22]	eval-auc:0.695737	train-auc:0.907177
[23]	eval-auc:0.69626	train-auc:0.909693
[24]	eval-auc:0.696606	train-auc:0.91312
[25]	eval-auc:0.695302	train-auc:0.914447
[26]	eval-auc:0.693235	train-auc:0.914092
[27]	eval-auc:0.693464	train-auc:0.919258
[28]	eval-auc:0.694309	train-auc:0.920515
[29]	eval-auc:0.693966	train-auc:0.920254
[30]	eval-auc:0.695941	train-auc:0.922632
[31]	eval-auc:0.696493	train-auc:0.923244
[32]	eval-auc:0.694419	train-auc:0.925396
[33]	eval-auc:0.69421	train-auc:0.927334
[34]	eval-auc:0.694425	train-auc:0.929047
[35]	eval-auc:0.693907	train-auc:0.932191
[36]	eval-auc:0.694014	train-auc:0.933322
[37]	eval-auc:0.694554	train-auc:0.932209
[38]	eval-auc:0.694577	train-auc:0.933154
[39]	eval-auc:0.694851	train-auc:0.933769
[40]	eval-auc:0.694304	train-auc:0.935792
[41]	eval-auc:0.694088	train-auc:0.937427
[42]	eval-auc:0.69431	train-auc:0.937992
[43]	eval-auc:0.696394	train-auc:0.941028
[44]	eval-auc:0.697787	train-auc:0.94329
[45]	eval-auc:0.697723	train-auc:0.943752
[46]	eval-auc:0.698168	train-auc:0.945055
[47]	eval-auc:0.698232	train-auc:0.946021
[48]	eval-auc:0.697817	train-auc:0.945795
[49]	eval-auc:0.697252	train-auc:0.947694
[50]	eval-auc:0.697109	train-auc:0.948644
[51]	eval-auc:0.69615	train-auc:0.949555
[52]	eval-auc:0.696808	train-auc:0.950652
[53]	eval-auc:0.696855	train-auc:0.952409
[54]	eval-auc:0.696963	train-auc:0.953559
[55]	eval-auc:0.697578	train-auc:0.953735
[56]	eval-auc:0.697834	train-auc:0.955016
[57]	eval-auc:0.697396	train-auc:0.955902
[58]	eval-auc:0.697834	train-auc:0.95601
[59]	eval-auc:0.697945	train-auc:0.956988
[60]	eval-auc:0.696441	train-auc:0.958174
[61]	eval-auc:0.696208	train-auc:0.958031
[62]	eval-auc:0.695829	train-auc:0.958759
[63]	eval-auc:0.697195	train-auc:0.959527
[64]	eval-auc:0.698937	train-auc:0.961086
[65]	eval-auc:0.698921	train-auc:0.961426
[66]	eval-auc:0.698633	train-auc:0.96206
[67]	eval-auc:0.698684	train-auc:0.962676
[68]	eval-auc:0.698979	train-auc:0.963753
[69]	eval-auc:0.698851	train-auc:0.963806
[70]	eval-auc:0.699958	train-auc:0.964426
[71]	eval-auc:0.699395	train-auc:0.965146
[72]	eval-auc:0.699384	train-auc:0.965469
[73]	eval-auc:0.699412	train-auc:0.966761
[74]	eval-auc:0.70001	train-auc:0.967565
[75]	eval-auc:0.699914	train-auc:0.968703
[76]	eval-auc:0.700621	train-auc:0.96912
[77]	eval-auc:0.699427	train-auc:0.969906
[78]	eval-auc:0.699751	train-auc:0.970558
[79]	eval-auc:0.699578	train-auc:0.971376
[80]	eval-auc:0.700278	train-auc:0.972234
[81]	eval-auc:0.699638	train-auc:0.972998
[82]	eval-auc:0.699757	train-auc:0.973236
[83]	eval-auc:0.699367	train-auc:0.974333
[84]	eval-auc:0.699366	train-auc:0.974775
[85]	eval-auc:0.69966	train-auc:0.97555
[86]	eval-auc:0.698531	train-auc:0.975143
[87]	eval-auc:0.699048	train-auc:0.975852
[88]	eval-auc:0.698605	train-auc:0.976428
[89]	eval-auc:0.698534	train-auc:0.976638
[90]	eval-auc:0.698764	train-auc:0.976793
[91]	eval-auc:0.699127	train-auc:0.977349
[92]	eval-auc:0.698589	train-auc:0.977589
[93]	eval-auc:0.699032	train-auc:0.977563
[94]	eval-auc:0.698085	train-auc:0.978361
[95]	eval-auc:0.69765	train-auc:0.978841
[96]	eval-auc:0.697831	train-auc:0.979148
[97]	eval-auc:0.697575	train-auc:0.979397
[98]	eval-auc:0.697604	train-auc:0.979809
[99]	eval-auc:0.697688	train-auc:0.98055
[100]	eval-auc:0.6974	train-auc:0.981027
[101]	eval-auc:0.697598	train-auc:0.981101
[102]	eval-auc:0.697939	train-auc:0.981375
[103]	eval-auc:0.698198	train-auc:0.982049
[104]	eval-auc:0.698137	train-auc:0.982158
[105]	eval-auc:0.697802	train-auc:0.982358
[106]	eval-auc:0.69772	train-auc:0.982734
[107]	eval-auc:0.697633	train-auc:0.982956
[108]	eval-auc:0.697324	train-auc:0.983071
[109]	eval-auc:0.697057	train-auc:0.983435
[110]	eval-auc:0.697268	train-auc:0.983879
[111]	eval-auc:0.696887	train-auc:0.984499
[112]	eval-auc:0.697629	train-auc:0.984864
[113]	eval-auc:0.697919	train-auc:0.984934
[114]	eval-auc:0.697437	train-auc:0.985208
[115]	eval-auc:0.696179	train-auc:0.985446
[116]	eval-auc:0.696132	train-auc:0.985932
[117]	eval-auc:0.696802	train-auc:0.986583
[118]	eval-auc:0.69689	train-auc:0.986847
[119]	eval-auc:0.69728	train-auc:0.987086
[120]	eval-auc:0.697338	train-auc:0.987283
[121]	eval-auc:0.69797	train-auc:0.987671
[122]	eval-auc:0.698268	train-auc:0.987897
[123]	eval-auc:0.697727	train-auc:0.988547
[124]	eval-auc:0.697572	train-auc:0.988682
[125]	eval-auc:0.697948	train-auc:0.988984
[126]	eval-auc:0.697493	train-auc:0.988992
[127]	eval-auc:0.697409	train-auc:0.989165
[128]	eval-auc:0.698615	train-auc:0.989111
[129]	eval-auc:0.699645	train-auc:0.989541
[130]	eval-auc:0.699313	train-auc:0.989804
[131]	eval-auc:0.699801	train-auc:0.98985
[132]	eval-auc:0.699689	train-auc:0.990181
[133]	eval-auc:0.699908	train-auc:0.990495
[134]	eval-auc:0.699975	train-auc:0.990671
[135]	eval-auc:0.700444	train-auc:0.990959
[136]	eval-auc:0.700293	train-auc:0.991453
[137]	eval-auc:0.699451	train-auc:0.991625
[138]	eval-auc:0.699494	train-auc:0.991789
[139]	eval-auc:0.698241	train-auc:0.99195
[140]	eval-auc:0.698653	train-auc:0.992045
[141]	eval-auc:0.698254	train-auc:0.992269
[142]	eval-auc:0.698108	train-auc:0.992382
[143]	eval-auc:0.698154	train-auc:0.992492
[144]	eval-auc:0.699387	train-auc:0.992938
[145]	eval-auc:0.699571	train-auc:0.993155
[146]	eval-auc:0.700056	train-auc:0.993267
[147]	eval-auc:0.700153	train-auc:0.993259
[148]	eval-auc:0.699937	train-auc:0.993267
[149]	eval-auc:0.69947	train-auc:0.993396
[150]	eval-auc:0.699585	train-auc:0.993611
[151]	eval-auc:0.699958	train-auc:0.993846
[152]	eval-auc:0.70066	train-auc:0.993932
[153]	eval-auc:0.700921	train-auc:0.994093
[154]	eval-auc:0.701507	train-auc:0.994101
[155]	eval-auc:0.70163	train-auc:0.994151
[156]	eval-auc:0.701802	train-auc:0.994185
[157]	eval-auc:0.701674	train-auc:0.994152
[158]	eval-auc:0.701288	train-auc:0.994208
[159]	eval-auc:0.701723	train-auc:0.994262
[160]	eval-auc:0.701435	train-auc:0.994444
[161]	eval-auc:0.701294	train-auc:0.994475
[162]	eval-auc:0.701502	train-auc:0.99451
[163]	eval-auc:0.701326	train-auc:0.994447
[164]	eval-auc:0.701087	train-auc:0.994519
[165]	eval-auc:0.701408	train-auc:0.994575
[166]	eval-auc:0.701691	train-auc:0.994536
[167]	eval-auc:0.701878	train-auc:0.994759
[168]	eval-auc:0.702037	train-auc:0.994747
[169]	eval-auc:0.701807	train-auc:0.994922
[170]	eval-auc:0.701531	train-auc:0.995177
[171]	eval-auc:0.701929	train-auc:0.995236
[172]	eval-auc:0.702354	train-auc:0.995384
[173]	eval-auc:0.702194	train-auc:0.995495
[174]	eval-auc:0.70172	train-auc:0.99556
[175]	eval-auc:0.70243	train-auc:0.9956
[176]	eval-auc:0.701977	train-auc:0.995575
[177]	eval-auc:0.702705	train-auc:0.99569
[178]	eval-auc:0.703185	train-auc:0.995767
[179]	eval-auc:0.702912	train-auc:0.995824
[180]	eval-auc:0.703438	train-auc:0.995914
[181]	eval-auc:0.703275	train-auc:0.995929
[182]	eval-auc:0.703659	train-auc:0.995998
[183]	eval-auc:0.703441	train-auc:0.996037
[184]	eval-auc:0.703337	train-auc:0.996025
[185]	eval-auc:0.703302	train-auc:0.996078
[186]	eval-auc:0.702989	train-auc:0.996103
[187]	eval-auc:0.702749	train-auc:0.99621
[188]	eval-auc:0.703068	train-auc:0.99641
[189]	eval-auc:0.702893	train-auc:0.996421
[190]	eval-auc:0.703176	train-auc:0.996423
[191]	eval-auc:0.70297	train-auc:0.996434
[192]	eval-auc:0.703254	train-auc:0.996441
[193]	eval-auc:0.702932	train-auc:0.996508
[194]	eval-auc:0.702867	train-auc:0.996661
[195]	eval-auc:0.701801	train-auc:0.996726
[196]	eval-auc:0.701869	train-auc:0.996837
[197]	eval-auc:0.702488	train-auc:0.996804
[198]	eval-auc:0.702188	train-auc:0.99685
[199]	eval-auc:0.702226	train-auc:0.996939
[200]	eval-auc:0.701926	train-auc:0.997018
[201]	eval-auc:0.701508	train-auc:0.997035
[202]	eval-auc:0.701254	train-auc:0.997032
[203]	eval-auc:0.700974	train-auc:0.997153
[204]	eval-auc:0.700907	train-auc:0.99715
[205]	eval-auc:0.700036	train-auc:0.997168
[206]	eval-auc:0.700063	train-auc:0.997235
[207]	eval-auc:0.700347	train-auc:0.997337
[208]	eval-auc:0.700551	train-auc:0.997319
[209]	eval-auc:0.701001	train-auc:0.997366
[210]	eval-auc:0.700707	train-auc:0.997391
[211]	eval-auc:0.700621	train-auc:0.997363
[212]	eval-auc:0.700048	train-auc:0.997443
[213]	eval-auc:0.700065	train-auc:0.997498
[214]	eval-auc:0.699983	train-auc:0.99756
[215]	eval-auc:0.69976	train-auc:0.997576
[216]	eval-auc:0.699724	train-auc:0.997598
[217]	eval-auc:0.699223	train-auc:0.997603
[218]	eval-auc:0.699456	train-auc:0.997644
[219]	eval-auc:0.699888	train-auc:0.997723
[220]	eval-auc:0.698795	train-auc:0.997751
[221]	eval-auc:0.699354	train-auc:0.997897
[222]	eval-auc:0.699744	train-auc:0.997965
[223]	eval-auc:0.699919	train-auc:0.997916
[224]	eval-auc:0.699811	train-auc:0.998001
[225]	eval-auc:0.699221	train-auc:0.998032
[226]	eval-auc:0.698877	train-auc:0.998051
[227]	eval-auc:0.699075	train-auc:0.99807
[228]	eval-auc:0.698653	train-auc:0.99813
[229]	eval-auc:0.699031	train-auc:0.998165
[230]	eval-auc:0.699262	train-auc:0.998254
[231]	eval-auc:0.698953	train-auc:0.998351
[232]	eval-auc:0.698767	train-auc:0.998341
[233]	eval-auc:0.698623	train-auc:0.998364
[234]	eval-auc:0.698927	train-auc:0.998424
[235]	eval-auc:0.69947	train-auc:0.998483
[236]	eval-auc:0.699142	train-auc:0.998513
[237]	eval-auc:0.699217	train-auc:0.998597
[238]	eval-auc:0.699468	train-auc:0.998612
[239]	eval-auc:0.699162	train-auc:0.998627
[240]	eval-auc:0.699004	train-auc:0.998637
[241]	eval-auc:0.698854	train-auc:0.998721
[242]	eval-auc:0.69803	train-auc:0.998722
[243]	eval-auc:0.698294	train-auc:0.998729
[244]	eval-auc:0.698323	train-auc:0.998728
[245]	eval-auc:0.698032	train-auc:0.998735
[246]	eval-auc:0.698061	train-auc:0.998722
[247]	eval-auc:0.6984	train-auc:0.998734
[248]	eval-auc:0.698809	train-auc:0.998769
[249]	eval-auc:0.698437	train-auc:0.99882
[250]	eval-auc:0.698428	train-auc:0.9989
[251]	eval-auc:0.698449	train-auc:0.998908
[252]	eval-auc:0.698658	train-auc:0.998947
[253]	eval-auc:0.69895	train-auc:0.998961
[254]	eval-auc:0.698917	train-auc:0.998987
[255]	eval-auc:0.698679	train-auc:0.999046
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[600]	eval-auc:0.692865	train-auc:0.999998
[601]	eval-auc:0.692993	train-auc:0.999999
[602]	eval-auc:0.693039	train-auc:0.999999
[603]	eval-auc:0.693063	train-auc:0.999999
[604]	eval-auc:0.693059	train-auc:0.999999
[605]	eval-auc:0.69313	train-auc:1
[606]	eval-auc:0.693583	train-auc:0.999999
[607]	eval-auc:0.693222	train-auc:0.999999
[608]	eval-auc:0.693313	train-auc:1
[609]	eval-auc:0.693149	train-auc:1
[610]	eval-auc:0.693167	train-auc:1
[611]	eval-auc:0.693056	train-auc:0.999999
[612]	eval-auc:0.693473	train-auc:1
[613]	eval-auc:0.693319	train-auc:1
[614]	eval-auc:0.693178	train-auc:1
[615]	eval-auc:0.693267	train-auc:1
[616]	eval-auc:0.693392	train-auc:1
[617]	eval-auc:0.693077	train-auc:1
[618]	eval-auc:0.693308	train-auc:0.999999
[619]	eval-auc:0.693228	train-auc:0.999999
[620]	eval-auc:0.693174	train-auc:0.999999
[621]	eval-auc:0.693203	train-auc:1
[622]	eval-auc:0.693369	train-auc:1
[623]	eval-auc:0.693435	train-auc:1
[624]	eval-auc:0.69345	train-auc:1
[625]	eval-auc:0.693406	train-auc:1
[626]	eval-auc:0.693107	train-auc:1
[627]	eval-auc:0.692814	train-auc:1
[628]	eval-auc:0.69269	train-auc:1
[629]	eval-auc:0.692789	train-auc:1
[630]	eval-auc:0.692498	train-auc:1
[631]	eval-auc:0.69236	train-auc:1
[632]	eval-auc:0.692281	train-auc:1
[633]	eval-auc:0.692252	train-auc:1
[634]	eval-auc:0.69283	train-auc:0.999999
[635]	eval-auc:0.692853	train-auc:0.999999
[636]	eval-auc:0.692753	train-auc:1
[637]	eval-auc:0.69248	train-auc:1
[638]	eval-auc:0.692363	train-auc:1
[639]	eval-auc:0.69255	train-auc:1
[640]	eval-auc:0.692465	train-auc:1
[641]	eval-auc:0.692477	train-auc:1
[642]	eval-auc:0.692276	train-auc:1
[643]	eval-auc:0.692112	train-auc:1
[644]	eval-auc:0.691979	train-auc:1
[645]	eval-auc:0.69174	train-auc:1
[646]	eval-auc:0.691766	train-auc:1
[647]	eval-auc:0.691696	train-auc:1
[648]	eval-auc:0.69193	train-auc:1
[649]	eval-auc:0.691994	train-auc:1
[650]	eval-auc:0.692032	train-auc:1
[651]	eval-auc:0.691932	train-auc:1
[652]	eval-auc:0.691778	train-auc:1
[653]	eval-auc:0.691786	train-auc:1
[654]	eval-auc:0.691649	train-auc:1
[655]	eval-auc:0.691714	train-auc:1
[656]	eval-auc:0.691463	train-auc:1
[657]	eval-auc:0.691177	train-auc:1
[658]	eval-auc:0.691174	train-auc:1
[659]	eval-auc:0.691289	train-auc:1
[660]	eval-auc:0.691088	train-auc:1
[661]	eval-auc:0.691105	train-auc:1
[662]	eval-auc:0.691152	train-auc:1
[663]	eval-auc:0.69105	train-auc:1
[664]	eval-auc:0.69119	train-auc:1
[665]	eval-auc:0.691257	train-auc:1
[666]	eval-auc:0.691239	train-auc:1
[667]	eval-auc:0.691413	train-auc:1
[668]	eval-auc:0.691303	train-auc:1
[669]	eval-auc:0.691312	train-auc:1
[670]	eval-auc:0.691437	train-auc:1
[671]	eval-auc:0.691209	train-auc:1
[672]	eval-auc:0.691222	train-auc:1
[673]	eval-auc:0.691288	train-auc:1
[674]	eval-auc:0.69102	train-auc:1
[675]	eval-auc:0.690775	train-auc:1
[676]	eval-auc:0.69088	train-auc:1
[677]	eval-auc:0.690785	train-auc:1
[678]	eval-auc:0.690956	train-auc:1
	Score 0.6909558527939188


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 596.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.687777	train-auc:0.818685
[1]	eval-auc:0.660722	train-auc:0.861055
[2]	eval-auc:0.6799	train-auc:0.89864
[3]	eval-auc:0.697061	train-auc:0.917041
[4]	eval-auc:0.703395	train-auc:0.936232
[5]	eval-auc:0.695135	train-auc:0.951481
[6]	eval-auc:0.689701	train-auc:0.964703
[7]	eval-auc:0.691574	train-auc:0.969967
[8]	eval-auc:0.690124	train-auc:0.976924
[9]	eval-auc:0.686356	train-auc:0.981583
[10]	eval-auc:0.691463	train-auc:0.984483
[11]	eval-auc:0.691131	train-auc:0.98738
[12]	eval-auc:0.689243	train-auc:0.989311
[13]	eval-auc:0.688585	train-auc:0.990453
[14]	eval-auc:0.684976	train-auc:0.992807
[15]	eval-auc:0.685637	train-auc:0.994223
[16]	eval-auc:0.681953	train-auc:0.995632
[17]	eval-auc:0.682971	train-auc:0.996494
[18]	eval-auc:0.679307	train-auc:0.997151
[19]	eval-auc:0.682975	train-auc:0.997397
[20]	eval-auc:0.682535	train-auc:0.997901
[21]	eval-auc:0.683657	train-auc:0.998157
[22]	eval-auc:0.685387	train-auc:0.998277
[23]	eval-auc:0.687592	train-auc:0.998522
[24]	eval-auc:0.68747	train-auc:0.998833
[25]	eval-auc:0.686934	train-auc:0.999183
[26]	eval-auc:0.687664	train-auc:0.999206
[27]	eval-auc:0.689063	train-auc:0.999404
[28]	eval-auc:0.690287	train-auc:0.999578
[29]	eval-auc:0.68813	train-auc:0.9997
[30]	eval-auc:0.688816	train-auc:0.999761
[31]	eval-auc:0.690025	train-auc:0.999808
[32]	eval-auc:0.69148	train-auc:0.999851
[33]	eval-auc:0.689687	train-auc:0.999871
[34]	eval-auc:0.690056	train-auc:0.99986
[35]	eval-auc:0.689491	train-auc:0.999897
[36]	eval-auc:0.689907	train-auc:0.999911
[37]	eval-auc:0.688201	train-auc:0.999924
[38]	eval-auc:0.686738	train-auc:0.999926
[39]	eval-auc:0.687192	train-auc:0.999957
[40]	eval-auc:0.68798	train-auc:0.999954
[41]	eval-auc:0.688969	train-auc:0.999953
[42]	eval-auc:0.688303	train-auc:0.999965
[43]	eval-auc:0.686353	train-auc:0.999969
[44]	eval-auc:0.685905	train-auc:0.999985
[45]	eval-auc:0.686558	train-auc:0.999983
[46]	eval-auc:0.689517	train-auc:0.999979
[47]	eval-auc:0.688264	train-auc:0.999987
[48]	eval-auc:0.686412	train-auc:0.999992
[49]	eval-auc:0.685765	train-auc:0.999994
[50]	eval-auc:0.686898	train-auc:0.999998
[51]	eval-auc:0.685025	train-auc:0.999997
[52]	eval-auc:0.684815	train-auc:0.999997
[53]	eval-auc:0.68471	train-auc:0.999997
[54]	eval-auc:0.683528	train-auc:0.999998
[55]	eval-auc:0.686123	train-auc:0.999998
[56]	eval-auc:0.685317	train-auc:0.999999
[57]	eval-auc:0.686214	train-auc:0.999999
[58]	eval-auc:0.686015	train-auc:0.999999
[59]	eval-auc:0.686528	train-auc:0.999999
[60]	eval-auc:0.686264	train-auc:1
[61]	eval-auc:0.686878	train-auc:1
[62]	eval-auc:0.688174	train-auc:0.999999
[63]	eval-auc:0.688918	train-auc:0.999999
[64]	eval-auc:0.687519	train-auc:0.999999
[65]	eval-auc:0.689037	train-auc:1
[66]	eval-auc:0.689362	train-auc:1
[67]	eval-auc:0.687683	train-auc:1
[68]	eval-auc:0.688209	train-auc:1
[69]	eval-auc:0.68642	train-auc:1
[70]	eval-auc:0.686251	train-auc:1
[71]	eval-auc:0.685739	train-auc:1
[72]	eval-auc:0.686033	train-auc:1
[73]	eval-auc:0.68574	train-auc:1
[74]	eval-auc:0.685565	train-auc:1
[75]	eval-auc:0.684856	train-auc:1
[76]	eval-auc:0.68455	train-auc:1
[77]	eval-auc:0.683619	train-auc:1
[78]	eval-auc:0.683744	train-auc:1
[79]	eval-auc:0.681987	train-auc:1
[80]	eval-auc:0.682191	train-auc:1
[81]	eval-auc:0.681335	train-auc:1
[82]	eval-auc:0.682135	train-auc:1
[83]	eval-auc:0.682147	train-auc:1
[84]	eval-auc:0.682226	train-auc:1
[85]	eval-auc:0.682566	train-auc:1
[86]	eval-auc:0.682186	train-auc:1
[87]	eval-auc:0.680755	train-auc:1
[88]	eval-auc:0.679423	train-auc:1
[89]	eval-auc:0.68	train-auc:1
[90]	eval-auc:0.680492	train-auc:1
[91]	eval-auc:0.68019	train-auc:1
[92]	eval-auc:0.681101	train-auc:1
[93]	eval-auc:0.680285	train-auc:1
[94]	eval-auc:0.680103	train-auc:1
[95]	eval-auc:0.68045	train-auc:1
[96]	eval-auc:0.680792	train-auc:1
[97]	eval-auc:0.679939	train-auc:1
[98]	eval-auc:0.68014	train-auc:1
[99]	eval-auc:0.681439	train-auc:1
[100]	eval-auc:0.680259	train-auc:1
[101]	eval-auc:0.680782	train-auc:1
[102]	eval-auc:0.680358	train-auc:1
[103]	eval-auc:0.679989	train-auc:1
[104]	eval-auc:0.68054	train-auc:1
[105]	eval-auc:0.680926	train-auc:1
[106]	eval-auc:0.680577	train-auc:1
[107]	eval-auc:0.68016	train-auc:1
[108]	eval-auc:0.679467	train-auc:1
[109]	eval-auc:0.678654	train-auc:1
[110]	eval-auc:0.681762	train-auc:1
[111]	eval-auc:0.680996	train-auc:1
[112]	eval-auc:0.679914	train-auc:1
[113]	eval-auc:0.679107	train-auc:1
[114]	eval-auc:0.678629	train-auc:1
[115]	eval-auc:0.676567	train-auc:1
[116]	eval-auc:0.676412	train-auc:1
[117]	eval-auc:0.676149	train-auc:1
[118]	eval-auc:0.675996	train-auc:1
[119]	eval-auc:0.676328	train-auc:1
[120]	eval-auc:0.676997	train-auc:1
[121]	eval-auc:0.677096	train-auc:1
[122]	eval-auc:0.677215	train-auc:1
[123]	eval-auc:0.676496	train-auc:1
[124]	eval-auc:0.677457	train-auc:1
[125]	eval-auc:0.677678	train-auc:1
[126]	eval-auc:0.678046	train-auc:1
[127]	eval-auc:0.678186	train-auc:1
[128]	eval-auc:0.677353	train-auc:1
[129]	eval-auc:0.677142	train-auc:1
[130]	eval-auc:0.676662	train-auc:1
[131]	eval-auc:0.676248	train-auc:1
[132]	eval-auc:0.675964	train-auc:1
[133]	eval-auc:0.676701	train-auc:1
[134]	eval-auc:0.67649	train-auc:1
[135]	eval-auc:0.676063	train-auc:1
[136]	eval-auc:0.67552	train-auc:1
[137]	eval-auc:0.675547	train-auc:1
[138]	eval-auc:0.675622	train-auc:1
[139]	eval-auc:0.675802	train-auc:1
[140]	eval-auc:0.676313	train-auc:1
[141]	eval-auc:0.67684	train-auc:1
[142]	eval-auc:0.677195	train-auc:1
[143]	eval-auc:0.677122	train-auc:1
[144]	eval-auc:0.677262	train-auc:1
[145]	eval-auc:0.677746	train-auc:1
[146]	eval-auc:0.678081	train-auc:1
[147]	eval-auc:0.678046	train-auc:1
[148]	eval-auc:0.678236	train-auc:1
[149]	eval-auc:0.677387	train-auc:1
[150]	eval-auc:0.677711	train-auc:1
[151]	eval-auc:0.677906	train-auc:1
[152]	eval-auc:0.678801	train-auc:1
[153]	eval-auc:0.678641	train-auc:1
[154]	eval-auc:0.679377	train-auc:1
[155]	eval-auc:0.679689	train-auc:1
[156]	eval-auc:0.679177	train-auc:1
[157]	eval-auc:0.679453	train-auc:1
[158]	eval-auc:0.679258	train-auc:1
[159]	eval-auc:0.679109	train-auc:1
[160]	eval-auc:0.679068	train-auc:1
[161]	eval-auc:0.679579	train-auc:1
[162]	eval-auc:0.679805	train-auc:1
[163]	eval-auc:0.679462	train-auc:1
[164]	eval-auc:0.679036	train-auc:1
[165]	eval-auc:0.679051	train-auc:1
[166]	eval-auc:0.678684	train-auc:1
[167]	eval-auc:0.678716	train-auc:1
[168]	eval-auc:0.678754	train-auc:1
[169]	eval-auc:0.679101	train-auc:1
[170]	eval-auc:0.67897	train-auc:1
[171]	eval-auc:0.67897	train-auc:1
[172]	eval-auc:0.678823	train-auc:1
[173]	eval-auc:0.678348	train-auc:1
[174]	eval-auc:0.678256	train-auc:1
[175]	eval-auc:0.677556	train-auc:1
[176]	eval-auc:0.677615	train-auc:1
[177]	eval-auc:0.676545	train-auc:1
[178]	eval-auc:0.676574	train-auc:1
[179]	eval-auc:0.676686	train-auc:1
[180]	eval-auc:0.676688	train-auc:1
[181]	eval-auc:0.676901	train-auc:1
[182]	eval-auc:0.677256	train-auc:1
[183]	eval-auc:0.677973	train-auc:1
[184]	eval-auc:0.676982	train-auc:1
[185]	eval-auc:0.6767	train-auc:1
[186]	eval-auc:0.675706	train-auc:1
[187]	eval-auc:0.675398	train-auc:1
[188]	eval-auc:0.674999	train-auc:1
[189]	eval-auc:0.674914	train-auc:1
[190]	eval-auc:0.675721	train-auc:1
[191]	eval-auc:0.675267	train-auc:1
[192]	eval-auc:0.675249	train-auc:1
[193]	eval-auc:0.67545	train-auc:1
[194]	eval-auc:0.676156	train-auc:1
[195]	eval-auc:0.676896	train-auc:1
[196]	eval-auc:0.677001	train-auc:1
[197]	eval-auc:0.677113	train-auc:1
[198]	eval-auc:0.677055	train-auc:1
[199]	eval-auc:0.677178	train-auc:1
[200]	eval-auc:0.676953	train-auc:1
[201]	eval-auc:0.676919	train-auc:1
[202]	eval-auc:0.676874	train-auc:1
[203]	eval-auc:0.67615	train-auc:1
[204]	eval-auc:0.676499	train-auc:1
[205]	eval-auc:0.676494	train-auc:1
[206]	eval-auc:0.676272	train-auc:1
[207]	eval-auc:0.67622	train-auc:1
[208]	eval-auc:0.676342	train-auc:1
[209]	eval-auc:0.676773	train-auc:1
[210]	eval-auc:0.67628	train-auc:1
[211]	eval-auc:0.67677	train-auc:1
[212]	eval-auc:0.676793	train-auc:1
[213]	eval-auc:0.676883	train-auc:1
[214]	eval-auc:0.677277	train-auc:1
[215]	eval-auc:0.676817	train-auc:1
[216]	eval-auc:0.677282	train-auc:1
[217]	eval-auc:0.677399	train-auc:1
[218]	eval-auc:0.677489	train-auc:1
[219]	eval-auc:0.677309	train-auc:1
[220]	eval-auc:0.680335	train-auc:1
[221]	eval-auc:0.679555	train-auc:1
[222]	eval-auc:0.679703	train-auc:1
[223]	eval-auc:0.6795	train-auc:1
[224]	eval-auc:0.680236	train-auc:1
[225]	eval-auc:0.680041	train-auc:1
[226]	eval-auc:0.679823	train-auc:1
[227]	eval-auc:0.679817	train-auc:1
[228]	eval-auc:0.679709	train-auc:1
[229]	eval-auc:0.680029	train-auc:1
[230]	eval-auc:0.679887	train-auc:1
[231]	eval-auc:0.679829	train-auc:1
[232]	eval-auc:0.680084	train-auc:1
[233]	eval-auc:0.679925	train-auc:1
[234]	eval-auc:0.679191	train-auc:1
[235]	eval-auc:0.679158	train-auc:1
[236]	eval-auc:0.679004	train-auc:1
[237]	eval-auc:0.679054	train-auc:1
[238]	eval-auc:0.679272	train-auc:1
[239]	eval-auc:0.678814	train-auc:1
[240]	eval-auc:0.678814	train-auc:1
[241]	eval-auc:0.679028	train-auc:1
[242]	eval-auc:0.679161	train-auc:1
[243]	eval-auc:0.679203	train-auc:1
[244]	eval-auc:0.679403	train-auc:1
[245]	eval-auc:0.679811	train-auc:1
[246]	eval-auc:0.679234	train-auc:1
[247]	eval-auc:0.679159	train-auc:1
[248]	eval-auc:0.679025	train-auc:1
[249]	eval-auc:0.679025	train-auc:1
[250]	eval-auc:0.678718	train-auc:1
[251]	eval-auc:0.67857	train-auc:1
[252]	eval-auc:0.678022	train-auc:1
[253]	eval-auc:0.678608	train-auc:1
[254]	eval-auc:0.678859	train-auc:1
[255]	eval-auc:0.678596	train-auc:1
[256]	eval-auc:0.678722	train-auc:1
[257]	eval-auc:0.67903	train-auc:1
[258]	eval-auc:0.679223	train-auc:1
[259]	eval-auc:0.679403	train-auc:1
[260]	eval-auc:0.679403	train-auc:1
[261]	eval-auc:0.678972	train-auc:1
[262]	eval-auc:0.679013	train-auc:1
[263]	eval-auc:0.679013	train-auc:1
[264]	eval-auc:0.678882	train-auc:1
[265]	eval-auc:0.678763	train-auc:1
[266]	eval-auc:0.678795	train-auc:1
[267]	eval-auc:0.678526	train-auc:1
[268]	eval-auc:0.678392	train-auc:1
[269]	eval-auc:0.67837	train-auc:1
[270]	eval-auc:0.67837	train-auc:1
[271]	eval-auc:0.67837	train-auc:1
[272]	eval-auc:0.678142	train-auc:1
[273]	eval-auc:0.678575	train-auc:1
[274]	eval-auc:0.678253	train-auc:1
[275]	eval-auc:0.678145	train-auc:1
[276]	eval-auc:0.678145	train-auc:1
[277]	eval-auc:0.678348	train-auc:1
[278]	eval-auc:0.678532	train-auc:1
[279]	eval-auc:0.678389	train-auc:1
[280]	eval-auc:0.678527	train-auc:1
[281]	eval-auc:0.678552	train-auc:1
[282]	eval-auc:0.678637	train-auc:1
[283]	eval-auc:0.678637	train-auc:1
[284]	eval-auc:0.678564	train-auc:1
[285]	eval-auc:0.678504	train-auc:1
[286]	eval-auc:0.678054	train-auc:1
[287]	eval-auc:0.677908	train-auc:1
[288]	eval-auc:0.677892	train-auc:1
[289]	eval-auc:0.678302	train-auc:1
[290]	eval-auc:0.678351	train-auc:1
[291]	eval-auc:0.678351	train-auc:1
[292]	eval-auc:0.678299	train-auc:1
[293]	eval-auc:0.678299	train-auc:1
[294]	eval-auc:0.677799	train-auc:1
[295]	eval-auc:0.677793	train-auc:1
[296]	eval-auc:0.677554	train-auc:1
[297]	eval-auc:0.677154	train-auc:1
[298]	eval-auc:0.677154	train-auc:1
[299]	eval-auc:0.677154	train-auc:1
[300]	eval-auc:0.676698	train-auc:1
[301]	eval-auc:0.676778	train-auc:1
[302]	eval-auc:0.677175	train-auc:1
[303]	eval-auc:0.677604	train-auc:1
[304]	eval-auc:0.677708	train-auc:1
[305]	eval-auc:0.677323	train-auc:1
[306]	eval-auc:0.677288	train-auc:1
[307]	eval-auc:0.677461	train-auc:1
[308]	eval-auc:0.677317	train-auc:1
[309]	eval-auc:0.677067	train-auc:1
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[311]	eval-auc:0.677997	train-auc:1
[312]	eval-auc:0.678208	train-auc:1
[313]	eval-auc:0.679919	train-auc:1
[314]	eval-auc:0.680009	train-auc:1
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[316]	eval-auc:0.679767	train-auc:1
[317]	eval-auc:0.67933	train-auc:1
[318]	eval-auc:0.67919	train-auc:1
[319]	eval-auc:0.679109	train-auc:1
[320]	eval-auc:0.679263	train-auc:1
[321]	eval-auc:0.679421	train-auc:1
[322]	eval-auc:0.679549	train-auc:1
[323]	eval-auc:0.679549	train-auc:1
[324]	eval-auc:0.679864	train-auc:1
[325]	eval-auc:0.679759	train-auc:1
[326]	eval-auc:0.679723	train-auc:1
[327]	eval-auc:0.679694	train-auc:1
[328]	eval-auc:0.679875	train-auc:1
[329]	eval-auc:0.67989	train-auc:1
[330]	eval-auc:0.679741	train-auc:1
[331]	eval-auc:0.679741	train-auc:1
[332]	eval-auc:0.679584	train-auc:1
[333]	eval-auc:0.679397	train-auc:1
[334]	eval-auc:0.679563	train-auc:1
[335]	eval-auc:0.679418	train-auc:1
[336]	eval-auc:0.67928	train-auc:1
[337]	eval-auc:0.679516	train-auc:1
[338]	eval-auc:0.679668	train-auc:1
[339]	eval-auc:0.679668	train-auc:1
[340]	eval-auc:0.679717	train-auc:1
[341]	eval-auc:0.679717	train-auc:1
[342]	eval-auc:0.679717	train-auc:1
[343]	eval-auc:0.679717	train-auc:1
[344]	eval-auc:0.679717	train-auc:1
[345]	eval-auc:0.679717	train-auc:1
[346]	eval-auc:0.679755	train-auc:1
[347]	eval-auc:0.679755	train-auc:1
[348]	eval-auc:0.679755	train-auc:1
[349]	eval-auc:0.679624	train-auc:1
[350]	eval-auc:0.680348	train-auc:1
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[352]	eval-auc:0.680155	train-auc:1
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[355]	eval-auc:0.679698	train-auc:1
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[357]	eval-auc:0.679142	train-auc:1
[358]	eval-auc:0.678899	train-auc:1
[359]	eval-auc:0.679132	train-auc:1
[360]	eval-auc:0.678673	train-auc:1
[361]	eval-auc:0.678649	train-auc:1
[362]	eval-auc:0.678727	train-auc:1
[363]	eval-auc:0.678384	train-auc:1
[364]	eval-auc:0.678233	train-auc:1
[365]	eval-auc:0.677729	train-auc:1
[366]	eval-auc:0.677729	train-auc:1
[367]	eval-auc:0.677729	train-auc:1
[368]	eval-auc:0.677926	train-auc:1
[369]	eval-auc:0.678195	train-auc:1
[370]	eval-auc:0.677904	train-auc:1
[371]	eval-auc:0.677991	train-auc:1
[372]	eval-auc:0.677655	train-auc:1
[373]	eval-auc:0.677655	train-auc:1
[374]	eval-auc:0.677978	train-auc:1
[375]	eval-auc:0.677978	train-auc:1
[376]	eval-auc:0.677815	train-auc:1
[377]	eval-auc:0.677815	train-auc:1
[378]	eval-auc:0.677606	train-auc:1
[379]	eval-auc:0.677719	train-auc:1
[380]	eval-auc:0.677664	train-auc:1
[381]	eval-auc:0.677728	train-auc:1
[382]	eval-auc:0.677318	train-auc:1
[383]	eval-auc:0.677097	train-auc:1
[384]	eval-auc:0.677116	train-auc:1
[385]	eval-auc:0.676887	train-auc:1
[386]	eval-auc:0.676402	train-auc:1
[387]	eval-auc:0.676402	train-auc:1
[388]	eval-auc:0.676158	train-auc:1
[389]	eval-auc:0.676056	train-auc:1
[390]	eval-auc:0.676056	train-auc:1
[391]	eval-auc:0.676056	train-auc:1
[392]	eval-auc:0.675998	train-auc:1
[393]	eval-auc:0.675998	train-auc:1
[394]	eval-auc:0.676788	train-auc:1
[395]	eval-auc:0.67668	train-auc:1
[396]	eval-auc:0.676723	train-auc:1
[397]	eval-auc:0.676726	train-auc:1
[398]	eval-auc:0.676443	train-auc:1
[399]	eval-auc:0.677003	train-auc:1
[400]	eval-auc:0.676797	train-auc:1
[401]	eval-auc:0.676797	train-auc:1
[402]	eval-auc:0.676797	train-auc:1
[403]	eval-auc:0.676775	train-auc:1
[404]	eval-auc:0.676775	train-auc:1
[405]	eval-auc:0.676775	train-auc:1
[406]	eval-auc:0.677372	train-auc:1
[407]	eval-auc:0.677324	train-auc:1
[408]	eval-auc:0.677324	train-auc:1
[409]	eval-auc:0.677159	train-auc:1
[410]	eval-auc:0.677146	train-auc:1
[411]	eval-auc:0.677146	train-auc:1
[412]	eval-auc:0.677146	train-auc:1
[413]	eval-auc:0.677189	train-auc:1
[414]	eval-auc:0.677679	train-auc:1
[415]	eval-auc:0.677784	train-auc:1
[416]	eval-auc:0.677784	train-auc:1
[417]	eval-auc:0.677784	train-auc:1
[418]	eval-auc:0.677784	train-auc:1
[419]	eval-auc:0.677538	train-auc:1
[420]	eval-auc:0.677538	train-auc:1
[421]	eval-auc:0.677538	train-auc:1
[422]	eval-auc:0.677949	train-auc:1
[423]	eval-auc:0.677568	train-auc:1
[424]	eval-auc:0.67749	train-auc:1
[425]	eval-auc:0.677116	train-auc:1
[426]	eval-auc:0.677542	train-auc:1
[427]	eval-auc:0.678137	train-auc:1
[428]	eval-auc:0.678137	train-auc:1
[429]	eval-auc:0.678305	train-auc:1
[430]	eval-auc:0.678305	train-auc:1
[431]	eval-auc:0.678416	train-auc:1
[432]	eval-auc:0.678512	train-auc:1
[433]	eval-auc:0.678594	train-auc:1
[434]	eval-auc:0.678957	train-auc:1
[435]	eval-auc:0.67906	train-auc:1
[436]	eval-auc:0.679008	train-auc:1
[437]	eval-auc:0.678928	train-auc:1
[438]	eval-auc:0.67913	train-auc:1
[439]	eval-auc:0.679126	train-auc:1
[440]	eval-auc:0.67875	train-auc:1
[441]	eval-auc:0.67875	train-auc:1
[442]	eval-auc:0.67875	train-auc:1
[443]	eval-auc:0.678721	train-auc:1
[444]	eval-auc:0.678721	train-auc:1
[445]	eval-auc:0.679271	train-auc:1
[446]	eval-auc:0.67936	train-auc:1
[447]	eval-auc:0.67949	train-auc:1
[448]	eval-auc:0.67949	train-auc:1
[449]	eval-auc:0.67949	train-auc:1
[450]	eval-auc:0.679351	train-auc:1
[451]	eval-auc:0.679403	train-auc:1
[452]	eval-auc:0.679191	train-auc:1
[453]	eval-auc:0.679191	train-auc:1
[454]	eval-auc:0.679191	train-auc:1
[455]	eval-auc:0.679191	train-auc:1
[456]	eval-auc:0.679246	train-auc:1
[457]	eval-auc:0.679246	train-auc:1
[458]	eval-auc:0.679246	train-auc:1
[459]	eval-auc:0.678981	train-auc:1
[460]	eval-auc:0.678632	train-auc:1
[461]	eval-auc:0.678705	train-auc:1
[462]	eval-auc:0.678705	train-auc:1
[463]	eval-auc:0.678705	train-auc:1
[464]	eval-auc:0.678739	train-auc:1
[465]	eval-auc:0.678153	train-auc:1
[466]	eval-auc:0.67809	train-auc:1
[467]	eval-auc:0.67809	train-auc:1
[468]	eval-auc:0.67809	train-auc:1
[469]	eval-auc:0.677941	train-auc:1
[470]	eval-auc:0.677964	train-auc:1
[471]	eval-auc:0.677964	train-auc:1
[472]	eval-auc:0.677964	train-auc:1
[473]	eval-auc:0.677964	train-auc:1
[474]	eval-auc:0.67842	train-auc:1
[475]	eval-auc:0.678395	train-auc:1
[476]	eval-auc:0.678395	train-auc:1
[477]	eval-auc:0.679015	train-auc:1
[478]	eval-auc:0.679015	train-auc:1
[479]	eval-auc:0.679015	train-auc:1
[480]	eval-auc:0.679015	train-auc:1
[481]	eval-auc:0.679015	train-auc:1
[482]	eval-auc:0.679048	train-auc:1
[483]	eval-auc:0.679048	train-auc:1
[484]	eval-auc:0.678891	train-auc:1
[485]	eval-auc:0.678891	train-auc:1
[486]	eval-auc:0.678891	train-auc:1
[487]	eval-auc:0.678891	train-auc:1
[488]	eval-auc:0.6791	train-auc:1
[489]	eval-auc:0.6791	train-auc:1
[490]	eval-auc:0.6791	train-auc:1
[491]	eval-auc:0.6791	train-auc:1
[492]	eval-auc:0.679118	train-auc:1
[493]	eval-auc:0.679118	train-auc:1
[494]	eval-auc:0.679118	train-auc:1
[495]	eval-auc:0.67924	train-auc:1
[496]	eval-auc:0.67915	train-auc:1
[497]	eval-auc:0.678584	train-auc:1
[498]	eval-auc:0.678584	train-auc:1
[499]	eval-auc:0.678584	train-auc:1
[500]	eval-auc:0.679021	train-auc:1
[501]	eval-auc:0.679021	train-auc:1
[502]	eval-auc:0.679021	train-auc:1
[503]	eval-auc:0.680583	train-auc:1
[504]	eval-auc:0.680545	train-auc:1
[505]	eval-auc:0.680545	train-auc:1
[506]	eval-auc:0.680321	train-auc:1
[507]	eval-auc:0.680274	train-auc:1
[508]	eval-auc:0.680402	train-auc:1
[509]	eval-auc:0.679939	train-auc:1
[510]	eval-auc:0.679939	train-auc:1
[511]	eval-auc:0.679939	train-auc:1
[512]	eval-auc:0.680243	train-auc:1
[513]	eval-auc:0.680184	train-auc:1
[514]	eval-auc:0.680184	train-auc:1
[515]	eval-auc:0.680572	train-auc:1
[516]	eval-auc:0.680572	train-auc:1
[517]	eval-auc:0.680897	train-auc:1
[518]	eval-auc:0.680897	train-auc:1
[519]	eval-auc:0.680897	train-auc:1
[520]	eval-auc:0.680539	train-auc:1
[521]	eval-auc:0.680539	train-auc:1
[522]	eval-auc:0.680612	train-auc:1
[523]	eval-auc:0.680612	train-auc:1
[524]	eval-auc:0.680965	train-auc:1
[525]	eval-auc:0.680106	train-auc:1
[526]	eval-auc:0.68047	train-auc:1
[527]	eval-auc:0.680584	train-auc:1
[528]	eval-auc:0.680749	train-auc:1
[529]	eval-auc:0.68086	train-auc:1
[530]	eval-auc:0.68086	train-auc:1
[531]	eval-auc:0.680831	train-auc:1
[532]	eval-auc:0.680845	train-auc:1
[533]	eval-auc:0.680845	train-auc:1
[534]	eval-auc:0.680845	train-auc:1
[535]	eval-auc:0.680845	train-auc:1
[536]	eval-auc:0.680845	train-auc:1
[537]	eval-auc:0.680845	train-auc:1
[538]	eval-auc:0.680845	train-auc:1
[539]	eval-auc:0.680995	train-auc:1
[540]	eval-auc:0.680995	train-auc:1
[541]	eval-auc:0.680917	train-auc:1
[542]	eval-auc:0.680917	train-auc:1
[543]	eval-auc:0.680917	train-auc:1
[544]	eval-auc:0.681108	train-auc:1
[545]	eval-auc:0.680676	train-auc:1
[546]	eval-auc:0.680676	train-auc:1
[547]	eval-auc:0.68044	train-auc:1
[548]	eval-auc:0.68044	train-auc:1
[549]	eval-auc:0.68044	train-auc:1
[550]	eval-auc:0.68044	train-auc:1
[551]	eval-auc:0.681018	train-auc:1
[552]	eval-auc:0.681018	train-auc:1
[553]	eval-auc:0.681018	train-auc:1
[554]	eval-auc:0.680633	train-auc:1
[555]	eval-auc:0.680565	train-auc:1
[556]	eval-auc:0.680411	train-auc:1
[557]	eval-auc:0.680411	train-auc:1
[558]	eval-auc:0.680411	train-auc:1
[559]	eval-auc:0.680411	train-auc:1
[560]	eval-auc:0.680332	train-auc:1
[561]	eval-auc:0.680612	train-auc:1
[562]	eval-auc:0.680612	train-auc:1
[563]	eval-auc:0.680458	train-auc:1
[564]	eval-auc:0.680458	train-auc:1
[565]	eval-auc:0.680502	train-auc:1
[566]	eval-auc:0.680502	train-auc:1
[567]	eval-auc:0.680502	train-auc:1
[568]	eval-auc:0.680757	train-auc:1
[569]	eval-auc:0.680757	train-auc:1
[570]	eval-auc:0.680757	train-auc:1
[571]	eval-auc:0.680757	train-auc:1
[572]	eval-auc:0.680757	train-auc:1
[573]	eval-auc:0.680872	train-auc:1
[574]	eval-auc:0.680872	train-auc:1
[575]	eval-auc:0.680872	train-auc:1
[576]	eval-auc:0.680872	train-auc:1
[577]	eval-auc:0.680872	train-auc:1
[578]	eval-auc:0.681157	train-auc:1
[579]	eval-auc:0.680921	train-auc:1
[580]	eval-auc:0.680921	train-auc:1
[581]	eval-auc:0.680514	train-auc:1
[582]	eval-auc:0.680323	train-auc:1
[583]	eval-auc:0.680323	train-auc:1
[584]	eval-auc:0.680323	train-auc:1
[585]	eval-auc:0.680374	train-auc:1
[586]	eval-auc:0.680394	train-auc:1
[587]	eval-auc:0.680662	train-auc:1
[588]	eval-auc:0.680633	train-auc:1
[589]	eval-auc:0.68074	train-auc:1
[590]	eval-auc:0.68074	train-auc:1
[591]	eval-auc:0.68074	train-auc:1
[592]	eval-auc:0.680919	train-auc:1
[593]	eval-auc:0.681092	train-auc:1
[594]	eval-auc:0.681092	train-auc:1
[595]	eval-auc:0.681092	train-auc:1
	Score 0.681091559161398


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 1, 'min_child_weight': 4.0, 'n_estimators': 561.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.637627	train-auc:0.641495
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.667391	train-auc:0.675934
[4]	eval-auc:0.667391	train-auc:0.675934
[5]	eval-auc:0.703099	train-auc:0.698724
[6]	eval-auc:0.703099	train-auc:0.698724
[7]	eval-auc:0.697227	train-auc:0.698229
[8]	eval-auc:0.705542	train-auc:0.701106
[9]	eval-auc:0.705542	train-auc:0.701106
[10]	eval-auc:0.69858	train-auc:0.69919
[11]	eval-auc:0.69837	train-auc:0.699086
[12]	eval-auc:0.69858	train-auc:0.69919
[13]	eval-auc:0.697059	train-auc:0.698265
[14]	eval-auc:0.697059	train-auc:0.698265
[15]	eval-auc:0.698582	train-auc:0.699193
[16]	eval-auc:0.699801	train-auc:0.698828
[17]	eval-auc:0.700883	train-auc:0.699147
[18]	eval-auc:0.707677	train-auc:0.700905
[19]	eval-auc:0.697293	train-auc:0.69687
[20]	eval-auc:0.700883	train-auc:0.699147
[21]	eval-auc:0.703279	train-auc:0.699896
[22]	eval-auc:0.706505	train-auc:0.701543
[23]	eval-auc:0.707073	train-auc:0.703502
[24]	eval-auc:0.705869	train-auc:0.701692
[25]	eval-auc:0.706063	train-auc:0.704654
[26]	eval-auc:0.706439	train-auc:0.704371
[27]	eval-auc:0.705251	train-auc:0.704092
[28]	eval-auc:0.705784	train-auc:0.704389
[29]	eval-auc:0.706128	train-auc:0.704636
[30]	eval-auc:0.706198	train-auc:0.704694
[31]	eval-auc:0.702608	train-auc:0.702853
[32]	eval-auc:0.703857	train-auc:0.703909
[33]	eval-auc:0.703745	train-auc:0.704498
[34]	eval-auc:0.706216	train-auc:0.704313
[35]	eval-auc:0.706341	train-auc:0.705474
[36]	eval-auc:0.703158	train-auc:0.708173
[37]	eval-auc:0.705134	train-auc:0.709527
[38]	eval-auc:0.705423	train-auc:0.709971
[39]	eval-auc:0.70467	train-auc:0.710785
[40]	eval-auc:0.703959	train-auc:0.709581
[41]	eval-auc:0.704022	train-auc:0.709623
[42]	eval-auc:0.704125	train-auc:0.709658
[43]	eval-auc:0.703982	train-auc:0.709802
[44]	eval-auc:0.702286	train-auc:0.710871
[45]	eval-auc:0.703129	train-auc:0.71083
[46]	eval-auc:0.70207	train-auc:0.710563
[47]	eval-auc:0.702336	train-auc:0.71046
[48]	eval-auc:0.702883	train-auc:0.710932
[49]	eval-auc:0.703796	train-auc:0.711173
[50]	eval-auc:0.703123	train-auc:0.711646
[51]	eval-auc:0.70214	train-auc:0.711136
[52]	eval-auc:0.702548	train-auc:0.711482
[53]	eval-auc:0.701824	train-auc:0.711109
[54]	eval-auc:0.701901	train-auc:0.711126
[55]	eval-auc:0.702101	train-auc:0.711322
[56]	eval-auc:0.701659	train-auc:0.711542
[57]	eval-auc:0.701081	train-auc:0.711591
[58]	eval-auc:0.7013	train-auc:0.711787
[59]	eval-auc:0.7009	train-auc:0.712266
[60]	eval-auc:0.700994	train-auc:0.712381
[61]	eval-auc:0.701068	train-auc:0.712449
[62]	eval-auc:0.701354	train-auc:0.712642
[63]	eval-auc:0.702298	train-auc:0.713201
[64]	eval-auc:0.702131	train-auc:0.713948
[65]	eval-auc:0.702778	train-auc:0.714065
[66]	eval-auc:0.70322	train-auc:0.71453
[67]	eval-auc:0.704082	train-auc:0.71436
[68]	eval-auc:0.703164	train-auc:0.714616
[69]	eval-auc:0.702628	train-auc:0.714796
[70]	eval-auc:0.702218	train-auc:0.714384
[71]	eval-auc:0.701921	train-auc:0.71456
[72]	eval-auc:0.701924	train-auc:0.714666
[73]	eval-auc:0.701792	train-auc:0.715014
[74]	eval-auc:0.702288	train-auc:0.714924
[75]	eval-auc:0.702329	train-auc:0.715011
[76]	eval-auc:0.702434	train-auc:0.715086
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[418]	eval-auc:0.700164	train-auc:0.739704
[419]	eval-auc:0.70019	train-auc:0.739821
[420]	eval-auc:0.699801	train-auc:0.739881
[421]	eval-auc:0.700112	train-auc:0.739821
[422]	eval-auc:0.7002	train-auc:0.739533
[423]	eval-auc:0.700021	train-auc:0.739554
[424]	eval-auc:0.700164	train-auc:0.739598
[425]	eval-auc:0.699916	train-auc:0.739727
[426]	eval-auc:0.700063	train-auc:0.739765
[427]	eval-auc:0.699987	train-auc:0.739844
[428]	eval-auc:0.699795	train-auc:0.739921
[429]	eval-auc:0.700124	train-auc:0.739956
[430]	eval-auc:0.70019	train-auc:0.740032
[431]	eval-auc:0.699922	train-auc:0.740079
[432]	eval-auc:0.69975	train-auc:0.739953
[433]	eval-auc:0.699782	train-auc:0.74027
[434]	eval-auc:0.699983	train-auc:0.740294
[435]	eval-auc:0.700097	train-auc:0.740332
[436]	eval-auc:0.69989	train-auc:0.740396
[437]	eval-auc:0.699538	train-auc:0.740508
[438]	eval-auc:0.699603	train-auc:0.740563
[439]	eval-auc:0.698918	train-auc:0.740671
[440]	eval-auc:0.699205	train-auc:0.74073
[441]	eval-auc:0.699285	train-auc:0.740774
[442]	eval-auc:0.698895	train-auc:0.740857
[443]	eval-auc:0.698682	train-auc:0.740869
[444]	eval-auc:0.698944	train-auc:0.740914
[445]	eval-auc:0.699578	train-auc:0.74094
[446]	eval-auc:0.699348	train-auc:0.740997
[447]	eval-auc:0.699122	train-auc:0.741011
[448]	eval-auc:0.698892	train-auc:0.741049
[449]	eval-auc:0.698329	train-auc:0.741107
[450]	eval-auc:0.698236	train-auc:0.741177
[451]	eval-auc:0.698442	train-auc:0.74127
[452]	eval-auc:0.698422	train-auc:0.740937
[453]	eval-auc:0.698667	train-auc:0.741011
[454]	eval-auc:0.698464	train-auc:0.741188
[455]	eval-auc:0.698448	train-auc:0.741246
[456]	eval-auc:0.698787	train-auc:0.741225
[457]	eval-auc:0.698458	train-auc:0.741327
[458]	eval-auc:0.698134	train-auc:0.741353
[459]	eval-auc:0.698235	train-auc:0.741442
[460]	eval-auc:0.698323	train-auc:0.741488
[461]	eval-auc:0.698227	train-auc:0.741495
[462]	eval-auc:0.698524	train-auc:0.741527
[463]	eval-auc:0.698254	train-auc:0.741561
[464]	eval-auc:0.698562	train-auc:0.741635
[465]	eval-auc:0.69856	train-auc:0.741685
[466]	eval-auc:0.698425	train-auc:0.741693
[467]	eval-auc:0.698621	train-auc:0.742092
[468]	eval-auc:0.698676	train-auc:0.742185
[469]	eval-auc:0.698425	train-auc:0.742197
[470]	eval-auc:0.698426	train-auc:0.742338
[471]	eval-auc:0.698495	train-auc:0.742526
[472]	eval-auc:0.69823	train-auc:0.742655
[473]	eval-auc:0.698621	train-auc:0.742713
[474]	eval-auc:0.698659	train-auc:0.742794
[475]	eval-auc:0.698722	train-auc:0.742878
[476]	eval-auc:0.698787	train-auc:0.74304
[477]	eval-auc:0.698868	train-auc:0.743171
[478]	eval-auc:0.698883	train-auc:0.74321
[479]	eval-auc:0.698798	train-auc:0.743231
[480]	eval-auc:0.698699	train-auc:0.743233
[481]	eval-auc:0.698637	train-auc:0.743192
[482]	eval-auc:0.698661	train-auc:0.74317
[483]	eval-auc:0.698707	train-auc:0.743247
[484]	eval-auc:0.698623	train-auc:0.743195
[485]	eval-auc:0.698492	train-auc:0.743256
[486]	eval-auc:0.698268	train-auc:0.743372
[487]	eval-auc:0.698326	train-auc:0.743022
[488]	eval-auc:0.698289	train-auc:0.743108
[489]	eval-auc:0.698183	train-auc:0.743504
[490]	eval-auc:0.69833	train-auc:0.743568
[491]	eval-auc:0.698356	train-auc:0.743611
[492]	eval-auc:0.698408	train-auc:0.743662
[493]	eval-auc:0.6983	train-auc:0.743689
[494]	eval-auc:0.698594	train-auc:0.743706
[495]	eval-auc:0.698678	train-auc:0.74376
[496]	eval-auc:0.698984	train-auc:0.743789
[497]	eval-auc:0.698603	train-auc:0.743739
[498]	eval-auc:0.69863	train-auc:0.743769
[499]	eval-auc:0.698525	train-auc:0.743813
[500]	eval-auc:0.69821	train-auc:0.743755
[501]	eval-auc:0.698145	train-auc:0.743813
[502]	eval-auc:0.697953	train-auc:0.743882
[503]	eval-auc:0.697911	train-auc:0.74394
[504]	eval-auc:0.697632	train-auc:0.744002
[505]	eval-auc:0.697705	train-auc:0.744096
[506]	eval-auc:0.69732	train-auc:0.744092
[507]	eval-auc:0.697597	train-auc:0.744174
[508]	eval-auc:0.697698	train-auc:0.744369
[509]	eval-auc:0.698199	train-auc:0.744424
[510]	eval-auc:0.698171	train-auc:0.744468
[511]	eval-auc:0.698362	train-auc:0.744476
[512]	eval-auc:0.698406	train-auc:0.744484
[513]	eval-auc:0.69811	train-auc:0.744454
[514]	eval-auc:0.697954	train-auc:0.744516
[515]	eval-auc:0.697774	train-auc:0.744536
[516]	eval-auc:0.697882	train-auc:0.74454
[517]	eval-auc:0.697957	train-auc:0.744803
[518]	eval-auc:0.697814	train-auc:0.744663
[519]	eval-auc:0.697698	train-auc:0.744639
[520]	eval-auc:0.697815	train-auc:0.744696
[521]	eval-auc:0.697887	train-auc:0.744763
[522]	eval-auc:0.698052	train-auc:0.744795
[523]	eval-auc:0.697761	train-auc:0.744804
[524]	eval-auc:0.697808	train-auc:0.744827
[525]	eval-auc:0.697428	train-auc:0.744906
[526]	eval-auc:0.697573	train-auc:0.744874
[527]	eval-auc:0.697418	train-auc:0.744815
[528]	eval-auc:0.697217	train-auc:0.744864
[529]	eval-auc:0.696997	train-auc:0.744954
[530]	eval-auc:0.69704	train-auc:0.745012
[531]	eval-auc:0.697146	train-auc:0.745118
[532]	eval-auc:0.697029	train-auc:0.744954
[533]	eval-auc:0.696798	train-auc:0.744953
[534]	eval-auc:0.696518	train-auc:0.74498
[535]	eval-auc:0.696722	train-auc:0.745171
[536]	eval-auc:0.696783	train-auc:0.745248
[537]	eval-auc:0.696943	train-auc:0.745301
[538]	eval-auc:0.697064	train-auc:0.745357
[539]	eval-auc:0.696923	train-auc:0.745316
[540]	eval-auc:0.696973	train-auc:0.745064
[541]	eval-auc:0.697188	train-auc:0.745111
[542]	eval-auc:0.697176	train-auc:0.745198
[543]	eval-auc:0.6976	train-auc:0.745252
[544]	eval-auc:0.697673	train-auc:0.745291
[545]	eval-auc:0.697775	train-auc:0.745324
[546]	eval-auc:0.697656	train-auc:0.745365
[547]	eval-auc:0.697622	train-auc:0.745432
[548]	eval-auc:0.697251	train-auc:0.745529
[549]	eval-auc:0.697154	train-auc:0.745588
[550]	eval-auc:0.696988	train-auc:0.745418
[551]	eval-auc:0.697093	train-auc:0.745589
[552]	eval-auc:0.697291	train-auc:0.745618
[553]	eval-auc:0.697641	train-auc:0.745601
[554]	eval-auc:0.697672	train-auc:0.745992
[555]	eval-auc:0.69743	train-auc:0.746017
[556]	eval-auc:0.697483	train-auc:0.746095
[557]	eval-auc:0.697555	train-auc:0.746221
[558]	eval-auc:0.697541	train-auc:0.746207
[559]	eval-auc:0.697207	train-auc:0.746289
[560]	eval-auc:0.697177	train-auc:0.74637
	Score 0.6971769969179793


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.375, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 10, 'min_child_weight': 6.0, 'n_estimators': 925.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.537899	train-auc:0.679053
[1]	eval-auc:0.618201	train-auc:0.825792
[2]	eval-auc:0.596169	train-auc:0.854228
[3]	eval-auc:0.615154	train-auc:0.883625
[4]	eval-auc:0.62857	train-auc:0.902989
[5]	eval-auc:0.629239	train-auc:0.931772
[6]	eval-auc:0.638269	train-auc:0.940912
[7]	eval-auc:0.633077	train-auc:0.942808
[8]	eval-auc:0.644825	train-auc:0.95409
[9]	eval-auc:0.649618	train-auc:0.963013
[10]	eval-auc:0.647468	train-auc:0.969619
[11]	eval-auc:0.648811	train-auc:0.97323
[12]	eval-auc:0.652636	train-auc:0.976531
[13]	eval-auc:0.65755	train-auc:0.978745
[14]	eval-auc:0.656939	train-auc:0.981556
[15]	eval-auc:0.655461	train-auc:0.985472
[16]	eval-auc:0.653005	train-auc:0.986242
[17]	eval-auc:0.677572	train-auc:0.989622
[18]	eval-auc:0.676823	train-auc:0.990976
[19]	eval-auc:0.686072	train-auc:0.992192
[20]	eval-auc:0.685853	train-auc:0.993453
[21]	eval-auc:0.688098	train-auc:0.994202
[22]	eval-auc:0.690097	train-auc:0.994649
[23]	eval-auc:0.693356	train-auc:0.995817
[24]	eval-auc:0.689866	train-auc:0.996304
[25]	eval-auc:0.688512	train-auc:0.996806
[26]	eval-auc:0.686347	train-auc:0.997043
[27]	eval-auc:0.685232	train-auc:0.997304
[28]	eval-auc:0.685466	train-auc:0.99771
[29]	eval-auc:0.682176	train-auc:0.997896
[30]	eval-auc:0.682253	train-auc:0.998187
[31]	eval-auc:0.681516	train-auc:0.998366
[32]	eval-auc:0.679796	train-auc:0.998495
[33]	eval-auc:0.678393	train-auc:0.998707
[34]	eval-auc:0.678284	train-auc:0.99892
[35]	eval-auc:0.678102	train-auc:0.998945
[36]	eval-auc:0.678077	train-auc:0.998977
[37]	eval-auc:0.678839	train-auc:0.99904
[38]	eval-auc:0.6779	train-auc:0.999141
[39]	eval-auc:0.678159	train-auc:0.999127
[40]	eval-auc:0.678477	train-auc:0.999226
[41]	eval-auc:0.678909	train-auc:0.999352
[42]	eval-auc:0.678765	train-auc:0.999358
[43]	eval-auc:0.67899	train-auc:0.99944
[44]	eval-auc:0.676423	train-auc:0.999428
[45]	eval-auc:0.678134	train-auc:0.999481
[46]	eval-auc:0.680018	train-auc:0.999509
[47]	eval-auc:0.679592	train-auc:0.999529
[48]	eval-auc:0.681079	train-auc:0.999581
[49]	eval-auc:0.682401	train-auc:0.999607
[50]	eval-auc:0.683653	train-auc:0.999618
[51]	eval-auc:0.683182	train-auc:0.999615
[52]	eval-auc:0.68247	train-auc:0.999641
[53]	eval-auc:0.681826	train-auc:0.999677
[54]	eval-auc:0.682939	train-auc:0.999714
[55]	eval-auc:0.683883	train-auc:0.999754
[56]	eval-auc:0.683271	train-auc:0.999816
[57]	eval-auc:0.682858	train-auc:0.999858
[58]	eval-auc:0.683935	train-auc:0.999892
[59]	eval-auc:0.685573	train-auc:0.999938
[60]	eval-auc:0.687766	train-auc:0.999914
[61]	eval-auc:0.688341	train-auc:0.999928
[62]	eval-auc:0.688326	train-auc:0.999918
[63]	eval-auc:0.694831	train-auc:0.999933
[64]	eval-auc:0.694277	train-auc:0.999929
[65]	eval-auc:0.693467	train-auc:0.999935
[66]	eval-auc:0.693717	train-auc:0.999965
[67]	eval-auc:0.693724	train-auc:0.999972
[68]	eval-auc:0.692931	train-auc:0.999975
[69]	eval-auc:0.692555	train-auc:0.999976
[70]	eval-auc:0.692468	train-auc:0.99999
[71]	eval-auc:0.692456	train-auc:0.999996
[72]	eval-auc:0.691933	train-auc:0.999998
[73]	eval-auc:0.691568	train-auc:0.999998
[74]	eval-auc:0.690499	train-auc:0.999998
[75]	eval-auc:0.690254	train-auc:0.999997
[76]	eval-auc:0.691164	train-auc:0.999992
[77]	eval-auc:0.689215	train-auc:0.999997
[78]	eval-auc:0.688783	train-auc:0.999999
[79]	eval-auc:0.688615	train-auc:0.999999
[80]	eval-auc:0.68895	train-auc:1
[81]	eval-auc:0.688879	train-auc:1
[82]	eval-auc:0.688903	train-auc:1
[83]	eval-auc:0.689273	train-auc:1
[84]	eval-auc:0.689538	train-auc:1
[85]	eval-auc:0.688536	train-auc:1
[86]	eval-auc:0.687326	train-auc:1
[87]	eval-auc:0.686782	train-auc:1
[88]	eval-auc:0.686506	train-auc:1
[89]	eval-auc:0.687047	train-auc:1
[90]	eval-auc:0.687004	train-auc:1
[91]	eval-auc:0.686133	train-auc:1
[92]	eval-auc:0.687076	train-auc:1
[93]	eval-auc:0.68442	train-auc:1
[94]	eval-auc:0.683866	train-auc:1
[95]	eval-auc:0.683677	train-auc:1
[96]	eval-auc:0.684005	train-auc:1
[97]	eval-auc:0.68471	train-auc:1
[98]	eval-auc:0.686251	train-auc:1
[99]	eval-auc:0.685587	train-auc:1
[100]	eval-auc:0.684806	train-auc:1
[101]	eval-auc:0.685045	train-auc:1
[102]	eval-auc:0.684874	train-auc:1
[103]	eval-auc:0.684483	train-auc:1
[104]	eval-auc:0.684128	train-auc:1
[105]	eval-auc:0.684	train-auc:1
[106]	eval-auc:0.683213	train-auc:1
[107]	eval-auc:0.682611	train-auc:1
[108]	eval-auc:0.68252	train-auc:1
[109]	eval-auc:0.683079	train-auc:1
[110]	eval-auc:0.684308	train-auc:1
[111]	eval-auc:0.683289	train-auc:1
[112]	eval-auc:0.682016	train-auc:1
[113]	eval-auc:0.682517	train-auc:1
[114]	eval-auc:0.681574	train-auc:1
[115]	eval-auc:0.681844	train-auc:1
[116]	eval-auc:0.683427	train-auc:1
[117]	eval-auc:0.682397	train-auc:1
[118]	eval-auc:0.682211	train-auc:1
[119]	eval-auc:0.680881	train-auc:1
[120]	eval-auc:0.681215	train-auc:1
[121]	eval-auc:0.681602	train-auc:1
[122]	eval-auc:0.681148	train-auc:1
[123]	eval-auc:0.680472	train-auc:1
[124]	eval-auc:0.681752	train-auc:1
[125]	eval-auc:0.682008	train-auc:1
[126]	eval-auc:0.681877	train-auc:1
[127]	eval-auc:0.682473	train-auc:1
[128]	eval-auc:0.681771	train-auc:1
[129]	eval-auc:0.6818	train-auc:1
[130]	eval-auc:0.681439	train-auc:1
[131]	eval-auc:0.680909	train-auc:1
[132]	eval-auc:0.680501	train-auc:1
[133]	eval-auc:0.679902	train-auc:1
[134]	eval-auc:0.679978	train-auc:1
[135]	eval-auc:0.680272	train-auc:1
[136]	eval-auc:0.680182	train-auc:1
[137]	eval-auc:0.680473	train-auc:1
[138]	eval-auc:0.681159	train-auc:1
[139]	eval-auc:0.681558	train-auc:1
[140]	eval-auc:0.68234	train-auc:1
[141]	eval-auc:0.682436	train-auc:1
[142]	eval-auc:0.682966	train-auc:1
[143]	eval-auc:0.682983	train-auc:1
[144]	eval-auc:0.683287	train-auc:1
[145]	eval-auc:0.682782	train-auc:1
[146]	eval-auc:0.683143	train-auc:1
[147]	eval-auc:0.68359	train-auc:1
[148]	eval-auc:0.683621	train-auc:1
[149]	eval-auc:0.683283	train-auc:1
[150]	eval-auc:0.683874	train-auc:1
[151]	eval-auc:0.684135	train-auc:1
[152]	eval-auc:0.684538	train-auc:1
[153]	eval-auc:0.685148	train-auc:1
[154]	eval-auc:0.68536	train-auc:1
[155]	eval-auc:0.68544	train-auc:1
[156]	eval-auc:0.684717	train-auc:1
[157]	eval-auc:0.68497	train-auc:1
[158]	eval-auc:0.683711	train-auc:1
[159]	eval-auc:0.683989	train-auc:1
[160]	eval-auc:0.683653	train-auc:1
[161]	eval-auc:0.684646	train-auc:1
[162]	eval-auc:0.685299	train-auc:1
[163]	eval-auc:0.685048	train-auc:1
[164]	eval-auc:0.684598	train-auc:1
[165]	eval-auc:0.684553	train-auc:1
[166]	eval-auc:0.684502	train-auc:1
[167]	eval-auc:0.684404	train-auc:1
[168]	eval-auc:0.684569	train-auc:1
[169]	eval-auc:0.686479	train-auc:1
[170]	eval-auc:0.68695	train-auc:1
[171]	eval-auc:0.686922	train-auc:1
[172]	eval-auc:0.687166	train-auc:1
[173]	eval-auc:0.686948	train-auc:1
[174]	eval-auc:0.686835	train-auc:1
[175]	eval-auc:0.686947	train-auc:1
[176]	eval-auc:0.687585	train-auc:1
[177]	eval-auc:0.687636	train-auc:1
[178]	eval-auc:0.687607	train-auc:1
[179]	eval-auc:0.687312	train-auc:1
[180]	eval-auc:0.686995	train-auc:1
[181]	eval-auc:0.686765	train-auc:1
[182]	eval-auc:0.686491	train-auc:1
[183]	eval-auc:0.686551	train-auc:1
[184]	eval-auc:0.686695	train-auc:1
[185]	eval-auc:0.68613	train-auc:1
[186]	eval-auc:0.686927	train-auc:1
[187]	eval-auc:0.687326	train-auc:1
[188]	eval-auc:0.687429	train-auc:1
[189]	eval-auc:0.688519	train-auc:1
[190]	eval-auc:0.689054	train-auc:1
[191]	eval-auc:0.688829	train-auc:1
[192]	eval-auc:0.688829	train-auc:1
[193]	eval-auc:0.688751	train-auc:1
[194]	eval-auc:0.688803	train-auc:1
[195]	eval-auc:0.688947	train-auc:1
[196]	eval-auc:0.68933	train-auc:1
[197]	eval-auc:0.688515	train-auc:1
[198]	eval-auc:0.688582	train-auc:1
[199]	eval-auc:0.688975	train-auc:1
[200]	eval-auc:0.689063	train-auc:1
[201]	eval-auc:0.689199	train-auc:1
[202]	eval-auc:0.688813	train-auc:1
[203]	eval-auc:0.689209	train-auc:1
[204]	eval-auc:0.689121	train-auc:1
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[604]	eval-auc:0.685588	train-auc:1
[605]	eval-auc:0.685588	train-auc:1
[606]	eval-auc:0.685588	train-auc:1
[607]	eval-auc:0.685555	train-auc:1
[608]	eval-auc:0.685555	train-auc:1
[609]	eval-auc:0.685555	train-auc:1
[610]	eval-auc:0.685555	train-auc:1
[611]	eval-auc:0.685555	train-auc:1
[612]	eval-auc:0.685881	train-auc:1
[613]	eval-auc:0.685753	train-auc:1
[614]	eval-auc:0.685753	train-auc:1
[615]	eval-auc:0.685501	train-auc:1
[616]	eval-auc:0.685839	train-auc:1
[617]	eval-auc:0.685839	train-auc:1
[618]	eval-auc:0.685839	train-auc:1
[619]	eval-auc:0.685839	train-auc:1
[620]	eval-auc:0.685839	train-auc:1
[621]	eval-auc:0.685839	train-auc:1
[622]	eval-auc:0.685777	train-auc:1
[623]	eval-auc:0.685777	train-auc:1
[624]	eval-auc:0.685777	train-auc:1
[625]	eval-auc:0.685919	train-auc:1
[626]	eval-auc:0.685919	train-auc:1
[627]	eval-auc:0.685919	train-auc:1
[628]	eval-auc:0.685957	train-auc:1
[629]	eval-auc:0.685957	train-auc:1
[630]	eval-auc:0.685957	train-auc:1
[631]	eval-auc:0.685957	train-auc:1
[632]	eval-auc:0.685957	train-auc:1
[633]	eval-auc:0.685823	train-auc:1
[634]	eval-auc:0.68601	train-auc:1
[635]	eval-auc:0.68601	train-auc:1
[636]	eval-auc:0.68601	train-auc:1
[637]	eval-auc:0.68601	train-auc:1
[638]	eval-auc:0.68601	train-auc:1
[639]	eval-auc:0.686012	train-auc:1
[640]	eval-auc:0.686012	train-auc:1
[641]	eval-auc:0.686012	train-auc:1
[642]	eval-auc:0.686012	train-auc:1
[643]	eval-auc:0.686012	train-auc:1
[644]	eval-auc:0.686012	train-auc:1
[645]	eval-auc:0.686258	train-auc:1
[646]	eval-auc:0.686258	train-auc:1
[647]	eval-auc:0.686258	train-auc:1
[648]	eval-auc:0.686809	train-auc:1
[649]	eval-auc:0.686819	train-auc:1
[650]	eval-auc:0.686819	train-auc:1
[651]	eval-auc:0.686819	train-auc:1
[652]	eval-auc:0.686819	train-auc:1
[653]	eval-auc:0.686745	train-auc:1
[654]	eval-auc:0.686745	train-auc:1
[655]	eval-auc:0.686735	train-auc:1
[656]	eval-auc:0.686825	train-auc:1
[657]	eval-auc:0.686825	train-auc:1
[658]	eval-auc:0.686825	train-auc:1
[659]	eval-auc:0.686825	train-auc:1
[660]	eval-auc:0.687205	train-auc:1
[661]	eval-auc:0.687205	train-auc:1
[662]	eval-auc:0.686892	train-auc:1
[663]	eval-auc:0.686892	train-auc:1
[664]	eval-auc:0.686889	train-auc:1
[665]	eval-auc:0.686889	train-auc:1
[666]	eval-auc:0.686889	train-auc:1
[667]	eval-auc:0.686889	train-auc:1
[668]	eval-auc:0.686889	train-auc:1
[669]	eval-auc:0.686837	train-auc:1
[670]	eval-auc:0.686837	train-auc:1
[671]	eval-auc:0.68647	train-auc:1
[672]	eval-auc:0.68647	train-auc:1
[673]	eval-auc:0.68587	train-auc:1
[674]	eval-auc:0.68587	train-auc:1
[675]	eval-auc:0.68587	train-auc:1
[676]	eval-auc:0.68587	train-auc:1
[677]	eval-auc:0.685523	train-auc:1
[678]	eval-auc:0.685523	train-auc:1
[679]	eval-auc:0.685626	train-auc:1
[680]	eval-auc:0.685626	train-auc:1
[681]	eval-auc:0.685626	train-auc:1
[682]	eval-auc:0.685626	train-auc:1
[683]	eval-auc:0.685626	train-auc:1
[684]	eval-auc:0.685626	train-auc:1
[685]	eval-auc:0.685626	train-auc:1
[686]	eval-auc:0.685626	train-auc:1
[687]	eval-auc:0.685626	train-auc:1
[688]	eval-auc:0.685626	train-auc:1
[689]	eval-auc:0.685626	train-auc:1
[690]	eval-auc:0.685626	train-auc:1
[691]	eval-auc:0.685626	train-auc:1
[692]	eval-auc:0.685626	train-auc:1
[693]	eval-auc:0.685626	train-auc:1
[694]	eval-auc:0.685626	train-auc:1
[695]	eval-auc:0.685372	train-auc:1
[696]	eval-auc:0.685372	train-auc:1
[697]	eval-auc:0.685509	train-auc:1
[698]	eval-auc:0.685509	train-auc:1
[699]	eval-auc:0.685509	train-auc:1
[700]	eval-auc:0.685509	train-auc:1
[701]	eval-auc:0.685509	train-auc:1
[702]	eval-auc:0.685702	train-auc:1
[703]	eval-auc:0.685355	train-auc:1
[704]	eval-auc:0.685535	train-auc:1
[705]	eval-auc:0.685535	train-auc:1
[706]	eval-auc:0.685535	train-auc:1
[707]	eval-auc:0.685687	train-auc:1
[708]	eval-auc:0.685687	train-auc:1
[709]	eval-auc:0.685687	train-auc:1
[710]	eval-auc:0.685687	train-auc:1
[711]	eval-auc:0.685687	train-auc:1
[712]	eval-auc:0.685687	train-auc:1
[713]	eval-auc:0.685687	train-auc:1
[714]	eval-auc:0.685687	train-auc:1
[715]	eval-auc:0.685447	train-auc:1
[716]	eval-auc:0.685447	train-auc:1
[717]	eval-auc:0.685447	train-auc:1
[718]	eval-auc:0.685713	train-auc:1
[719]	eval-auc:0.685713	train-auc:1
[720]	eval-auc:0.685693	train-auc:1
[721]	eval-auc:0.685693	train-auc:1
[722]	eval-auc:0.685712	train-auc:1
[723]	eval-auc:0.685712	train-auc:1
[724]	eval-auc:0.685712	train-auc:1
[725]	eval-auc:0.685712	train-auc:1
[726]	eval-auc:0.685584	train-auc:1
[727]	eval-auc:0.685619	train-auc:1
[728]	eval-auc:0.685619	train-auc:1
[729]	eval-auc:0.685619	train-auc:1
[730]	eval-auc:0.685619	train-auc:1
[731]	eval-auc:0.685619	train-auc:1
[732]	eval-auc:0.685619	train-auc:1
[733]	eval-auc:0.686025	train-auc:1
[734]	eval-auc:0.686025	train-auc:1
[735]	eval-auc:0.685897	train-auc:1
[736]	eval-auc:0.685897	train-auc:1
[737]	eval-auc:0.685897	train-auc:1
[738]	eval-auc:0.685897	train-auc:1
[739]	eval-auc:0.685897	train-auc:1
[740]	eval-auc:0.685897	train-auc:1
[741]	eval-auc:0.685897	train-auc:1
[742]	eval-auc:0.685897	train-auc:1
[743]	eval-auc:0.685897	train-auc:1
[744]	eval-auc:0.685897	train-auc:1
[745]	eval-auc:0.685897	train-auc:1
[746]	eval-auc:0.685897	train-auc:1
[747]	eval-auc:0.685897	train-auc:1
[748]	eval-auc:0.685897	train-auc:1
[749]	eval-auc:0.685897	train-auc:1
[750]	eval-auc:0.685897	train-auc:1
[751]	eval-auc:0.685897	train-auc:1
[752]	eval-auc:0.685897	train-auc:1
[753]	eval-auc:0.685352	train-auc:1
[754]	eval-auc:0.685352	train-auc:1
[755]	eval-auc:0.685255	train-auc:1
[756]	eval-auc:0.685418	train-auc:1
[757]	eval-auc:0.685095	train-auc:1
[758]	eval-auc:0.685095	train-auc:1
[759]	eval-auc:0.685095	train-auc:1
[760]	eval-auc:0.685413	train-auc:1
[761]	eval-auc:0.685211	train-auc:1
[762]	eval-auc:0.685211	train-auc:1
[763]	eval-auc:0.685211	train-auc:1
[764]	eval-auc:0.685581	train-auc:1
[765]	eval-auc:0.685776	train-auc:1
[766]	eval-auc:0.685776	train-auc:1
[767]	eval-auc:0.685776	train-auc:1
[768]	eval-auc:0.685776	train-auc:1
[769]	eval-auc:0.685776	train-auc:1
[770]	eval-auc:0.685865	train-auc:1
[771]	eval-auc:0.685655	train-auc:1
[772]	eval-auc:0.686012	train-auc:1
[773]	eval-auc:0.686012	train-auc:1
[774]	eval-auc:0.686012	train-auc:1
[775]	eval-auc:0.686012	train-auc:1
[776]	eval-auc:0.686012	train-auc:1
[777]	eval-auc:0.686012	train-auc:1
[778]	eval-auc:0.686082	train-auc:1
[779]	eval-auc:0.685807	train-auc:1
[780]	eval-auc:0.685807	train-auc:1
[781]	eval-auc:0.685807	train-auc:1
[782]	eval-auc:0.685807	train-auc:1
[783]	eval-auc:0.685807	train-auc:1
[784]	eval-auc:0.685807	train-auc:1
[785]	eval-auc:0.685891	train-auc:1
[786]	eval-auc:0.685766	train-auc:1
[787]	eval-auc:0.685766	train-auc:1
[788]	eval-auc:0.685779	train-auc:1
[789]	eval-auc:0.685779	train-auc:1
[790]	eval-auc:0.685779	train-auc:1
[791]	eval-auc:0.685779	train-auc:1
[792]	eval-auc:0.685779	train-auc:1
[793]	eval-auc:0.685779	train-auc:1
[794]	eval-auc:0.685779	train-auc:1
[795]	eval-auc:0.685779	train-auc:1
[796]	eval-auc:0.685779	train-auc:1
[797]	eval-auc:0.685779	train-auc:1
[798]	eval-auc:0.685779	train-auc:1
[799]	eval-auc:0.685779	train-auc:1
[800]	eval-auc:0.685779	train-auc:1
[801]	eval-auc:0.685779	train-auc:1
[802]	eval-auc:0.685779	train-auc:1
[803]	eval-auc:0.685779	train-auc:1
[804]	eval-auc:0.686296	train-auc:1
[805]	eval-auc:0.686296	train-auc:1
[806]	eval-auc:0.686296	train-auc:1
[807]	eval-auc:0.686296	train-auc:1
[808]	eval-auc:0.686296	train-auc:1
[809]	eval-auc:0.686442	train-auc:1
[810]	eval-auc:0.686442	train-auc:1
[811]	eval-auc:0.686144	train-auc:1
[812]	eval-auc:0.686144	train-auc:1
[813]	eval-auc:0.686144	train-auc:1
[814]	eval-auc:0.686144	train-auc:1
[815]	eval-auc:0.686144	train-auc:1
[816]	eval-auc:0.686144	train-auc:1
[817]	eval-auc:0.685853	train-auc:1
[818]	eval-auc:0.685853	train-auc:1
[819]	eval-auc:0.685945	train-auc:1
[820]	eval-auc:0.685945	train-auc:1
[821]	eval-auc:0.685945	train-auc:1
[822]	eval-auc:0.686094	train-auc:1
[823]	eval-auc:0.685841	train-auc:1
[824]	eval-auc:0.685841	train-auc:1
[825]	eval-auc:0.685841	train-auc:1
[826]	eval-auc:0.685841	train-auc:1
[827]	eval-auc:0.685841	train-auc:1
[828]	eval-auc:0.685841	train-auc:1
[829]	eval-auc:0.685578	train-auc:1
[830]	eval-auc:0.685578	train-auc:1
[831]	eval-auc:0.685578	train-auc:1
[832]	eval-auc:0.685578	train-auc:1
[833]	eval-auc:0.685578	train-auc:1
[834]	eval-auc:0.685619	train-auc:1
[835]	eval-auc:0.685619	train-auc:1
[836]	eval-auc:0.685619	train-auc:1
[837]	eval-auc:0.685428	train-auc:1
[838]	eval-auc:0.685428	train-auc:1
[839]	eval-auc:0.685428	train-auc:1
[840]	eval-auc:0.685428	train-auc:1
[841]	eval-auc:0.685428	train-auc:1
[842]	eval-auc:0.685533	train-auc:1
[843]	eval-auc:0.685533	train-auc:1
[844]	eval-auc:0.685533	train-auc:1
[845]	eval-auc:0.685533	train-auc:1
[846]	eval-auc:0.685533	train-auc:1
[847]	eval-auc:0.685533	train-auc:1
[848]	eval-auc:0.685427	train-auc:1
[849]	eval-auc:0.685677	train-auc:1
[850]	eval-auc:0.685666	train-auc:1
[851]	eval-auc:0.685666	train-auc:1
[852]	eval-auc:0.686493	train-auc:1
[853]	eval-auc:0.686493	train-auc:1
[854]	eval-auc:0.686493	train-auc:1
[855]	eval-auc:0.686497	train-auc:1
[856]	eval-auc:0.686497	train-auc:1
[857]	eval-auc:0.685986	train-auc:1
[858]	eval-auc:0.685986	train-auc:1
[859]	eval-auc:0.686167	train-auc:1
[860]	eval-auc:0.686167	train-auc:1
[861]	eval-auc:0.686167	train-auc:1
[862]	eval-auc:0.686167	train-auc:1
[863]	eval-auc:0.686167	train-auc:1
[864]	eval-auc:0.686167	train-auc:1
[865]	eval-auc:0.686167	train-auc:1
[866]	eval-auc:0.686167	train-auc:1
[867]	eval-auc:0.686167	train-auc:1
[868]	eval-auc:0.686167	train-auc:1
[869]	eval-auc:0.686143	train-auc:1
[870]	eval-auc:0.686143	train-auc:1
[871]	eval-auc:0.686143	train-auc:1
[872]	eval-auc:0.686143	train-auc:1
[873]	eval-auc:0.686621	train-auc:1
[874]	eval-auc:0.686522	train-auc:1
[875]	eval-auc:0.686522	train-auc:1
[876]	eval-auc:0.686522	train-auc:1
[877]	eval-auc:0.686522	train-auc:1
[878]	eval-auc:0.686494	train-auc:1
[879]	eval-auc:0.686494	train-auc:1
[880]	eval-auc:0.686494	train-auc:1
[881]	eval-auc:0.686494	train-auc:1
[882]	eval-auc:0.686908	train-auc:1
[883]	eval-auc:0.686908	train-auc:1
[884]	eval-auc:0.686954	train-auc:1
[885]	eval-auc:0.686954	train-auc:1
[886]	eval-auc:0.686954	train-auc:1
[887]	eval-auc:0.68691	train-auc:1
[888]	eval-auc:0.687106	train-auc:1
[889]	eval-auc:0.687106	train-auc:1
[890]	eval-auc:0.687106	train-auc:1
[891]	eval-auc:0.687106	train-auc:1
[892]	eval-auc:0.687106	train-auc:1
[893]	eval-auc:0.687106	train-auc:1
[894]	eval-auc:0.686959	train-auc:1
[895]	eval-auc:0.686959	train-auc:1
[896]	eval-auc:0.686257	train-auc:1
[897]	eval-auc:0.686257	train-auc:1
[898]	eval-auc:0.686257	train-auc:1
[899]	eval-auc:0.686257	train-auc:1
[900]	eval-auc:0.686257	train-auc:1
[901]	eval-auc:0.686257	train-auc:1
[902]	eval-auc:0.686257	train-auc:1
[903]	eval-auc:0.686257	train-auc:1
[904]	eval-auc:0.686257	train-auc:1
[905]	eval-auc:0.686257	train-auc:1
[906]	eval-auc:0.686257	train-auc:1
[907]	eval-auc:0.686257	train-auc:1
[908]	eval-auc:0.686537	train-auc:1
[909]	eval-auc:0.685882	train-auc:1
[910]	eval-auc:0.685882	train-auc:1
[911]	eval-auc:0.685882	train-auc:1
[912]	eval-auc:0.685882	train-auc:1
[913]	eval-auc:0.685882	train-auc:1
[914]	eval-auc:0.685882	train-auc:1
[915]	eval-auc:0.685826	train-auc:1
[916]	eval-auc:0.685826	train-auc:1
[917]	eval-auc:0.686027	train-auc:1
[918]	eval-auc:0.686027	train-auc:1
[919]	eval-auc:0.686027	train-auc:1
[920]	eval-auc:0.686027	train-auc:1
[921]	eval-auc:0.686144	train-auc:1
[922]	eval-auc:0.686144	train-auc:1
[923]	eval-auc:0.686144	train-auc:1
[924]	eval-auc:0.686144	train-auc:1
	Score 0.6861440022414695


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 11, 'min_child_weight': 1.0, 'n_estimators': 639.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.678514	train-auc:0.859837
[1]	eval-auc:0.662019	train-auc:0.918006
[2]	eval-auc:0.682608	train-auc:0.954402
[3]	eval-auc:0.689607	train-auc:0.965805
[4]	eval-auc:0.69405	train-auc:0.974459
[5]	eval-auc:0.68619	train-auc:0.981961
[6]	eval-auc:0.684447	train-auc:0.986279
[7]	eval-auc:0.690839	train-auc:0.988417
[8]	eval-auc:0.691465	train-auc:0.990382
[9]	eval-auc:0.692281	train-auc:0.992562
[10]	eval-auc:0.693602	train-auc:0.994588
[11]	eval-auc:0.692932	train-auc:0.995663
[12]	eval-auc:0.69213	train-auc:0.996284
[13]	eval-auc:0.692692	train-auc:0.996507
[14]	eval-auc:0.690365	train-auc:0.997138
[15]	eval-auc:0.68742	train-auc:0.997694
[16]	eval-auc:0.686986	train-auc:0.998155
[17]	eval-auc:0.689066	train-auc:0.998484
[18]	eval-auc:0.687821	train-auc:0.998686
[19]	eval-auc:0.689771	train-auc:0.998806
[20]	eval-auc:0.690447	train-auc:0.999116
[21]	eval-auc:0.69015	train-auc:0.999301
[22]	eval-auc:0.689337	train-auc:0.999494
[23]	eval-auc:0.690944	train-auc:0.99954
[24]	eval-auc:0.691752	train-auc:0.999646
[25]	eval-auc:0.690619	train-auc:0.999627
[26]	eval-auc:0.690286	train-auc:0.999656
[27]	eval-auc:0.691493	train-auc:0.999737
[28]	eval-auc:0.690805	train-auc:0.999792
[29]	eval-auc:0.690459	train-auc:0.999774
[30]	eval-auc:0.689902	train-auc:0.999788
[31]	eval-auc:0.689215	train-auc:0.999798
[32]	eval-auc:0.689858	train-auc:0.99983
[33]	eval-auc:0.6907	train-auc:0.999841
[34]	eval-auc:0.690275	train-auc:0.999865
[35]	eval-auc:0.691157	train-auc:0.999875
[36]	eval-auc:0.691238	train-auc:0.999876
[37]	eval-auc:0.690731	train-auc:0.999883
[38]	eval-auc:0.690253	train-auc:0.999889
[39]	eval-auc:0.688323	train-auc:0.999911
[40]	eval-auc:0.687429	train-auc:0.99991
[41]	eval-auc:0.6867	train-auc:0.99993
[42]	eval-auc:0.686086	train-auc:0.999932
[43]	eval-auc:0.687382	train-auc:0.99993
[44]	eval-auc:0.687111	train-auc:0.999931
[45]	eval-auc:0.687422	train-auc:0.999936
[46]	eval-auc:0.688886	train-auc:0.999953
[47]	eval-auc:0.689741	train-auc:0.999953
[48]	eval-auc:0.69121	train-auc:0.99995
[49]	eval-auc:0.690702	train-auc:0.999952
[50]	eval-auc:0.690038	train-auc:0.999958
[51]	eval-auc:0.690216	train-auc:0.99996
[52]	eval-auc:0.690039	train-auc:0.999969
[53]	eval-auc:0.689975	train-auc:0.999965
[54]	eval-auc:0.690347	train-auc:0.999975
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[449]	eval-auc:0.698539	train-auc:1
[450]	eval-auc:0.69856	train-auc:1
[451]	eval-auc:0.698489	train-auc:1
[452]	eval-auc:0.698621	train-auc:1
[453]	eval-auc:0.698804	train-auc:1
[454]	eval-auc:0.698758	train-auc:1
[455]	eval-auc:0.698687	train-auc:1
[456]	eval-auc:0.698687	train-auc:1
[457]	eval-auc:0.698594	train-auc:1
[458]	eval-auc:0.698545	train-auc:1
[459]	eval-auc:0.698512	train-auc:1
[460]	eval-auc:0.698658	train-auc:1
[461]	eval-auc:0.698653	train-auc:1
[462]	eval-auc:0.698606	train-auc:1
[463]	eval-auc:0.698583	train-auc:1
[464]	eval-auc:0.698513	train-auc:1
[465]	eval-auc:0.698542	train-auc:1
[466]	eval-auc:0.698286	train-auc:1
[467]	eval-auc:0.698475	train-auc:1
[468]	eval-auc:0.698466	train-auc:1
[469]	eval-auc:0.698515	train-auc:1
[470]	eval-auc:0.698436	train-auc:1
[471]	eval-auc:0.698423	train-auc:1
[472]	eval-auc:0.698515	train-auc:1
[473]	eval-auc:0.698396	train-auc:1
[474]	eval-auc:0.698385	train-auc:1
[475]	eval-auc:0.698486	train-auc:1
[476]	eval-auc:0.698464	train-auc:1
[477]	eval-auc:0.698513	train-auc:1
[478]	eval-auc:0.698378	train-auc:1
[479]	eval-auc:0.698407	train-auc:1
[480]	eval-auc:0.698366	train-auc:1
[481]	eval-auc:0.698481	train-auc:1
[482]	eval-auc:0.698533	train-auc:1
[483]	eval-auc:0.698624	train-auc:1
[484]	eval-auc:0.698358	train-auc:1
[485]	eval-auc:0.698254	train-auc:1
[486]	eval-auc:0.698305	train-auc:1
[487]	eval-auc:0.698181	train-auc:1
[488]	eval-auc:0.698192	train-auc:1
[489]	eval-auc:0.698239	train-auc:1
[490]	eval-auc:0.69827	train-auc:1
[491]	eval-auc:0.698239	train-auc:1
[492]	eval-auc:0.698172	train-auc:1
[493]	eval-auc:0.698242	train-auc:1
[494]	eval-auc:0.69814	train-auc:1
[495]	eval-auc:0.69814	train-auc:1
[496]	eval-auc:0.697944	train-auc:1
[497]	eval-auc:0.698006	train-auc:1
[498]	eval-auc:0.697951	train-auc:1
[499]	eval-auc:0.697991	train-auc:1
[500]	eval-auc:0.697982	train-auc:1
[501]	eval-auc:0.697973	train-auc:1
[502]	eval-auc:0.697985	train-auc:1
[503]	eval-auc:0.697855	train-auc:1
[504]	eval-auc:0.697898	train-auc:1
[505]	eval-auc:0.697826	train-auc:1
[506]	eval-auc:0.697848	train-auc:1
[507]	eval-auc:0.697793	train-auc:1
[508]	eval-auc:0.697869	train-auc:1
[509]	eval-auc:0.697995	train-auc:1
[510]	eval-auc:0.698034	train-auc:1
[511]	eval-auc:0.69802	train-auc:1
[512]	eval-auc:0.69814	train-auc:1
[513]	eval-auc:0.698061	train-auc:1
[514]	eval-auc:0.698011	train-auc:1
[515]	eval-auc:0.698	train-auc:1
[516]	eval-auc:0.698044	train-auc:1
[517]	eval-auc:0.698044	train-auc:1
[518]	eval-auc:0.698044	train-auc:1
[519]	eval-auc:0.698072	train-auc:1
[520]	eval-auc:0.698081	train-auc:1
[521]	eval-auc:0.697925	train-auc:1
[522]	eval-auc:0.697925	train-auc:1
[523]	eval-auc:0.697881	train-auc:1
[524]	eval-auc:0.697933	train-auc:1
[525]	eval-auc:0.697921	train-auc:1
[526]	eval-auc:0.697935	train-auc:1
[527]	eval-auc:0.697995	train-auc:1
[528]	eval-auc:0.697932	train-auc:1
[529]	eval-auc:0.697965	train-auc:1
[530]	eval-auc:0.6979	train-auc:1
[531]	eval-auc:0.697837	train-auc:1
[532]	eval-auc:0.697802	train-auc:1
[533]	eval-auc:0.697831	train-auc:1
[534]	eval-auc:0.69805	train-auc:1
[535]	eval-auc:0.698114	train-auc:1
[536]	eval-auc:0.69821	train-auc:1
[537]	eval-auc:0.698196	train-auc:1
[538]	eval-auc:0.698116	train-auc:1
[539]	eval-auc:0.698221	train-auc:1
[540]	eval-auc:0.6983	train-auc:1
[541]	eval-auc:0.698244	train-auc:1
[542]	eval-auc:0.698183	train-auc:1
[543]	eval-auc:0.698253	train-auc:1
[544]	eval-auc:0.698349	train-auc:1
[545]	eval-auc:0.698294	train-auc:1
[546]	eval-auc:0.698288	train-auc:1
[547]	eval-auc:0.69832	train-auc:1
[548]	eval-auc:0.69841	train-auc:1
[549]	eval-auc:0.698315	train-auc:1
[550]	eval-auc:0.698315	train-auc:1
[551]	eval-auc:0.698416	train-auc:1
[552]	eval-auc:0.69832	train-auc:1
[553]	eval-auc:0.698393	train-auc:1
[554]	eval-auc:0.698353	train-auc:1
[555]	eval-auc:0.698364	train-auc:1
[556]	eval-auc:0.698299	train-auc:1
[557]	eval-auc:0.69814	train-auc:1
[558]	eval-auc:0.698142	train-auc:1
[559]	eval-auc:0.698189	train-auc:1
[560]	eval-auc:0.698097	train-auc:1
[561]	eval-auc:0.697997	train-auc:1
[562]	eval-auc:0.698073	train-auc:1
[563]	eval-auc:0.698123	train-auc:1
[564]	eval-auc:0.698203	train-auc:1
[565]	eval-auc:0.698708	train-auc:1
[566]	eval-auc:0.698737	train-auc:1
[567]	eval-auc:0.698789	train-auc:1
[568]	eval-auc:0.698841	train-auc:1
[569]	eval-auc:0.698772	train-auc:1
[570]	eval-auc:0.698909	train-auc:1
[571]	eval-auc:0.698854	train-auc:1
[572]	eval-auc:0.698857	train-auc:1
[573]	eval-auc:0.698879	train-auc:1
[574]	eval-auc:0.698942	train-auc:1
[575]	eval-auc:0.698943	train-auc:1
[576]	eval-auc:0.699055	train-auc:1
[577]	eval-auc:0.699058	train-auc:1
[578]	eval-auc:0.699011	train-auc:1
[579]	eval-auc:0.699048	train-auc:1
[580]	eval-auc:0.698988	train-auc:1
[581]	eval-auc:0.698898	train-auc:1
[582]	eval-auc:0.69906	train-auc:1
[583]	eval-auc:0.699064	train-auc:1
[584]	eval-auc:0.699002	train-auc:1
[585]	eval-auc:0.69899	train-auc:1
[586]	eval-auc:0.69899	train-auc:1
[587]	eval-auc:0.69916	train-auc:1
[588]	eval-auc:0.69916	train-auc:1
[589]	eval-auc:0.699101	train-auc:1
[590]	eval-auc:0.699052	train-auc:1
[591]	eval-auc:0.699089	train-auc:1
[592]	eval-auc:0.699089	train-auc:1
[593]	eval-auc:0.699071	train-auc:1
[594]	eval-auc:0.698981	train-auc:1
[595]	eval-auc:0.698976	train-auc:1
[596]	eval-auc:0.699029	train-auc:1
[597]	eval-auc:0.699034	train-auc:1
[598]	eval-auc:0.698981	train-auc:1
[599]	eval-auc:0.698973	train-auc:1
[600]	eval-auc:0.699089	train-auc:1
[601]	eval-auc:0.699107	train-auc:1
[602]	eval-auc:0.699099	train-auc:1
[603]	eval-auc:0.699121	train-auc:1
[604]	eval-auc:0.699188	train-auc:1
[605]	eval-auc:0.699238	train-auc:1
[606]	eval-auc:0.699182	train-auc:1
[607]	eval-auc:0.699179	train-auc:1
[608]	eval-auc:0.699247	train-auc:1
[609]	eval-auc:0.699206	train-auc:1
[610]	eval-auc:0.699156	train-auc:1
[611]	eval-auc:0.699156	train-auc:1
[612]	eval-auc:0.699057	train-auc:1
[613]	eval-auc:0.699127	train-auc:1
[614]	eval-auc:0.699078	train-auc:1
[615]	eval-auc:0.699078	train-auc:1
[616]	eval-auc:0.699007	train-auc:1
[617]	eval-auc:0.698965	train-auc:1
[618]	eval-auc:0.698941	train-auc:1
[619]	eval-auc:0.698836	train-auc:1
[620]	eval-auc:0.698827	train-auc:1
[621]	eval-auc:0.698827	train-auc:1
[622]	eval-auc:0.698798	train-auc:1
[623]	eval-auc:0.698943	train-auc:1
[624]	eval-auc:0.698987	train-auc:1
[625]	eval-auc:0.698947	train-auc:1
[626]	eval-auc:0.698927	train-auc:1
[627]	eval-auc:0.698944	train-auc:1
[628]	eval-auc:0.698944	train-auc:1
[629]	eval-auc:0.698997	train-auc:1
[630]	eval-auc:0.698958	train-auc:1
[631]	eval-auc:0.698996	train-auc:1
[632]	eval-auc:0.69899	train-auc:1
[633]	eval-auc:0.69899	train-auc:1
[634]	eval-auc:0.699036	train-auc:1
[635]	eval-auc:0.699017	train-auc:1
[636]	eval-auc:0.699106	train-auc:1
[637]	eval-auc:0.699084	train-auc:1
[638]	eval-auc:0.699086	train-auc:1
	Score 0.6990857483950347


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.45, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 7, 'min_child_weight': 3.0, 'n_estimators': 348.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.610558	train-auc:0.730097
[1]	eval-auc:0.633115	train-auc:0.768881
[2]	eval-auc:0.638055	train-auc:0.80436
[3]	eval-auc:0.64856	train-auc:0.829555
[4]	eval-auc:0.677032	train-auc:0.86235
[5]	eval-auc:0.673496	train-auc:0.876809
[6]	eval-auc:0.675582	train-auc:0.884598
[7]	eval-auc:0.668066	train-auc:0.890287
[8]	eval-auc:0.672414	train-auc:0.901559
[9]	eval-auc:0.673146	train-auc:0.91205
[10]	eval-auc:0.670292	train-auc:0.918573
[11]	eval-auc:0.668121	train-auc:0.920213
[12]	eval-auc:0.6666	train-auc:0.92361
[13]	eval-auc:0.671081	train-auc:0.926745
[14]	eval-auc:0.670174	train-auc:0.933638
[15]	eval-auc:0.667267	train-auc:0.939003
[16]	eval-auc:0.667331	train-auc:0.940934
[17]	eval-auc:0.683362	train-auc:0.946516
[18]	eval-auc:0.679334	train-auc:0.952269
[19]	eval-auc:0.678728	train-auc:0.956356
[20]	eval-auc:0.67479	train-auc:0.959416
[21]	eval-auc:0.675348	train-auc:0.961853
[22]	eval-auc:0.675136	train-auc:0.964786
[23]	eval-auc:0.672009	train-auc:0.966693
[24]	eval-auc:0.666619	train-auc:0.97055
[25]	eval-auc:0.665085	train-auc:0.973144
[26]	eval-auc:0.659869	train-auc:0.973625
[27]	eval-auc:0.6584	train-auc:0.976102
[28]	eval-auc:0.662834	train-auc:0.977914
[29]	eval-auc:0.657979	train-auc:0.980205
[30]	eval-auc:0.656234	train-auc:0.982337
[31]	eval-auc:0.655668	train-auc:0.983293
[32]	eval-auc:0.653608	train-auc:0.985096
[33]	eval-auc:0.650848	train-auc:0.98604
[34]	eval-auc:0.649402	train-auc:0.987393
[35]	eval-auc:0.648341	train-auc:0.988064
[36]	eval-auc:0.645523	train-auc:0.988764
[37]	eval-auc:0.64359	train-auc:0.989299
[38]	eval-auc:0.641258	train-auc:0.989558
[39]	eval-auc:0.640334	train-auc:0.990597
[40]	eval-auc:0.640547	train-auc:0.99181
[41]	eval-auc:0.639755	train-auc:0.992409
[42]	eval-auc:0.638726	train-auc:0.992669
[43]	eval-auc:0.63957	train-auc:0.993371
[44]	eval-auc:0.640326	train-auc:0.993831
[45]	eval-auc:0.642786	train-auc:0.994041
[46]	eval-auc:0.639221	train-auc:0.994137
[47]	eval-auc:0.641009	train-auc:0.994814
[48]	eval-auc:0.640342	train-auc:0.995151
[49]	eval-auc:0.643174	train-auc:0.995441
[50]	eval-auc:0.643686	train-auc:0.995994
[51]	eval-auc:0.643009	train-auc:0.996059
[52]	eval-auc:0.643871	train-auc:0.996555
[53]	eval-auc:0.6466	train-auc:0.996703
[54]	eval-auc:0.644098	train-auc:0.997126
[55]	eval-auc:0.643198	train-auc:0.997298
[56]	eval-auc:0.63976	train-auc:0.997683
[57]	eval-auc:0.637424	train-auc:0.997973
[58]	eval-auc:0.638001	train-auc:0.998
[59]	eval-auc:0.641222	train-auc:0.998131
[60]	eval-auc:0.640977	train-auc:0.998107
[61]	eval-auc:0.640208	train-auc:0.998223
[62]	eval-auc:0.638794	train-auc:0.998334
[63]	eval-auc:0.639586	train-auc:0.998438
[64]	eval-auc:0.636637	train-auc:0.998705
[65]	eval-auc:0.635942	train-auc:0.998772
[66]	eval-auc:0.635743	train-auc:0.998997
[67]	eval-auc:0.631243	train-auc:0.999035
[68]	eval-auc:0.631424	train-auc:0.999047
[69]	eval-auc:0.634225	train-auc:0.99921
[70]	eval-auc:0.643195	train-auc:0.999248
[71]	eval-auc:0.643797	train-auc:0.999343
[72]	eval-auc:0.644934	train-auc:0.999412
[73]	eval-auc:0.643548	train-auc:0.999538
[74]	eval-auc:0.640782	train-auc:0.999502
[75]	eval-auc:0.640515	train-auc:0.999554
[76]	eval-auc:0.642487	train-auc:0.999686
[77]	eval-auc:0.641007	train-auc:0.99967
[78]	eval-auc:0.642673	train-auc:0.999709
[79]	eval-auc:0.640553	train-auc:0.999737
[80]	eval-auc:0.642282	train-auc:0.999855
[81]	eval-auc:0.641398	train-auc:0.999879
[82]	eval-auc:0.641531	train-auc:0.999918
[83]	eval-auc:0.640064	train-auc:0.999927
[84]	eval-auc:0.641513	train-auc:0.999949
[85]	eval-auc:0.640693	train-auc:0.999956
[86]	eval-auc:0.6436	train-auc:0.999954
[87]	eval-auc:0.644177	train-auc:0.999956
[88]	eval-auc:0.645991	train-auc:0.999947
[89]	eval-auc:0.647096	train-auc:0.999971
[90]	eval-auc:0.64709	train-auc:0.999975
[91]	eval-auc:0.647032	train-auc:0.999979
[92]	eval-auc:0.646235	train-auc:0.999992
[93]	eval-auc:0.643967	train-auc:0.999989
[94]	eval-auc:0.643649	train-auc:0.999989
[95]	eval-auc:0.642448	train-auc:1
[96]	eval-auc:0.644104	train-auc:1
[97]	eval-auc:0.643009	train-auc:1
[98]	eval-auc:0.645913	train-auc:0.999999
[99]	eval-auc:0.64568	train-auc:1
[100]	eval-auc:0.645942	train-auc:0.999999
[101]	eval-auc:0.645953	train-auc:1
[102]	eval-auc:0.644797	train-auc:1
[103]	eval-auc:0.646189	train-auc:0.999997
[104]	eval-auc:0.646367	train-auc:0.999999
[105]	eval-auc:0.644939	train-auc:0.999998
[106]	eval-auc:0.644005	train-auc:0.999998
[107]	eval-auc:0.643521	train-auc:0.999998
[108]	eval-auc:0.642741	train-auc:0.999997
[109]	eval-auc:0.643666	train-auc:1
[110]	eval-auc:0.649309	train-auc:0.999999
[111]	eval-auc:0.648683	train-auc:0.999999
[112]	eval-auc:0.649262	train-auc:0.999998
[113]	eval-auc:0.649685	train-auc:0.999999
[114]	eval-auc:0.649435	train-auc:0.999999
[115]	eval-auc:0.649242	train-auc:1
[116]	eval-auc:0.65143	train-auc:1
[117]	eval-auc:0.650686	train-auc:1
[118]	eval-auc:0.651284	train-auc:1
[119]	eval-auc:0.650725	train-auc:1
[120]	eval-auc:0.65089	train-auc:1
[121]	eval-auc:0.65133	train-auc:1
[122]	eval-auc:0.650594	train-auc:1
[123]	eval-auc:0.64969	train-auc:1
[124]	eval-auc:0.649598	train-auc:1
[125]	eval-auc:0.650346	train-auc:0.999999
[126]	eval-auc:0.650521	train-auc:1
[127]	eval-auc:0.650189	train-auc:1
[128]	eval-auc:0.649145	train-auc:1
[129]	eval-auc:0.648803	train-auc:1
[130]	eval-auc:0.648666	train-auc:1
[131]	eval-auc:0.648557	train-auc:0.999999
[132]	eval-auc:0.652604	train-auc:1
[133]	eval-auc:0.65259	train-auc:1
[134]	eval-auc:0.652141	train-auc:1
[135]	eval-auc:0.651663	train-auc:1
[136]	eval-auc:0.650775	train-auc:1
[137]	eval-auc:0.651691	train-auc:1
[138]	eval-auc:0.652557	train-auc:1
[139]	eval-auc:0.651649	train-auc:1
[140]	eval-auc:0.653219	train-auc:0.999999
[141]	eval-auc:0.652217	train-auc:1
[142]	eval-auc:0.651585	train-auc:1
[143]	eval-auc:0.650867	train-auc:1
[144]	eval-auc:0.652179	train-auc:1
[145]	eval-auc:0.652105	train-auc:1
[146]	eval-auc:0.652778	train-auc:1
[147]	eval-auc:0.652378	train-auc:1
[148]	eval-auc:0.651142	train-auc:1
[149]	eval-auc:0.651914	train-auc:1
[150]	eval-auc:0.652301	train-auc:1
[151]	eval-auc:0.652421	train-auc:1
[152]	eval-auc:0.652548	train-auc:1
[153]	eval-auc:0.652415	train-auc:1
[154]	eval-auc:0.652045	train-auc:1
[155]	eval-auc:0.651593	train-auc:1
[156]	eval-auc:0.651279	train-auc:1
[157]	eval-auc:0.651139	train-auc:1
[158]	eval-auc:0.650328	train-auc:1
[159]	eval-auc:0.652458	train-auc:1
[160]	eval-auc:0.652301	train-auc:1
[161]	eval-auc:0.652312	train-auc:1
[162]	eval-auc:0.652022	train-auc:1
[163]	eval-auc:0.651876	train-auc:1
[164]	eval-auc:0.652692	train-auc:1
[165]	eval-auc:0.652933	train-auc:1
[166]	eval-auc:0.653049	train-auc:1
[167]	eval-auc:0.652869	train-auc:1
[168]	eval-auc:0.653107	train-auc:1
[169]	eval-auc:0.652711	train-auc:1
[170]	eval-auc:0.652732	train-auc:1
[171]	eval-auc:0.652904	train-auc:1
[172]	eval-auc:0.651514	train-auc:1
[173]	eval-auc:0.65152	train-auc:1
[174]	eval-auc:0.652866	train-auc:1
[175]	eval-auc:0.652589	train-auc:1
[176]	eval-auc:0.652869	train-auc:1
[177]	eval-auc:0.652661	train-auc:1
[178]	eval-auc:0.652295	train-auc:1
[179]	eval-auc:0.652534	train-auc:1
[180]	eval-auc:0.651793	train-auc:1
[181]	eval-auc:0.652227	train-auc:1
[182]	eval-auc:0.651485	train-auc:1
[183]	eval-auc:0.651997	train-auc:1
[184]	eval-auc:0.651998	train-auc:1
[185]	eval-auc:0.652342	train-auc:1
[186]	eval-auc:0.652234	train-auc:1
[187]	eval-auc:0.652784	train-auc:1
[188]	eval-auc:0.653084	train-auc:1
[189]	eval-auc:0.652329	train-auc:1
[190]	eval-auc:0.65284	train-auc:1
[191]	eval-auc:0.652	train-auc:1
[192]	eval-auc:0.651252	train-auc:1
[193]	eval-auc:0.651607	train-auc:1
[194]	eval-auc:0.652874	train-auc:1
[195]	eval-auc:0.65259	train-auc:1
[196]	eval-auc:0.653133	train-auc:1
[197]	eval-auc:0.652785	train-auc:1
[198]	eval-auc:0.653632	train-auc:1
[199]	eval-auc:0.653658	train-auc:1
[200]	eval-auc:0.653177	train-auc:1
[201]	eval-auc:0.65283	train-auc:1
[202]	eval-auc:0.653166	train-auc:1
[203]	eval-auc:0.652868	train-auc:1
[204]	eval-auc:0.652944	train-auc:1
[205]	eval-auc:0.652054	train-auc:1
[206]	eval-auc:0.652193	train-auc:1
[207]	eval-auc:0.652417	train-auc:1
[208]	eval-auc:0.651439	train-auc:1
[209]	eval-auc:0.65149	train-auc:1
[210]	eval-auc:0.6512	train-auc:1
[211]	eval-auc:0.650823	train-auc:1
[212]	eval-auc:0.650384	train-auc:1
[213]	eval-auc:0.650934	train-auc:1
[214]	eval-auc:0.65104	train-auc:1
[215]	eval-auc:0.650381	train-auc:1
[216]	eval-auc:0.650389	train-auc:1
[217]	eval-auc:0.650306	train-auc:1
[218]	eval-auc:0.649939	train-auc:1
[219]	eval-auc:0.650634	train-auc:1
[220]	eval-auc:0.650108	train-auc:1
[221]	eval-auc:0.650235	train-auc:1
[222]	eval-auc:0.650679	train-auc:1
[223]	eval-auc:0.650643	train-auc:1
[224]	eval-auc:0.650833	train-auc:1
[225]	eval-auc:0.650383	train-auc:1
[226]	eval-auc:0.650405	train-auc:1
[227]	eval-auc:0.650349	train-auc:1
[228]	eval-auc:0.651494	train-auc:1
[229]	eval-auc:0.651898	train-auc:1
[230]	eval-auc:0.652047	train-auc:1
[231]	eval-auc:0.652606	train-auc:1
[232]	eval-auc:0.65268	train-auc:1
[233]	eval-auc:0.652351	train-auc:1
[234]	eval-auc:0.651723	train-auc:1
[235]	eval-auc:0.650868	train-auc:1
[236]	eval-auc:0.65062	train-auc:1
[237]	eval-auc:0.650148	train-auc:1
[238]	eval-auc:0.649897	train-auc:1
[239]	eval-auc:0.649583	train-auc:1
[240]	eval-auc:0.649326	train-auc:1
[241]	eval-auc:0.649775	train-auc:1
[242]	eval-auc:0.649775	train-auc:1
[243]	eval-auc:0.649551	train-auc:1
[244]	eval-auc:0.649668	train-auc:1
[245]	eval-auc:0.649527	train-auc:1
[246]	eval-auc:0.650165	train-auc:1
[247]	eval-auc:0.649469	train-auc:1
[248]	eval-auc:0.649189	train-auc:1
[249]	eval-auc:0.649476	train-auc:1
[250]	eval-auc:0.650151	train-auc:1
[251]	eval-auc:0.649952	train-auc:1
[252]	eval-auc:0.650137	train-auc:1
[253]	eval-auc:0.650577	train-auc:1
[254]	eval-auc:0.650481	train-auc:1
[255]	eval-auc:0.650862	train-auc:1
[256]	eval-auc:0.651307	train-auc:1
[257]	eval-auc:0.65115	train-auc:1
[258]	eval-auc:0.650998	train-auc:1
[259]	eval-auc:0.650629	train-auc:1
[260]	eval-auc:0.651767	train-auc:1
[261]	eval-auc:0.651019	train-auc:1
[262]	eval-auc:0.650745	train-auc:1
[263]	eval-auc:0.650568	train-auc:1
[264]	eval-auc:0.65002	train-auc:1
[265]	eval-auc:0.649781	train-auc:1
[266]	eval-auc:0.649364	train-auc:1
[267]	eval-auc:0.649143	train-auc:1
[268]	eval-auc:0.649469	train-auc:1
[269]	eval-auc:0.649793	train-auc:1
[270]	eval-auc:0.649761	train-auc:1
[271]	eval-auc:0.6496	train-auc:1
[272]	eval-auc:0.649332	train-auc:1
[273]	eval-auc:0.649061	train-auc:1
[274]	eval-auc:0.648659	train-auc:1
[275]	eval-auc:0.647801	train-auc:1
[276]	eval-auc:0.647596	train-auc:1
[277]	eval-auc:0.646999	train-auc:1
[278]	eval-auc:0.647703	train-auc:1
[279]	eval-auc:0.647103	train-auc:1
[280]	eval-auc:0.647833	train-auc:1
[281]	eval-auc:0.647415	train-auc:1
[282]	eval-auc:0.647785	train-auc:1
[283]	eval-auc:0.648301	train-auc:1
[284]	eval-auc:0.647852	train-auc:1
[285]	eval-auc:0.647945	train-auc:1
[286]	eval-auc:0.648418	train-auc:1
[287]	eval-auc:0.64875	train-auc:1
[288]	eval-auc:0.648921	train-auc:1
[289]	eval-auc:0.64907	train-auc:1
[290]	eval-auc:0.650325	train-auc:1
[291]	eval-auc:0.649406	train-auc:1
[292]	eval-auc:0.649882	train-auc:1
[293]	eval-auc:0.649216	train-auc:1
[294]	eval-auc:0.648382	train-auc:1
[295]	eval-auc:0.648225	train-auc:1
[296]	eval-auc:0.648225	train-auc:1
[297]	eval-auc:0.648267	train-auc:1
[298]	eval-auc:0.648092	train-auc:1
[299]	eval-auc:0.648689	train-auc:1
[300]	eval-auc:0.647986	train-auc:1
[301]	eval-auc:0.648537	train-auc:1
[302]	eval-auc:0.648225	train-auc:1
[303]	eval-auc:0.647897	train-auc:1
[304]	eval-auc:0.648041	train-auc:1
[305]	eval-auc:0.64752	train-auc:1
[306]	eval-auc:0.646969	train-auc:1
[307]	eval-auc:0.646719	train-auc:1
[308]	eval-auc:0.647594	train-auc:1
[309]	eval-auc:0.647302	train-auc:1
[310]	eval-auc:0.647975	train-auc:1
[311]	eval-auc:0.64805	train-auc:1
[312]	eval-auc:0.6481	train-auc:1
[313]	eval-auc:0.651563	train-auc:1
[314]	eval-auc:0.651208	train-auc:1
[315]	eval-auc:0.650931	train-auc:1
[316]	eval-auc:0.650647	train-auc:1
[317]	eval-auc:0.650647	train-auc:1
[318]	eval-auc:0.65074	train-auc:1
[319]	eval-auc:0.650629	train-auc:1
[320]	eval-auc:0.65057	train-auc:1
[321]	eval-auc:0.650437	train-auc:1
[322]	eval-auc:0.650532	train-auc:1
[323]	eval-auc:0.650532	train-auc:1
[324]	eval-auc:0.65142	train-auc:1
[325]	eval-auc:0.651531	train-auc:1
[326]	eval-auc:0.651914	train-auc:1
[327]	eval-auc:0.65122	train-auc:1
[328]	eval-auc:0.65122	train-auc:1
[329]	eval-auc:0.65122	train-auc:1
[330]	eval-auc:0.650835	train-auc:1
[331]	eval-auc:0.650989	train-auc:1
[332]	eval-auc:0.650769	train-auc:1
[333]	eval-auc:0.651048	train-auc:1
[334]	eval-auc:0.651068	train-auc:1
[335]	eval-auc:0.650972	train-auc:1
[336]	eval-auc:0.651101	train-auc:1
[337]	eval-auc:0.650994	train-auc:1
[338]	eval-auc:0.650966	train-auc:1
[339]	eval-auc:0.650687	train-auc:1
[340]	eval-auc:0.650912	train-auc:1
[341]	eval-auc:0.650912	train-auc:1
[342]	eval-auc:0.651313	train-auc:1
[343]	eval-auc:0.65148	train-auc:1
[344]	eval-auc:0.65148	train-auc:1
[345]	eval-auc:0.651809	train-auc:1
[346]	eval-auc:0.651809	train-auc:1
[347]	eval-auc:0.65134	train-auc:1
	Score 0.6513403135621094


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.5, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 11, 'min_child_weight': 5.0, 'n_estimators': 525.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.703361	train-auc:0.881519
[1]	eval-auc:0.654664	train-auc:0.93074
[2]	eval-auc:0.679271	train-auc:0.956736
[3]	eval-auc:0.68663	train-auc:0.975844
[4]	eval-auc:0.692611	train-auc:0.981865
[5]	eval-auc:0.691102	train-auc:0.988452
[6]	eval-auc:0.691184	train-auc:0.99149
[7]	eval-auc:0.689741	train-auc:0.993037
[8]	eval-auc:0.690539	train-auc:0.995059
[9]	eval-auc:0.690318	train-auc:0.997399
[10]	eval-auc:0.689677	train-auc:0.998211
[11]	eval-auc:0.690966	train-auc:0.998419
[12]	eval-auc:0.691888	train-auc:0.999
[13]	eval-auc:0.692214	train-auc:0.999246
[14]	eval-auc:0.686456	train-auc:0.999606
[15]	eval-auc:0.6946	train-auc:0.999801
[16]	eval-auc:0.696244	train-auc:0.999875
[17]	eval-auc:0.696078	train-auc:0.999895
[18]	eval-auc:0.69685	train-auc:0.999931
[19]	eval-auc:0.697092	train-auc:0.999962
[20]	eval-auc:0.696474	train-auc:0.999971
[21]	eval-auc:0.691656	train-auc:0.999983
[22]	eval-auc:0.692256	train-auc:0.999991
[23]	eval-auc:0.690403	train-auc:0.99999
[24]	eval-auc:0.689563	train-auc:0.999996
[25]	eval-auc:0.688585	train-auc:0.999993
[26]	eval-auc:0.683948	train-auc:0.999987
[27]	eval-auc:0.685115	train-auc:0.999989
[28]	eval-auc:0.6853	train-auc:0.999996
[29]	eval-auc:0.684294	train-auc:1
[30]	eval-auc:0.683027	train-auc:1
[31]	eval-auc:0.687699	train-auc:1
[32]	eval-auc:0.687792	train-auc:1
[33]	eval-auc:0.688879	train-auc:1
[34]	eval-auc:0.688343	train-auc:1
[35]	eval-auc:0.687638	train-auc:1
[36]	eval-auc:0.687304	train-auc:1
[37]	eval-auc:0.68694	train-auc:1
[38]	eval-auc:0.684244	train-auc:1
[39]	eval-auc:0.682453	train-auc:1
[40]	eval-auc:0.6821	train-auc:1
[41]	eval-auc:0.682503	train-auc:1
[42]	eval-auc:0.681771	train-auc:1
[43]	eval-auc:0.681556	train-auc:1
[44]	eval-auc:0.681969	train-auc:1
[45]	eval-auc:0.681693	train-auc:1
[46]	eval-auc:0.684108	train-auc:1
[47]	eval-auc:0.68495	train-auc:1
[48]	eval-auc:0.686193	train-auc:1
[49]	eval-auc:0.685032	train-auc:1
[50]	eval-auc:0.684716	train-auc:1
[51]	eval-auc:0.684161	train-auc:1
[52]	eval-auc:0.684157	train-auc:1
[53]	eval-auc:0.683123	train-auc:1
[54]	eval-auc:0.683031	train-auc:1
[55]	eval-auc:0.683108	train-auc:1
[56]	eval-auc:0.68344	train-auc:1
[57]	eval-auc:0.683167	train-auc:1
[58]	eval-auc:0.684224	train-auc:1
[59]	eval-auc:0.685118	train-auc:1
[60]	eval-auc:0.684879	train-auc:1
[61]	eval-auc:0.684769	train-auc:1
[62]	eval-auc:0.685383	train-auc:1
[63]	eval-auc:0.685387	train-auc:1
[64]	eval-auc:0.685016	train-auc:1
[65]	eval-auc:0.683933	train-auc:1
[66]	eval-auc:0.683388	train-auc:1
[67]	eval-auc:0.682904	train-auc:1
[68]	eval-auc:0.682802	train-auc:1
[69]	eval-auc:0.681719	train-auc:1
[70]	eval-auc:0.681366	train-auc:1
[71]	eval-auc:0.681028	train-auc:1
[72]	eval-auc:0.680804	train-auc:1
[73]	eval-auc:0.680837	train-auc:1
[74]	eval-auc:0.681675	train-auc:1
[75]	eval-auc:0.68206	train-auc:1
[76]	eval-auc:0.683012	train-auc:1
[77]	eval-auc:0.682998	train-auc:1
[78]	eval-auc:0.682585	train-auc:1
[79]	eval-auc:0.683181	train-auc:1
[80]	eval-auc:0.682602	train-auc:1
[81]	eval-auc:0.683031	train-auc:1
[82]	eval-auc:0.683031	train-auc:1
[83]	eval-auc:0.682894	train-auc:1
[84]	eval-auc:0.682888	train-auc:1
[85]	eval-auc:0.682888	train-auc:1
[86]	eval-auc:0.682888	train-auc:1
[87]	eval-auc:0.684125	train-auc:1
[88]	eval-auc:0.684408	train-auc:1
[89]	eval-auc:0.684495	train-auc:1
[90]	eval-auc:0.684495	train-auc:1
[91]	eval-auc:0.684224	train-auc:1
[92]	eval-auc:0.684183	train-auc:1
[93]	eval-auc:0.684551	train-auc:1
[94]	eval-auc:0.684565	train-auc:1
[95]	eval-auc:0.684629	train-auc:1
[96]	eval-auc:0.684321	train-auc:1
[97]	eval-auc:0.684321	train-auc:1
[98]	eval-auc:0.684298	train-auc:1
[99]	eval-auc:0.684298	train-auc:1
[100]	eval-auc:0.684512	train-auc:1
[101]	eval-auc:0.684512	train-auc:1
[102]	eval-auc:0.684195	train-auc:1
[103]	eval-auc:0.684195	train-auc:1
[104]	eval-auc:0.684315	train-auc:1
[105]	eval-auc:0.684015	train-auc:1
[106]	eval-auc:0.684169	train-auc:1
[107]	eval-auc:0.684169	train-auc:1
[108]	eval-auc:0.684169	train-auc:1
[109]	eval-auc:0.683685	train-auc:1
[110]	eval-auc:0.683685	train-auc:1
[111]	eval-auc:0.683685	train-auc:1
[112]	eval-auc:0.683424	train-auc:1
[113]	eval-auc:0.683424	train-auc:1
[114]	eval-auc:0.683424	train-auc:1
[115]	eval-auc:0.683424	train-auc:1
[116]	eval-auc:0.683642	train-auc:1
[117]	eval-auc:0.683024	train-auc:1
[118]	eval-auc:0.683024	train-auc:1
[119]	eval-auc:0.683024	train-auc:1
[120]	eval-auc:0.682374	train-auc:1
[121]	eval-auc:0.681757	train-auc:1
[122]	eval-auc:0.681628	train-auc:1
[123]	eval-auc:0.681628	train-auc:1
[124]	eval-auc:0.681628	train-auc:1
[125]	eval-auc:0.681628	train-auc:1
[126]	eval-auc:0.681539	train-auc:1
[127]	eval-auc:0.681661	train-auc:1
[128]	eval-auc:0.681661	train-auc:1
[129]	eval-auc:0.681826	train-auc:1
[130]	eval-auc:0.682008	train-auc:1
[131]	eval-auc:0.681929	train-auc:1
[132]	eval-auc:0.681848	train-auc:1
[133]	eval-auc:0.681899	train-auc:1
[134]	eval-auc:0.681899	train-auc:1
[135]	eval-auc:0.682197	train-auc:1
[136]	eval-auc:0.682197	train-auc:1
[137]	eval-auc:0.682113	train-auc:1
[138]	eval-auc:0.682113	train-auc:1
[139]	eval-auc:0.682113	train-auc:1
[140]	eval-auc:0.681868	train-auc:1
[141]	eval-auc:0.681868	train-auc:1
[142]	eval-auc:0.681816	train-auc:1
[143]	eval-auc:0.681529	train-auc:1
[144]	eval-auc:0.681529	train-auc:1
[145]	eval-auc:0.681529	train-auc:1
[146]	eval-auc:0.681529	train-auc:1
[147]	eval-auc:0.681529	train-auc:1
[148]	eval-auc:0.681475	train-auc:1
[149]	eval-auc:0.680919	train-auc:1
[150]	eval-auc:0.680919	train-auc:1
[151]	eval-auc:0.68086	train-auc:1
[152]	eval-auc:0.68086	train-auc:1
[153]	eval-auc:0.68086	train-auc:1
[154]	eval-auc:0.68086	train-auc:1
[155]	eval-auc:0.68086	train-auc:1
[156]	eval-auc:0.68086	train-auc:1
[157]	eval-auc:0.680976	train-auc:1
[158]	eval-auc:0.680976	train-auc:1
[159]	eval-auc:0.680976	train-auc:1
[160]	eval-auc:0.680976	train-auc:1
[161]	eval-auc:0.680976	train-auc:1
[162]	eval-auc:0.680336	train-auc:1
[163]	eval-auc:0.680154	train-auc:1
[164]	eval-auc:0.679802	train-auc:1
[165]	eval-auc:0.679232	train-auc:1
[166]	eval-auc:0.68007	train-auc:1
[167]	eval-auc:0.679828	train-auc:1
[168]	eval-auc:0.680408	train-auc:1
[169]	eval-auc:0.680288	train-auc:1
[170]	eval-auc:0.680288	train-auc:1
[171]	eval-auc:0.68038	train-auc:1
[172]	eval-auc:0.68038	train-auc:1
[173]	eval-auc:0.67991	train-auc:1
[174]	eval-auc:0.67991	train-auc:1
[175]	eval-auc:0.67991	train-auc:1
[176]	eval-auc:0.680438	train-auc:1
[177]	eval-auc:0.679924	train-auc:1
[178]	eval-auc:0.679924	train-auc:1
[179]	eval-auc:0.679924	train-auc:1
[180]	eval-auc:0.67941	train-auc:1
[181]	eval-auc:0.67941	train-auc:1
[182]	eval-auc:0.67941	train-auc:1
[183]	eval-auc:0.67941	train-auc:1
[184]	eval-auc:0.67941	train-auc:1
[185]	eval-auc:0.67941	train-auc:1
[186]	eval-auc:0.67941	train-auc:1
[187]	eval-auc:0.67941	train-auc:1
[188]	eval-auc:0.679347	train-auc:1
[189]	eval-auc:0.679249	train-auc:1
[190]	eval-auc:0.679249	train-auc:1
[191]	eval-auc:0.679249	train-auc:1
[192]	eval-auc:0.67943	train-auc:1
[193]	eval-auc:0.679359	train-auc:1
[194]	eval-auc:0.679359	train-auc:1
[195]	eval-auc:0.679359	train-auc:1
[196]	eval-auc:0.679359	train-auc:1
[197]	eval-auc:0.679359	train-auc:1
[198]	eval-auc:0.679359	train-auc:1
[199]	eval-auc:0.679576	train-auc:1
[200]	eval-auc:0.679576	train-auc:1
[201]	eval-auc:0.680186	train-auc:1
[202]	eval-auc:0.680186	train-auc:1
[203]	eval-auc:0.680186	train-auc:1
[204]	eval-auc:0.680501	train-auc:1
[205]	eval-auc:0.680285	train-auc:1
[206]	eval-auc:0.680285	train-auc:1
[207]	eval-auc:0.680285	train-auc:1
[208]	eval-auc:0.680285	train-auc:1
[209]	eval-auc:0.680432	train-auc:1
[210]	eval-auc:0.680878	train-auc:1
[211]	eval-auc:0.680878	train-auc:1
[212]	eval-auc:0.680878	train-auc:1
[213]	eval-auc:0.680878	train-auc:1
[214]	eval-auc:0.680878	train-auc:1
[215]	eval-auc:0.680878	train-auc:1
[216]	eval-auc:0.680878	train-auc:1
[217]	eval-auc:0.681283	train-auc:1
[218]	eval-auc:0.681283	train-auc:1
[219]	eval-auc:0.681268	train-auc:1
[220]	eval-auc:0.681268	train-auc:1
[221]	eval-auc:0.680763	train-auc:1
[222]	eval-auc:0.679762	train-auc:1
[223]	eval-auc:0.679596	train-auc:1
[224]	eval-auc:0.679266	train-auc:1
[225]	eval-auc:0.679878	train-auc:1
[226]	eval-auc:0.679188	train-auc:1
[227]	eval-auc:0.679188	train-auc:1
[228]	eval-auc:0.678858	train-auc:1
[229]	eval-auc:0.678858	train-auc:1
[230]	eval-auc:0.678809	train-auc:1
[231]	eval-auc:0.678809	train-auc:1
[232]	eval-auc:0.678809	train-auc:1
[233]	eval-auc:0.678578	train-auc:1
[234]	eval-auc:0.678578	train-auc:1
[235]	eval-auc:0.678789	train-auc:1
[236]	eval-auc:0.678789	train-auc:1
[237]	eval-auc:0.678789	train-auc:1
[238]	eval-auc:0.678789	train-auc:1
[239]	eval-auc:0.678789	train-auc:1
[240]	eval-auc:0.678789	train-auc:1
[241]	eval-auc:0.678789	train-auc:1
[242]	eval-auc:0.678789	train-auc:1
[243]	eval-auc:0.678789	train-auc:1
[244]	eval-auc:0.678789	train-auc:1
[245]	eval-auc:0.678914	train-auc:1
[246]	eval-auc:0.678914	train-auc:1
[247]	eval-auc:0.678914	train-auc:1
[248]	eval-auc:0.678917	train-auc:1
[249]	eval-auc:0.678917	train-auc:1
[250]	eval-auc:0.679079	train-auc:1
[251]	eval-auc:0.679079	train-auc:1
[252]	eval-auc:0.679079	train-auc:1
[253]	eval-auc:0.679079	train-auc:1
[254]	eval-auc:0.679079	train-auc:1
[255]	eval-auc:0.679079	train-auc:1
[256]	eval-auc:0.678935	train-auc:1
[257]	eval-auc:0.678986	train-auc:1
[258]	eval-auc:0.679427	train-auc:1
[259]	eval-auc:0.679427	train-auc:1
[260]	eval-auc:0.679089	train-auc:1
[261]	eval-auc:0.679089	train-auc:1
[262]	eval-auc:0.679089	train-auc:1
[263]	eval-auc:0.679089	train-auc:1
[264]	eval-auc:0.679305	train-auc:1
[265]	eval-auc:0.679013	train-auc:1
[266]	eval-auc:0.679013	train-auc:1
[267]	eval-auc:0.679013	train-auc:1
[268]	eval-auc:0.679013	train-auc:1
[269]	eval-auc:0.678998	train-auc:1
[270]	eval-auc:0.678998	train-auc:1
[271]	eval-auc:0.678998	train-auc:1
[272]	eval-auc:0.678998	train-auc:1
[273]	eval-auc:0.678556	train-auc:1
[274]	eval-auc:0.678556	train-auc:1
[275]	eval-auc:0.678556	train-auc:1
[276]	eval-auc:0.678556	train-auc:1
[277]	eval-auc:0.678556	train-auc:1
[278]	eval-auc:0.678556	train-auc:1
[279]	eval-auc:0.678638	train-auc:1
[280]	eval-auc:0.677787	train-auc:1
[281]	eval-auc:0.677787	train-auc:1
[282]	eval-auc:0.677787	train-auc:1
[283]	eval-auc:0.677787	train-auc:1
[284]	eval-auc:0.677787	train-auc:1
[285]	eval-auc:0.677787	train-auc:1
[286]	eval-auc:0.677787	train-auc:1
[287]	eval-auc:0.677787	train-auc:1
[288]	eval-auc:0.677603	train-auc:1
[289]	eval-auc:0.677603	train-auc:1
[290]	eval-auc:0.677603	train-auc:1
[291]	eval-auc:0.677603	train-auc:1
[292]	eval-auc:0.677603	train-auc:1
[293]	eval-auc:0.677603	train-auc:1
[294]	eval-auc:0.677603	train-auc:1
[295]	eval-auc:0.677603	train-auc:1
[296]	eval-auc:0.677603	train-auc:1
[297]	eval-auc:0.677603	train-auc:1
[298]	eval-auc:0.677603	train-auc:1
[299]	eval-auc:0.677603	train-auc:1
[300]	eval-auc:0.677576	train-auc:1
[301]	eval-auc:0.677576	train-auc:1
[302]	eval-auc:0.677579	train-auc:1
[303]	eval-auc:0.677579	train-auc:1
[304]	eval-auc:0.677579	train-auc:1
[305]	eval-auc:0.677579	train-auc:1
[306]	eval-auc:0.677579	train-auc:1
[307]	eval-auc:0.677579	train-auc:1
[308]	eval-auc:0.677579	train-auc:1
[309]	eval-auc:0.681641	train-auc:1
[310]	eval-auc:0.681641	train-auc:1
[311]	eval-auc:0.681641	train-auc:1
[312]	eval-auc:0.681641	train-auc:1
[313]	eval-auc:0.68072	train-auc:1
[314]	eval-auc:0.68072	train-auc:1
[315]	eval-auc:0.68072	train-auc:1
[316]	eval-auc:0.68072	train-auc:1
[317]	eval-auc:0.68072	train-auc:1
[318]	eval-auc:0.68072	train-auc:1
[319]	eval-auc:0.68072	train-auc:1
[320]	eval-auc:0.68072	train-auc:1
[321]	eval-auc:0.68072	train-auc:1
[322]	eval-auc:0.68072	train-auc:1
[323]	eval-auc:0.68072	train-auc:1
[324]	eval-auc:0.680537	train-auc:1
[325]	eval-auc:0.680731	train-auc:1
[326]	eval-auc:0.680731	train-auc:1
[327]	eval-auc:0.680731	train-auc:1
[328]	eval-auc:0.680731	train-auc:1
[329]	eval-auc:0.680731	train-auc:1
[330]	eval-auc:0.680731	train-auc:1
[331]	eval-auc:0.680731	train-auc:1
[332]	eval-auc:0.680731	train-auc:1
[333]	eval-auc:0.680731	train-auc:1
[334]	eval-auc:0.680731	train-auc:1
[335]	eval-auc:0.680731	train-auc:1
[336]	eval-auc:0.680731	train-auc:1
[337]	eval-auc:0.680731	train-auc:1
[338]	eval-auc:0.680731	train-auc:1
[339]	eval-auc:0.680731	train-auc:1
[340]	eval-auc:0.680731	train-auc:1
[341]	eval-auc:0.680731	train-auc:1
[342]	eval-auc:0.680731	train-auc:1
[343]	eval-auc:0.680731	train-auc:1
[344]	eval-auc:0.680731	train-auc:1
[345]	eval-auc:0.680731	train-auc:1
[346]	eval-auc:0.680731	train-auc:1
[347]	eval-auc:0.680696	train-auc:1
[348]	eval-auc:0.680696	train-auc:1
[349]	eval-auc:0.680696	train-auc:1
[350]	eval-auc:0.680696	train-auc:1
[351]	eval-auc:0.680696	train-auc:1
[352]	eval-auc:0.680696	train-auc:1
[353]	eval-auc:0.680696	train-auc:1
[354]	eval-auc:0.680696	train-auc:1
[355]	eval-auc:0.680109	train-auc:1
[356]	eval-auc:0.680109	train-auc:1
[357]	eval-auc:0.680109	train-auc:1
[358]	eval-auc:0.680109	train-auc:1
[359]	eval-auc:0.680109	train-auc:1
[360]	eval-auc:0.680109	train-auc:1
[361]	eval-auc:0.680109	train-auc:1
[362]	eval-auc:0.680109	train-auc:1
[363]	eval-auc:0.680109	train-auc:1
[364]	eval-auc:0.680109	train-auc:1
[365]	eval-auc:0.680109	train-auc:1
[366]	eval-auc:0.679835	train-auc:1
[367]	eval-auc:0.679835	train-auc:1
[368]	eval-auc:0.679835	train-auc:1
[369]	eval-auc:0.679835	train-auc:1
[370]	eval-auc:0.679835	train-auc:1
[371]	eval-auc:0.679835	train-auc:1
[372]	eval-auc:0.679835	train-auc:1
[373]	eval-auc:0.679835	train-auc:1
[374]	eval-auc:0.679835	train-auc:1
[375]	eval-auc:0.679643	train-auc:1
[376]	eval-auc:0.679643	train-auc:1
[377]	eval-auc:0.679643	train-auc:1
[378]	eval-auc:0.679643	train-auc:1
[379]	eval-auc:0.679643	train-auc:1
[380]	eval-auc:0.679643	train-auc:1
[381]	eval-auc:0.679643	train-auc:1
[382]	eval-auc:0.679643	train-auc:1
[383]	eval-auc:0.679643	train-auc:1
[384]	eval-auc:0.679643	train-auc:1
[385]	eval-auc:0.679643	train-auc:1
[386]	eval-auc:0.679643	train-auc:1
[387]	eval-auc:0.679643	train-auc:1
[388]	eval-auc:0.679643	train-auc:1
[389]	eval-auc:0.679777	train-auc:1
[390]	eval-auc:0.679777	train-auc:1
[391]	eval-auc:0.679777	train-auc:1
[392]	eval-auc:0.679777	train-auc:1
[393]	eval-auc:0.679777	train-auc:1
[394]	eval-auc:0.679777	train-auc:1
[395]	eval-auc:0.679777	train-auc:1
[396]	eval-auc:0.679777	train-auc:1
[397]	eval-auc:0.679777	train-auc:1
[398]	eval-auc:0.679557	train-auc:1
[399]	eval-auc:0.679557	train-auc:1
[400]	eval-auc:0.679557	train-auc:1
[401]	eval-auc:0.679557	train-auc:1
[402]	eval-auc:0.679557	train-auc:1
[403]	eval-auc:0.679557	train-auc:1
[404]	eval-auc:0.679557	train-auc:1
[405]	eval-auc:0.679557	train-auc:1
[406]	eval-auc:0.679557	train-auc:1
[407]	eval-auc:0.679413	train-auc:1
[408]	eval-auc:0.679413	train-auc:1
[409]	eval-auc:0.679413	train-auc:1
[410]	eval-auc:0.679413	train-auc:1
[411]	eval-auc:0.679413	train-auc:1
[412]	eval-auc:0.679413	train-auc:1
[413]	eval-auc:0.679413	train-auc:1
[414]	eval-auc:0.679413	train-auc:1
[415]	eval-auc:0.679413	train-auc:1
[416]	eval-auc:0.679413	train-auc:1
[417]	eval-auc:0.679413	train-auc:1
[418]	eval-auc:0.679413	train-auc:1
[419]	eval-auc:0.679413	train-auc:1
[420]	eval-auc:0.679413	train-auc:1
[421]	eval-auc:0.679413	train-auc:1
[422]	eval-auc:0.679855	train-auc:1
[423]	eval-auc:0.679855	train-auc:1
[424]	eval-auc:0.679855	train-auc:1
[425]	eval-auc:0.679855	train-auc:1
[426]	eval-auc:0.679855	train-auc:1
[427]	eval-auc:0.679855	train-auc:1
[428]	eval-auc:0.679855	train-auc:1
[429]	eval-auc:0.679855	train-auc:1
[430]	eval-auc:0.680233	train-auc:1
[431]	eval-auc:0.680233	train-auc:1
[432]	eval-auc:0.680233	train-auc:1
[433]	eval-auc:0.680233	train-auc:1
[434]	eval-auc:0.680233	train-auc:1
[435]	eval-auc:0.680233	train-auc:1
[436]	eval-auc:0.680233	train-auc:1
[437]	eval-auc:0.680233	train-auc:1
[438]	eval-auc:0.680233	train-auc:1
[439]	eval-auc:0.680233	train-auc:1
[440]	eval-auc:0.680233	train-auc:1
[441]	eval-auc:0.680233	train-auc:1
[442]	eval-auc:0.680233	train-auc:1
[443]	eval-auc:0.680233	train-auc:1
[444]	eval-auc:0.680233	train-auc:1
[445]	eval-auc:0.680233	train-auc:1
[446]	eval-auc:0.680233	train-auc:1
[447]	eval-auc:0.680233	train-auc:1
[448]	eval-auc:0.680233	train-auc:1
[449]	eval-auc:0.680233	train-auc:1
[450]	eval-auc:0.680233	train-auc:1
[451]	eval-auc:0.680233	train-auc:1
[452]	eval-auc:0.680233	train-auc:1
[453]	eval-auc:0.680233	train-auc:1
[454]	eval-auc:0.680233	train-auc:1
[455]	eval-auc:0.680233	train-auc:1
[456]	eval-auc:0.680233	train-auc:1
[457]	eval-auc:0.680233	train-auc:1
[458]	eval-auc:0.680233	train-auc:1
[459]	eval-auc:0.680233	train-auc:1
[460]	eval-auc:0.680233	train-auc:1
[461]	eval-auc:0.680233	train-auc:1
[462]	eval-auc:0.680233	train-auc:1
[463]	eval-auc:0.680233	train-auc:1
[464]	eval-auc:0.680233	train-auc:1
[465]	eval-auc:0.680233	train-auc:1
[466]	eval-auc:0.680233	train-auc:1
[467]	eval-auc:0.680233	train-auc:1
[468]	eval-auc:0.680233	train-auc:1
[469]	eval-auc:0.680233	train-auc:1
[470]	eval-auc:0.680233	train-auc:1
[471]	eval-auc:0.680233	train-auc:1
[472]	eval-auc:0.680233	train-auc:1
[473]	eval-auc:0.680233	train-auc:1
[474]	eval-auc:0.680233	train-auc:1
[475]	eval-auc:0.680233	train-auc:1
[476]	eval-auc:0.680233	train-auc:1
[477]	eval-auc:0.680233	train-auc:1
[478]	eval-auc:0.680233	train-auc:1
[479]	eval-auc:0.680233	train-auc:1
[480]	eval-auc:0.680415	train-auc:1
[481]	eval-auc:0.680415	train-auc:1
[482]	eval-auc:0.680281	train-auc:1
[483]	eval-auc:0.680281	train-auc:1
[484]	eval-auc:0.680281	train-auc:1
[485]	eval-auc:0.680281	train-auc:1
[486]	eval-auc:0.680281	train-auc:1
[487]	eval-auc:0.680281	train-auc:1
[488]	eval-auc:0.680281	train-auc:1
[489]	eval-auc:0.680281	train-auc:1
[490]	eval-auc:0.680281	train-auc:1
[491]	eval-auc:0.680281	train-auc:1
[492]	eval-auc:0.680281	train-auc:1
[493]	eval-auc:0.680301	train-auc:1
[494]	eval-auc:0.680301	train-auc:1
[495]	eval-auc:0.680301	train-auc:1
[496]	eval-auc:0.680301	train-auc:1
[497]	eval-auc:0.680699	train-auc:1
[498]	eval-auc:0.680699	train-auc:1
[499]	eval-auc:0.680699	train-auc:1
[500]	eval-auc:0.680699	train-auc:1
[501]	eval-auc:0.680699	train-auc:1
[502]	eval-auc:0.680699	train-auc:1
[503]	eval-auc:0.680699	train-auc:1
[504]	eval-auc:0.680699	train-auc:1
[505]	eval-auc:0.680699	train-auc:1
[506]	eval-auc:0.680699	train-auc:1
[507]	eval-auc:0.680699	train-auc:1
[508]	eval-auc:0.680699	train-auc:1
[509]	eval-auc:0.680699	train-auc:1
[510]	eval-auc:0.680699	train-auc:1
[511]	eval-auc:0.680699	train-auc:1
[512]	eval-auc:0.680699	train-auc:1
[513]	eval-auc:0.680699	train-auc:1
[514]	eval-auc:0.680699	train-auc:1
[515]	eval-auc:0.680699	train-auc:1
[516]	eval-auc:0.680699	train-auc:1
[517]	eval-auc:0.680699	train-auc:1
[518]	eval-auc:0.680699	train-auc:1
[519]	eval-auc:0.680699	train-auc:1
[520]	eval-auc:0.680699	train-auc:1
[521]	eval-auc:0.680699	train-auc:1
[522]	eval-auc:0.680699	train-auc:1
[523]	eval-auc:0.680699	train-auc:1
[524]	eval-auc:0.680699	train-auc:1
	Score 0.6806986928821157


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 4, 'min_child_weight': 3.0, 'n_estimators': 302.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.701151	train-auc:0.724841
[1]	eval-auc:0.684494	train-auc:0.743404
[2]	eval-auc:0.691259	train-auc:0.758426
[3]	eval-auc:0.685221	train-auc:0.76782
[4]	eval-auc:0.681191	train-auc:0.774198
[5]	eval-auc:0.681553	train-auc:0.784043
[6]	eval-auc:0.687056	train-auc:0.780243
[7]	eval-auc:0.6907	train-auc:0.780384
[8]	eval-auc:0.693854	train-auc:0.783973
[9]	eval-auc:0.698665	train-auc:0.781827
[10]	eval-auc:0.699342	train-auc:0.787794
[11]	eval-auc:0.697949	train-auc:0.793924
[12]	eval-auc:0.695264	train-auc:0.791651
[13]	eval-auc:0.696826	train-auc:0.788872
[14]	eval-auc:0.695095	train-auc:0.786157
[15]	eval-auc:0.694328	train-auc:0.790946
[16]	eval-auc:0.6939	train-auc:0.793346
[17]	eval-auc:0.692993	train-auc:0.795179
[18]	eval-auc:0.692163	train-auc:0.795424
[19]	eval-auc:0.69219	train-auc:0.797277
[20]	eval-auc:0.694489	train-auc:0.797507
[21]	eval-auc:0.695475	train-auc:0.801351
[22]	eval-auc:0.697248	train-auc:0.80172
[23]	eval-auc:0.697933	train-auc:0.80494
[24]	eval-auc:0.697333	train-auc:0.809623
[25]	eval-auc:0.697695	train-auc:0.811894
[26]	eval-auc:0.696465	train-auc:0.812697
[27]	eval-auc:0.698091	train-auc:0.815801
[28]	eval-auc:0.698375	train-auc:0.814272
[29]	eval-auc:0.698626	train-auc:0.814434
[30]	eval-auc:0.700389	train-auc:0.816143
[31]	eval-auc:0.700665	train-auc:0.817785
[32]	eval-auc:0.701313	train-auc:0.819755
[33]	eval-auc:0.70091	train-auc:0.821743
[34]	eval-auc:0.702385	train-auc:0.824444
[35]	eval-auc:0.701485	train-auc:0.826589
[36]	eval-auc:0.701083	train-auc:0.828273
[37]	eval-auc:0.701518	train-auc:0.828017
[38]	eval-auc:0.702094	train-auc:0.827748
[39]	eval-auc:0.70189	train-auc:0.828492
[40]	eval-auc:0.701709	train-auc:0.830248
[41]	eval-auc:0.701786	train-auc:0.831324
[42]	eval-auc:0.701674	train-auc:0.831421
[43]	eval-auc:0.701603	train-auc:0.833215
[44]	eval-auc:0.701799	train-auc:0.833833
[45]	eval-auc:0.701999	train-auc:0.834897
[46]	eval-auc:0.700624	train-auc:0.836169
[47]	eval-auc:0.702022	train-auc:0.836524
[48]	eval-auc:0.701492	train-auc:0.839137
[49]	eval-auc:0.699352	train-auc:0.8417
[50]	eval-auc:0.698676	train-auc:0.841847
[51]	eval-auc:0.698227	train-auc:0.843767
[52]	eval-auc:0.699407	train-auc:0.844431
[53]	eval-auc:0.699739	train-auc:0.844223
[54]	eval-auc:0.699757	train-auc:0.845426
[55]	eval-auc:0.700111	train-auc:0.84624
[56]	eval-auc:0.699587	train-auc:0.847621
[57]	eval-auc:0.698662	train-auc:0.848898
[58]	eval-auc:0.698512	train-auc:0.850681
[59]	eval-auc:0.698414	train-auc:0.850665
[60]	eval-auc:0.699568	train-auc:0.851327
[61]	eval-auc:0.69943	train-auc:0.852278
[62]	eval-auc:0.699138	train-auc:0.852992
[63]	eval-auc:0.698705	train-auc:0.853831
[64]	eval-auc:0.698446	train-auc:0.853917
[65]	eval-auc:0.698442	train-auc:0.853656
[66]	eval-auc:0.69894	train-auc:0.856401
[67]	eval-auc:0.698851	train-auc:0.857267
[68]	eval-auc:0.700027	train-auc:0.859344
[69]	eval-auc:0.700895	train-auc:0.860589
[70]	eval-auc:0.700465	train-auc:0.861151
[71]	eval-auc:0.700642	train-auc:0.863094
[72]	eval-auc:0.701262	train-auc:0.863894
[73]	eval-auc:0.701475	train-auc:0.863947
[74]	eval-auc:0.701744	train-auc:0.864844
[75]	eval-auc:0.701251	train-auc:0.867638
[76]	eval-auc:0.701572	train-auc:0.868493
[77]	eval-auc:0.701141	train-auc:0.869521
[78]	eval-auc:0.700648	train-auc:0.870445
[79]	eval-auc:0.700828	train-auc:0.870957
[80]	eval-auc:0.700834	train-auc:0.872791
[81]	eval-auc:0.700579	train-auc:0.874107
[82]	eval-auc:0.700848	train-auc:0.874077
[83]	eval-auc:0.701496	train-auc:0.873699
[84]	eval-auc:0.701997	train-auc:0.875092
[85]	eval-auc:0.701993	train-auc:0.875032
[86]	eval-auc:0.701947	train-auc:0.875794
[87]	eval-auc:0.701612	train-auc:0.877292
[88]	eval-auc:0.702035	train-auc:0.877694
[89]	eval-auc:0.701291	train-auc:0.8781
[90]	eval-auc:0.701186	train-auc:0.878218
[91]	eval-auc:0.701096	train-auc:0.878824
[92]	eval-auc:0.700936	train-auc:0.88073
[93]	eval-auc:0.700575	train-auc:0.881001
[94]	eval-auc:0.701105	train-auc:0.882798
[95]	eval-auc:0.701105	train-auc:0.882834
[96]	eval-auc:0.701397	train-auc:0.883122
[97]	eval-auc:0.701505	train-auc:0.883728
[98]	eval-auc:0.701422	train-auc:0.88373
[99]	eval-auc:0.701388	train-auc:0.884778
[100]	eval-auc:0.701458	train-auc:0.884865
[101]	eval-auc:0.702052	train-auc:0.885791
[102]	eval-auc:0.701397	train-auc:0.886253
[103]	eval-auc:0.701502	train-auc:0.88699
[104]	eval-auc:0.701391	train-auc:0.88757
[105]	eval-auc:0.700316	train-auc:0.88834
[106]	eval-auc:0.699634	train-auc:0.889794
[107]	eval-auc:0.699741	train-auc:0.890861
[108]	eval-auc:0.699823	train-auc:0.890942
[109]	eval-auc:0.700004	train-auc:0.891892
[110]	eval-auc:0.700002	train-auc:0.892091
[111]	eval-auc:0.699614	train-auc:0.892267
[112]	eval-auc:0.699418	train-auc:0.893014
[113]	eval-auc:0.699724	train-auc:0.893696
[114]	eval-auc:0.698828	train-auc:0.894408
[115]	eval-auc:0.699232	train-auc:0.895376
[116]	eval-auc:0.698988	train-auc:0.895422
[117]	eval-auc:0.699067	train-auc:0.896476
[118]	eval-auc:0.699127	train-auc:0.896578
[119]	eval-auc:0.699425	train-auc:0.897621
[120]	eval-auc:0.699425	train-auc:0.897747
[121]	eval-auc:0.699433	train-auc:0.89801
[122]	eval-auc:0.699489	train-auc:0.898734
[123]	eval-auc:0.699954	train-auc:0.899439
[124]	eval-auc:0.699702	train-auc:0.89972
[125]	eval-auc:0.700668	train-auc:0.900462
[126]	eval-auc:0.700636	train-auc:0.901521
[127]	eval-auc:0.700321	train-auc:0.902397
[128]	eval-auc:0.700369	train-auc:0.90292
[129]	eval-auc:0.700845	train-auc:0.903439
[130]	eval-auc:0.701109	train-auc:0.904265
[131]	eval-auc:0.701123	train-auc:0.904826
[132]	eval-auc:0.699698	train-auc:0.906076
[133]	eval-auc:0.699562	train-auc:0.906581
[134]	eval-auc:0.699561	train-auc:0.90659
[135]	eval-auc:0.699905	train-auc:0.907222
[136]	eval-auc:0.698929	train-auc:0.90799
[137]	eval-auc:0.698606	train-auc:0.908319
[138]	eval-auc:0.697428	train-auc:0.908693
[139]	eval-auc:0.697724	train-auc:0.909028
[140]	eval-auc:0.69784	train-auc:0.909511
[141]	eval-auc:0.697829	train-auc:0.909664
[142]	eval-auc:0.697587	train-auc:0.910037
[143]	eval-auc:0.69758	train-auc:0.910714
[144]	eval-auc:0.697455	train-auc:0.910994
[145]	eval-auc:0.697041	train-auc:0.911677
[146]	eval-auc:0.696517	train-auc:0.912785
[147]	eval-auc:0.69723	train-auc:0.912788
[148]	eval-auc:0.697112	train-auc:0.913086
[149]	eval-auc:0.698093	train-auc:0.913745
[150]	eval-auc:0.698146	train-auc:0.914151
[151]	eval-auc:0.6981	train-auc:0.91487
[152]	eval-auc:0.698676	train-auc:0.915711
[153]	eval-auc:0.699314	train-auc:0.91578
[154]	eval-auc:0.69964	train-auc:0.91598
[155]	eval-auc:0.700214	train-auc:0.916644
[156]	eval-auc:0.700738	train-auc:0.917311
[157]	eval-auc:0.701522	train-auc:0.917557
[158]	eval-auc:0.701154	train-auc:0.917878
[159]	eval-auc:0.700921	train-auc:0.918516
[160]	eval-auc:0.700913	train-auc:0.918631
[161]	eval-auc:0.700468	train-auc:0.919348
[162]	eval-auc:0.701157	train-auc:0.919687
[163]	eval-auc:0.700867	train-auc:0.920675
[164]	eval-auc:0.70121	train-auc:0.921008
[165]	eval-auc:0.701556	train-auc:0.921625
[166]	eval-auc:0.701091	train-auc:0.922413
[167]	eval-auc:0.701026	train-auc:0.923475
[168]	eval-auc:0.700984	train-auc:0.923617
[169]	eval-auc:0.701495	train-auc:0.923671
[170]	eval-auc:0.701742	train-auc:0.923826
[171]	eval-auc:0.701909	train-auc:0.924026
[172]	eval-auc:0.702261	train-auc:0.924475
[173]	eval-auc:0.702146	train-auc:0.924712
[174]	eval-auc:0.702291	train-auc:0.925391
[175]	eval-auc:0.701531	train-auc:0.925706
[176]	eval-auc:0.701108	train-auc:0.926551
[177]	eval-auc:0.70142	train-auc:0.926656
[178]	eval-auc:0.701723	train-auc:0.927058
[179]	eval-auc:0.701822	train-auc:0.927154
[180]	eval-auc:0.701877	train-auc:0.927224
[181]	eval-auc:0.701652	train-auc:0.927531
[182]	eval-auc:0.701617	train-auc:0.927643
[183]	eval-auc:0.701854	train-auc:0.928329
[184]	eval-auc:0.702122	train-auc:0.928777
[185]	eval-auc:0.701962	train-auc:0.928982
[186]	eval-auc:0.702072	train-auc:0.929663
[187]	eval-auc:0.701801	train-auc:0.92986
[188]	eval-auc:0.702471	train-auc:0.930434
[189]	eval-auc:0.702427	train-auc:0.930993
[190]	eval-auc:0.702807	train-auc:0.930944
[191]	eval-auc:0.702669	train-auc:0.93128
[192]	eval-auc:0.703046	train-auc:0.931987
[193]	eval-auc:0.702906	train-auc:0.93244
[194]	eval-auc:0.702845	train-auc:0.932729
[195]	eval-auc:0.703174	train-auc:0.933283
[196]	eval-auc:0.703212	train-auc:0.933364
[197]	eval-auc:0.70329	train-auc:0.933791
[198]	eval-auc:0.703199	train-auc:0.934438
[199]	eval-auc:0.703432	train-auc:0.934596
[200]	eval-auc:0.703186	train-auc:0.935171
[201]	eval-auc:0.70331	train-auc:0.935444
[202]	eval-auc:0.703632	train-auc:0.935562
[203]	eval-auc:0.704006	train-auc:0.935893
[204]	eval-auc:0.703832	train-auc:0.936138
[205]	eval-auc:0.70398	train-auc:0.93655
[206]	eval-auc:0.70311	train-auc:0.936925
[207]	eval-auc:0.703185	train-auc:0.937469
[208]	eval-auc:0.703773	train-auc:0.937954
[209]	eval-auc:0.70304	train-auc:0.938043
[210]	eval-auc:0.702778	train-auc:0.938239
[211]	eval-auc:0.703036	train-auc:0.938509
[212]	eval-auc:0.702873	train-auc:0.939084
[213]	eval-auc:0.702701	train-auc:0.939574
[214]	eval-auc:0.702876	train-auc:0.939661
[215]	eval-auc:0.702759	train-auc:0.939923
[216]	eval-auc:0.702944	train-auc:0.939948
[217]	eval-auc:0.703063	train-auc:0.940338
[218]	eval-auc:0.702809	train-auc:0.940504
[219]	eval-auc:0.702912	train-auc:0.940839
[220]	eval-auc:0.703069	train-auc:0.941151
[221]	eval-auc:0.703489	train-auc:0.941599
[222]	eval-auc:0.70357	train-auc:0.941682
[223]	eval-auc:0.703677	train-auc:0.941594
[224]	eval-auc:0.703299	train-auc:0.941703
[225]	eval-auc:0.703668	train-auc:0.941805
[226]	eval-auc:0.70362	train-auc:0.94237
[227]	eval-auc:0.703479	train-auc:0.942506
[228]	eval-auc:0.703825	train-auc:0.942441
[229]	eval-auc:0.704045	train-auc:0.943123
[230]	eval-auc:0.704514	train-auc:0.94331
[231]	eval-auc:0.70463	train-auc:0.943439
[232]	eval-auc:0.704598	train-auc:0.943765
[233]	eval-auc:0.704833	train-auc:0.944422
[234]	eval-auc:0.704909	train-auc:0.944574
[235]	eval-auc:0.704593	train-auc:0.944614
[236]	eval-auc:0.70497	train-auc:0.944779
[237]	eval-auc:0.705524	train-auc:0.945421
[238]	eval-auc:0.705251	train-auc:0.945859
[239]	eval-auc:0.705302	train-auc:0.94603
[240]	eval-auc:0.705509	train-auc:0.946451
[241]	eval-auc:0.70536	train-auc:0.94671
[242]	eval-auc:0.705316	train-auc:0.946617
[243]	eval-auc:0.705292	train-auc:0.946789
[244]	eval-auc:0.705422	train-auc:0.947178
[245]	eval-auc:0.704897	train-auc:0.947234
[246]	eval-auc:0.705299	train-auc:0.947274
[247]	eval-auc:0.705228	train-auc:0.94756
[248]	eval-auc:0.705164	train-auc:0.947632
[249]	eval-auc:0.705244	train-auc:0.947565
[250]	eval-auc:0.705665	train-auc:0.947808
[251]	eval-auc:0.70548	train-auc:0.948266
[252]	eval-auc:0.705635	train-auc:0.948437
[253]	eval-auc:0.706017	train-auc:0.948467
[254]	eval-auc:0.70587	train-auc:0.948457
[255]	eval-auc:0.705912	train-auc:0.948598
[256]	eval-auc:0.706052	train-auc:0.949168
[257]	eval-auc:0.705806	train-auc:0.949351
[258]	eval-auc:0.705806	train-auc:0.949793
[259]	eval-auc:0.705784	train-auc:0.950279
[260]	eval-auc:0.705758	train-auc:0.950706
[261]	eval-auc:0.705722	train-auc:0.951071
[262]	eval-auc:0.705431	train-auc:0.951277
[263]	eval-auc:0.705766	train-auc:0.951695
[264]	eval-auc:0.705624	train-auc:0.95185
[265]	eval-auc:0.705618	train-auc:0.952098
[266]	eval-auc:0.705544	train-auc:0.952217
[267]	eval-auc:0.705763	train-auc:0.952499
[268]	eval-auc:0.705851	train-auc:0.952778
[269]	eval-auc:0.706221	train-auc:0.95281
[270]	eval-auc:0.706346	train-auc:0.952992
[271]	eval-auc:0.706363	train-auc:0.953199
[272]	eval-auc:0.706558	train-auc:0.953514
[273]	eval-auc:0.706314	train-auc:0.953769
[274]	eval-auc:0.706337	train-auc:0.953824
[275]	eval-auc:0.706183	train-auc:0.954103
[276]	eval-auc:0.706237	train-auc:0.954291
[277]	eval-auc:0.705772	train-auc:0.954659
[278]	eval-auc:0.705999	train-auc:0.954949
[279]	eval-auc:0.705675	train-auc:0.955069
[280]	eval-auc:0.705708	train-auc:0.955448
[281]	eval-auc:0.705664	train-auc:0.955478
[282]	eval-auc:0.705612	train-auc:0.955491
[283]	eval-auc:0.705413	train-auc:0.955797
[284]	eval-auc:0.705163	train-auc:0.955907
[285]	eval-auc:0.705064	train-auc:0.956128
[286]	eval-auc:0.704919	train-auc:0.956409
[287]	eval-auc:0.704705	train-auc:0.956593
[288]	eval-auc:0.704674	train-auc:0.956745
[289]	eval-auc:0.70466	train-auc:0.956902
[290]	eval-auc:0.704536	train-auc:0.957193
[291]	eval-auc:0.704558	train-auc:0.957628
[292]	eval-auc:0.704569	train-auc:0.957877
[293]	eval-auc:0.704676	train-auc:0.957881
[294]	eval-auc:0.704897	train-auc:0.957884
[295]	eval-auc:0.7049	train-auc:0.95798
[296]	eval-auc:0.705241	train-auc:0.958154
[297]	eval-auc:0.70569	train-auc:0.958114
[298]	eval-auc:0.70555	train-auc:0.958115
[299]	eval-auc:0.705478	train-auc:0.958509
[300]	eval-auc:0.705682	train-auc:0.958646
[301]	eval-auc:0.705728	train-auc:0.958788
	Score 0.7057279294424343


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 913.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.70675	train-auc:0.90127
[1]	eval-auc:0.695106	train-auc:0.940076
[2]	eval-auc:0.686203	train-auc:0.975028
[3]	eval-auc:0.695653	train-auc:0.986348
[4]	eval-auc:0.702307	train-auc:0.992318
[5]	eval-auc:0.706213	train-auc:0.994804
[6]	eval-auc:0.708606	train-auc:0.9969
[7]	eval-auc:0.705087	train-auc:0.997904
[8]	eval-auc:0.704341	train-auc:0.998746
[9]	eval-auc:0.702061	train-auc:0.999397
[10]	eval-auc:0.702326	train-auc:0.999518
[11]	eval-auc:0.70423	train-auc:0.999639
[12]	eval-auc:0.704587	train-auc:0.999705
[13]	eval-auc:0.704309	train-auc:0.999718
[14]	eval-auc:0.702947	train-auc:0.999857
[15]	eval-auc:0.703971	train-auc:0.999905
[16]	eval-auc:0.70357	train-auc:0.999915
[17]	eval-auc:0.702376	train-auc:0.999943
[18]	eval-auc:0.703546	train-auc:0.999986
[19]	eval-auc:0.705064	train-auc:0.999995
[20]	eval-auc:0.706281	train-auc:0.999994
[21]	eval-auc:0.70541	train-auc:0.999999
[22]	eval-auc:0.709157	train-auc:1
[23]	eval-auc:0.708607	train-auc:1
[24]	eval-auc:0.707968	train-auc:1
[25]	eval-auc:0.708856	train-auc:1
[26]	eval-auc:0.709291	train-auc:1
[27]	eval-auc:0.708761	train-auc:1
[28]	eval-auc:0.706585	train-auc:1
[29]	eval-auc:0.706477	train-auc:1
[30]	eval-auc:0.704321	train-auc:1
[31]	eval-auc:0.705437	train-auc:1
[32]	eval-auc:0.704924	train-auc:1
[33]	eval-auc:0.704519	train-auc:1
[34]	eval-auc:0.706031	train-auc:1
[35]	eval-auc:0.707273	train-auc:1
[36]	eval-auc:0.706419	train-auc:1
[37]	eval-auc:0.705934	train-auc:1
[38]	eval-auc:0.705496	train-auc:1
[39]	eval-auc:0.705602	train-auc:1
[40]	eval-auc:0.705865	train-auc:1
[41]	eval-auc:0.704898	train-auc:1
[42]	eval-auc:0.704986	train-auc:1
[43]	eval-auc:0.704502	train-auc:1
[44]	eval-auc:0.704727	train-auc:1
[45]	eval-auc:0.705093	train-auc:1
[46]	eval-auc:0.705137	train-auc:1
[47]	eval-auc:0.705653	train-auc:1
[48]	eval-auc:0.706124	train-auc:1
[49]	eval-auc:0.704691	train-auc:1
[50]	eval-auc:0.705027	train-auc:1
[51]	eval-auc:0.705722	train-auc:1
[52]	eval-auc:0.706173	train-auc:1
[53]	eval-auc:0.707072	train-auc:1
[54]	eval-auc:0.706578	train-auc:1
[55]	eval-auc:0.705981	train-auc:1
[56]	eval-auc:0.705862	train-auc:1
[57]	eval-auc:0.705419	train-auc:1
[58]	eval-auc:0.704313	train-auc:1
[59]	eval-auc:0.704207	train-auc:1
[60]	eval-auc:0.703654	train-auc:1
[61]	eval-auc:0.703308	train-auc:1
[62]	eval-auc:0.703753	train-auc:1
[63]	eval-auc:0.704106	train-auc:1
[64]	eval-auc:0.704277	train-auc:1
[65]	eval-auc:0.704446	train-auc:1
[66]	eval-auc:0.704753	train-auc:1
[67]	eval-auc:0.703887	train-auc:1
[68]	eval-auc:0.704083	train-auc:1
[69]	eval-auc:0.704123	train-auc:1
[70]	eval-auc:0.703628	train-auc:1
[71]	eval-auc:0.704379	train-auc:1
[72]	eval-auc:0.704554	train-auc:1
[73]	eval-auc:0.704423	train-auc:1
[74]	eval-auc:0.704418	train-auc:1
[75]	eval-auc:0.703281	train-auc:1
[76]	eval-auc:0.703267	train-auc:1
[77]	eval-auc:0.70306	train-auc:1
[78]	eval-auc:0.702848	train-auc:1
[79]	eval-auc:0.702388	train-auc:1
[80]	eval-auc:0.702772	train-auc:1
[81]	eval-auc:0.702584	train-auc:1
[82]	eval-auc:0.702509	train-auc:1
[83]	eval-auc:0.702504	train-auc:1
[84]	eval-auc:0.702521	train-auc:1
[85]	eval-auc:0.702638	train-auc:1
[86]	eval-auc:0.702833	train-auc:1
[87]	eval-auc:0.702623	train-auc:1
[88]	eval-auc:0.702038	train-auc:1
[89]	eval-auc:0.702116	train-auc:1
[90]	eval-auc:0.70186	train-auc:1
[91]	eval-auc:0.701974	train-auc:1
[92]	eval-auc:0.701971	train-auc:1
[93]	eval-auc:0.701732	train-auc:1
[94]	eval-auc:0.701924	train-auc:1
[95]	eval-auc:0.702177	train-auc:1
[96]	eval-auc:0.702086	train-auc:1
[97]	eval-auc:0.702443	train-auc:1
[98]	eval-auc:0.702417	train-auc:1
[99]	eval-auc:0.702465	train-auc:1
[100]	eval-auc:0.703593	train-auc:1
[101]	eval-auc:0.703515	train-auc:1
[102]	eval-auc:0.703832	train-auc:1
[103]	eval-auc:0.703668	train-auc:1
[104]	eval-auc:0.703395	train-auc:1
[105]	eval-auc:0.703493	train-auc:1
[106]	eval-auc:0.703444	train-auc:1
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[890]	eval-auc:0.702389	train-auc:1
[891]	eval-auc:0.702389	train-auc:1
[892]	eval-auc:0.702389	train-auc:1
[893]	eval-auc:0.702389	train-auc:1
[894]	eval-auc:0.702389	train-auc:1
[895]	eval-auc:0.702389	train-auc:1
[896]	eval-auc:0.702389	train-auc:1
[897]	eval-auc:0.702389	train-auc:1
[898]	eval-auc:0.702389	train-auc:1
[899]	eval-auc:0.702389	train-auc:1
[900]	eval-auc:0.702389	train-auc:1
[901]	eval-auc:0.702389	train-auc:1
[902]	eval-auc:0.702389	train-auc:1
[903]	eval-auc:0.702389	train-auc:1
[904]	eval-auc:0.702389	train-auc:1
[905]	eval-auc:0.702389	train-auc:1
[906]	eval-auc:0.702389	train-auc:1
[907]	eval-auc:0.702389	train-auc:1
[908]	eval-auc:0.702389	train-auc:1
[909]	eval-auc:0.702389	train-auc:1
[910]	eval-auc:0.702389	train-auc:1
[911]	eval-auc:0.702389	train-auc:1
[912]	eval-auc:0.702389	train-auc:1
	Score 0.7023885660685354


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.30000000000000004, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 3, 'min_child_weight': 5.0, 'n_estimators': 493.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.660047	train-auc:0.697445
[1]	eval-auc:0.659815	train-auc:0.706107
[2]	eval-auc:0.673004	train-auc:0.72681
[3]	eval-auc:0.66728	train-auc:0.730939
[4]	eval-auc:0.681586	train-auc:0.743886
[5]	eval-auc:0.686006	train-auc:0.74839
[6]	eval-auc:0.691921	train-auc:0.752017
[7]	eval-auc:0.693203	train-auc:0.756688
[8]	eval-auc:0.699427	train-auc:0.759542
[9]	eval-auc:0.697833	train-auc:0.763072
[10]	eval-auc:0.692823	train-auc:0.767471
[11]	eval-auc:0.691271	train-auc:0.77089
[12]	eval-auc:0.692219	train-auc:0.77262
[13]	eval-auc:0.694639	train-auc:0.773747
[14]	eval-auc:0.688315	train-auc:0.776341
[15]	eval-auc:0.684776	train-auc:0.77779
[16]	eval-auc:0.688182	train-auc:0.779459
[17]	eval-auc:0.692906	train-auc:0.786828
[18]	eval-auc:0.692553	train-auc:0.787887
[19]	eval-auc:0.691666	train-auc:0.790235
[20]	eval-auc:0.693066	train-auc:0.791981
[21]	eval-auc:0.692108	train-auc:0.794482
[22]	eval-auc:0.693551	train-auc:0.797902
[23]	eval-auc:0.693736	train-auc:0.799717
[24]	eval-auc:0.697167	train-auc:0.803128
[25]	eval-auc:0.69932	train-auc:0.806775
[26]	eval-auc:0.697376	train-auc:0.807626
[27]	eval-auc:0.696502	train-auc:0.810313
[28]	eval-auc:0.696655	train-auc:0.813241
[29]	eval-auc:0.695424	train-auc:0.812931
[30]	eval-auc:0.694118	train-auc:0.817188
[31]	eval-auc:0.697249	train-auc:0.818428
[32]	eval-auc:0.697018	train-auc:0.821903
[33]	eval-auc:0.694272	train-auc:0.8232
[34]	eval-auc:0.693196	train-auc:0.825181
[35]	eval-auc:0.691138	train-auc:0.82796
[36]	eval-auc:0.689928	train-auc:0.829892
[37]	eval-auc:0.691885	train-auc:0.831403
[38]	eval-auc:0.690496	train-auc:0.833129
[39]	eval-auc:0.689101	train-auc:0.834811
[40]	eval-auc:0.688876	train-auc:0.836155
[41]	eval-auc:0.687901	train-auc:0.837283
[42]	eval-auc:0.689415	train-auc:0.837781
[43]	eval-auc:0.69008	train-auc:0.840121
[44]	eval-auc:0.688396	train-auc:0.84174
[45]	eval-auc:0.68813	train-auc:0.843858
[46]	eval-auc:0.68611	train-auc:0.846654
[47]	eval-auc:0.684216	train-auc:0.848292
[48]	eval-auc:0.685838	train-auc:0.848099
[49]	eval-auc:0.68633	train-auc:0.850383
[50]	eval-auc:0.687115	train-auc:0.851045
[51]	eval-auc:0.686896	train-auc:0.850609
[52]	eval-auc:0.687374	train-auc:0.852388
[53]	eval-auc:0.688816	train-auc:0.853383
[54]	eval-auc:0.689235	train-auc:0.855242
[55]	eval-auc:0.692039	train-auc:0.858204
[56]	eval-auc:0.691471	train-auc:0.85995
[57]	eval-auc:0.692022	train-auc:0.860774
[58]	eval-auc:0.693252	train-auc:0.861354
[59]	eval-auc:0.692433	train-auc:0.861531
[60]	eval-auc:0.693592	train-auc:0.86409
[61]	eval-auc:0.69177	train-auc:0.865057
[62]	eval-auc:0.689984	train-auc:0.866494
[63]	eval-auc:0.692358	train-auc:0.86837
[64]	eval-auc:0.691168	train-auc:0.8701
[65]	eval-auc:0.691023	train-auc:0.869406
[66]	eval-auc:0.690912	train-auc:0.869984
[67]	eval-auc:0.690399	train-auc:0.870853
[68]	eval-auc:0.690395	train-auc:0.869104
[69]	eval-auc:0.690275	train-auc:0.869567
[70]	eval-auc:0.690784	train-auc:0.870973
[71]	eval-auc:0.6925	train-auc:0.873057
[72]	eval-auc:0.693139	train-auc:0.873897
[73]	eval-auc:0.693144	train-auc:0.874722
[74]	eval-auc:0.693896	train-auc:0.876846
[75]	eval-auc:0.693989	train-auc:0.878976
[76]	eval-auc:0.693407	train-auc:0.879419
[77]	eval-auc:0.692444	train-auc:0.87974
[78]	eval-auc:0.693228	train-auc:0.881884
[79]	eval-auc:0.693409	train-auc:0.881773
[80]	eval-auc:0.694712	train-auc:0.883391
[81]	eval-auc:0.694123	train-auc:0.884328
[82]	eval-auc:0.693761	train-auc:0.884162
[83]	eval-auc:0.694516	train-auc:0.88516
[84]	eval-auc:0.692649	train-auc:0.885355
[85]	eval-auc:0.692783	train-auc:0.886245
[86]	eval-auc:0.692422	train-auc:0.886741
[87]	eval-auc:0.693911	train-auc:0.887882
[88]	eval-auc:0.694122	train-auc:0.889322
[89]	eval-auc:0.695443	train-auc:0.890427
[90]	eval-auc:0.694192	train-auc:0.891596
[91]	eval-auc:0.694242	train-auc:0.892169
[92]	eval-auc:0.695921	train-auc:0.893357
[93]	eval-auc:0.696161	train-auc:0.89331
[94]	eval-auc:0.696186	train-auc:0.894125
[95]	eval-auc:0.695084	train-auc:0.895448
[96]	eval-auc:0.695941	train-auc:0.897846
[97]	eval-auc:0.695731	train-auc:0.898189
[98]	eval-auc:0.695483	train-auc:0.899735
[99]	eval-auc:0.693946	train-auc:0.89996
[100]	eval-auc:0.693762	train-auc:0.900311
[101]	eval-auc:0.694277	train-auc:0.900416
[102]	eval-auc:0.695468	train-auc:0.901059
[103]	eval-auc:0.696287	train-auc:0.901707
[104]	eval-auc:0.695754	train-auc:0.902605
[105]	eval-auc:0.695253	train-auc:0.903583
[106]	eval-auc:0.694554	train-auc:0.903541
[107]	eval-auc:0.695244	train-auc:0.902562
[108]	eval-auc:0.693733	train-auc:0.904412
[109]	eval-auc:0.691448	train-auc:0.906504
[110]	eval-auc:0.690935	train-auc:0.907054
[111]	eval-auc:0.692311	train-auc:0.908221
[112]	eval-auc:0.692579	train-auc:0.910055
[113]	eval-auc:0.692453	train-auc:0.909761
[114]	eval-auc:0.692236	train-auc:0.91051
[115]	eval-auc:0.69231	train-auc:0.911083
[116]	eval-auc:0.693841	train-auc:0.911633
[117]	eval-auc:0.693283	train-auc:0.912464
[118]	eval-auc:0.693065	train-auc:0.912757
[119]	eval-auc:0.692678	train-auc:0.912888
[120]	eval-auc:0.693229	train-auc:0.913173
[121]	eval-auc:0.692693	train-auc:0.913966
[122]	eval-auc:0.691224	train-auc:0.914697
[123]	eval-auc:0.691169	train-auc:0.915483
[124]	eval-auc:0.691866	train-auc:0.916012
[125]	eval-auc:0.692497	train-auc:0.91659
[126]	eval-auc:0.692879	train-auc:0.917313
[127]	eval-auc:0.692424	train-auc:0.918558
[128]	eval-auc:0.693485	train-auc:0.918475
[129]	eval-auc:0.693269	train-auc:0.919829
[130]	eval-auc:0.693986	train-auc:0.918956
[131]	eval-auc:0.693838	train-auc:0.919062
[132]	eval-auc:0.693152	train-auc:0.920079
[133]	eval-auc:0.6934	train-auc:0.92112
[134]	eval-auc:0.69504	train-auc:0.920282
[135]	eval-auc:0.694983	train-auc:0.921816
[136]	eval-auc:0.695494	train-auc:0.922271
[137]	eval-auc:0.693814	train-auc:0.922262
[138]	eval-auc:0.693066	train-auc:0.922873
[139]	eval-auc:0.693785	train-auc:0.923784
[140]	eval-auc:0.692888	train-auc:0.923835
[141]	eval-auc:0.692223	train-auc:0.92384
[142]	eval-auc:0.691873	train-auc:0.92349
[143]	eval-auc:0.691586	train-auc:0.923493
[144]	eval-auc:0.692398	train-auc:0.924216
[145]	eval-auc:0.692075	train-auc:0.924334
[146]	eval-auc:0.692137	train-auc:0.924507
[147]	eval-auc:0.690672	train-auc:0.924775
[148]	eval-auc:0.690345	train-auc:0.924798
[149]	eval-auc:0.689843	train-auc:0.924532
[150]	eval-auc:0.690632	train-auc:0.924997
[151]	eval-auc:0.691519	train-auc:0.926283
[152]	eval-auc:0.691658	train-auc:0.926775
[153]	eval-auc:0.691145	train-auc:0.927337
[154]	eval-auc:0.690632	train-auc:0.927666
[155]	eval-auc:0.689671	train-auc:0.928185
[156]	eval-auc:0.689151	train-auc:0.929681
[157]	eval-auc:0.687999	train-auc:0.929872
[158]	eval-auc:0.688075	train-auc:0.930141
[159]	eval-auc:0.688163	train-auc:0.930991
[160]	eval-auc:0.688431	train-auc:0.932079
[161]	eval-auc:0.688262	train-auc:0.933031
[162]	eval-auc:0.687397	train-auc:0.933364
[163]	eval-auc:0.685573	train-auc:0.932787
[164]	eval-auc:0.68446	train-auc:0.932142
[165]	eval-auc:0.686086	train-auc:0.932422
[166]	eval-auc:0.686516	train-auc:0.933059
[167]	eval-auc:0.685734	train-auc:0.933481
[168]	eval-auc:0.685992	train-auc:0.933659
[169]	eval-auc:0.687344	train-auc:0.933343
[170]	eval-auc:0.687685	train-auc:0.933667
[171]	eval-auc:0.687441	train-auc:0.933759
[172]	eval-auc:0.688012	train-auc:0.934236
[173]	eval-auc:0.688791	train-auc:0.934455
[174]	eval-auc:0.68869	train-auc:0.935075
[175]	eval-auc:0.689136	train-auc:0.935556
[176]	eval-auc:0.688462	train-auc:0.935862
[177]	eval-auc:0.687344	train-auc:0.936741
[178]	eval-auc:0.687904	train-auc:0.937216
[179]	eval-auc:0.687878	train-auc:0.937132
[180]	eval-auc:0.687616	train-auc:0.936927
[181]	eval-auc:0.687589	train-auc:0.937303
[182]	eval-auc:0.686889	train-auc:0.937434
[183]	eval-auc:0.686106	train-auc:0.937918
[184]	eval-auc:0.683903	train-auc:0.937822
[185]	eval-auc:0.683079	train-auc:0.938066
[186]	eval-auc:0.682413	train-auc:0.93952
[187]	eval-auc:0.683571	train-auc:0.939898
[188]	eval-auc:0.683391	train-auc:0.940312
[189]	eval-auc:0.683392	train-auc:0.940979
[190]	eval-auc:0.683568	train-auc:0.941138
[191]	eval-auc:0.684769	train-auc:0.941726
[192]	eval-auc:0.685517	train-auc:0.941835
[193]	eval-auc:0.686045	train-auc:0.942445
[194]	eval-auc:0.686532	train-auc:0.942766
[195]	eval-auc:0.686954	train-auc:0.942817
[196]	eval-auc:0.688082	train-auc:0.942602
[197]	eval-auc:0.68839	train-auc:0.943315
[198]	eval-auc:0.687548	train-auc:0.943685
[199]	eval-auc:0.688169	train-auc:0.943958
[200]	eval-auc:0.687964	train-auc:0.944253
[201]	eval-auc:0.688484	train-auc:0.944449
[202]	eval-auc:0.686608	train-auc:0.945468
[203]	eval-auc:0.689056	train-auc:0.946017
[204]	eval-auc:0.688219	train-auc:0.945865
[205]	eval-auc:0.688577	train-auc:0.945925
[206]	eval-auc:0.687667	train-auc:0.945953
[207]	eval-auc:0.688119	train-auc:0.946278
[208]	eval-auc:0.687763	train-auc:0.946435
[209]	eval-auc:0.687501	train-auc:0.946482
[210]	eval-auc:0.686659	train-auc:0.946448
[211]	eval-auc:0.685727	train-auc:0.946358
[212]	eval-auc:0.686021	train-auc:0.946748
[213]	eval-auc:0.686619	train-auc:0.946519
[214]	eval-auc:0.687327	train-auc:0.946819
[215]	eval-auc:0.686637	train-auc:0.947811
[216]	eval-auc:0.686027	train-auc:0.94821
[217]	eval-auc:0.685386	train-auc:0.948626
[218]	eval-auc:0.686417	train-auc:0.94886
[219]	eval-auc:0.686331	train-auc:0.949146
[220]	eval-auc:0.685591	train-auc:0.949451
[221]	eval-auc:0.685381	train-auc:0.950018
[222]	eval-auc:0.686234	train-auc:0.950399
[223]	eval-auc:0.685112	train-auc:0.950548
[224]	eval-auc:0.686739	train-auc:0.951042
[225]	eval-auc:0.686742	train-auc:0.95094
[226]	eval-auc:0.686707	train-auc:0.951193
[227]	eval-auc:0.686092	train-auc:0.951571
[228]	eval-auc:0.686496	train-auc:0.951791
[229]	eval-auc:0.686159	train-auc:0.951888
[230]	eval-auc:0.685352	train-auc:0.952158
[231]	eval-auc:0.685134	train-auc:0.952538
[232]	eval-auc:0.685587	train-auc:0.953106
[233]	eval-auc:0.684217	train-auc:0.953055
[234]	eval-auc:0.685577	train-auc:0.952727
[235]	eval-auc:0.685006	train-auc:0.952967
[236]	eval-auc:0.683004	train-auc:0.953259
[237]	eval-auc:0.681801	train-auc:0.953274
[238]	eval-auc:0.680469	train-auc:0.953079
[239]	eval-auc:0.680207	train-auc:0.952778
[240]	eval-auc:0.680242	train-auc:0.953063
[241]	eval-auc:0.680385	train-auc:0.953496
[242]	eval-auc:0.680312	train-auc:0.954008
[243]	eval-auc:0.68105	train-auc:0.954265
[244]	eval-auc:0.680964	train-auc:0.954456
[245]	eval-auc:0.680697	train-auc:0.95457
[246]	eval-auc:0.680601	train-auc:0.954721
[247]	eval-auc:0.680333	train-auc:0.955039
[248]	eval-auc:0.681296	train-auc:0.955211
[249]	eval-auc:0.682537	train-auc:0.954901
[250]	eval-auc:0.68305	train-auc:0.955051
[251]	eval-auc:0.682397	train-auc:0.955831
[252]	eval-auc:0.680712	train-auc:0.956275
[253]	eval-auc:0.681522	train-auc:0.956178
[254]	eval-auc:0.681219	train-auc:0.956498
[255]	eval-auc:0.680884	train-auc:0.957033
[256]	eval-auc:0.681591	train-auc:0.956718
[257]	eval-auc:0.681413	train-auc:0.956907
[258]	eval-auc:0.680524	train-auc:0.956537
[259]	eval-auc:0.680676	train-auc:0.956976
[260]	eval-auc:0.68081	train-auc:0.957243
[261]	eval-auc:0.681165	train-auc:0.957437
[262]	eval-auc:0.680527	train-auc:0.957875
[263]	eval-auc:0.679447	train-auc:0.95813
[264]	eval-auc:0.678926	train-auc:0.958275
[265]	eval-auc:0.683097	train-auc:0.958632
[266]	eval-auc:0.683654	train-auc:0.958738
[267]	eval-auc:0.682951	train-auc:0.958999
[268]	eval-auc:0.683598	train-auc:0.959023
[269]	eval-auc:0.68358	train-auc:0.95904
[270]	eval-auc:0.683647	train-auc:0.959658
[271]	eval-auc:0.683126	train-auc:0.960211
[272]	eval-auc:0.683368	train-auc:0.960571
[273]	eval-auc:0.683167	train-auc:0.960601
[274]	eval-auc:0.682677	train-auc:0.960747
[275]	eval-auc:0.682218	train-auc:0.961006
[276]	eval-auc:0.681162	train-auc:0.961095
[277]	eval-auc:0.68039	train-auc:0.96167
[278]	eval-auc:0.681205	train-auc:0.961814
[279]	eval-auc:0.68083	train-auc:0.962029
[280]	eval-auc:0.680495	train-auc:0.962258
[281]	eval-auc:0.680251	train-auc:0.962482
[282]	eval-auc:0.679718	train-auc:0.962355
[283]	eval-auc:0.680257	train-auc:0.962361
[284]	eval-auc:0.678976	train-auc:0.961883
[285]	eval-auc:0.678751	train-auc:0.962007
[286]	eval-auc:0.678844	train-auc:0.962188
[287]	eval-auc:0.678148	train-auc:0.96249
[288]	eval-auc:0.678011	train-auc:0.962812
[289]	eval-auc:0.677918	train-auc:0.963046
[290]	eval-auc:0.67952	train-auc:0.96351
[291]	eval-auc:0.678704	train-auc:0.963626
[292]	eval-auc:0.678952	train-auc:0.96384
[293]	eval-auc:0.678733	train-auc:0.964134
[294]	eval-auc:0.678287	train-auc:0.964684
[295]	eval-auc:0.67792	train-auc:0.964882
[296]	eval-auc:0.677414	train-auc:0.964924
[297]	eval-auc:0.677222	train-auc:0.965349
[298]	eval-auc:0.677635	train-auc:0.965662
[299]	eval-auc:0.677327	train-auc:0.96538
[300]	eval-auc:0.677084	train-auc:0.965601
[301]	eval-auc:0.677055	train-auc:0.96591
[302]	eval-auc:0.676947	train-auc:0.965918
[303]	eval-auc:0.676988	train-auc:0.966105
[304]	eval-auc:0.677244	train-auc:0.966397
[305]	eval-auc:0.676822	train-auc:0.966675
[306]	eval-auc:0.675634	train-auc:0.966965
[307]	eval-auc:0.676039	train-auc:0.966982
[308]	eval-auc:0.676094	train-auc:0.967227
[309]	eval-auc:0.675855	train-auc:0.9671
[310]	eval-auc:0.675972	train-auc:0.967341
[311]	eval-auc:0.675535	train-auc:0.967211
[312]	eval-auc:0.676009	train-auc:0.966977
[313]	eval-auc:0.676097	train-auc:0.967526
[314]	eval-auc:0.676421	train-auc:0.967746
[315]	eval-auc:0.676639	train-auc:0.967905
[316]	eval-auc:0.67666	train-auc:0.967884
[317]	eval-auc:0.676272	train-auc:0.968309
[318]	eval-auc:0.67663	train-auc:0.968804
[319]	eval-auc:0.676536	train-auc:0.968931
[320]	eval-auc:0.676548	train-auc:0.969032
[321]	eval-auc:0.677604	train-auc:0.969084
[322]	eval-auc:0.676301	train-auc:0.969146
[323]	eval-auc:0.675946	train-auc:0.969505
[324]	eval-auc:0.676392	train-auc:0.969718
[325]	eval-auc:0.676516	train-auc:0.970082
[326]	eval-auc:0.677387	train-auc:0.970096
[327]	eval-auc:0.677844	train-auc:0.970296
[328]	eval-auc:0.677863	train-auc:0.970527
[329]	eval-auc:0.677538	train-auc:0.970753
[330]	eval-auc:0.677783	train-auc:0.970753
[331]	eval-auc:0.678003	train-auc:0.970768
[332]	eval-auc:0.677923	train-auc:0.970856
[333]	eval-auc:0.677763	train-auc:0.971029
[334]	eval-auc:0.677196	train-auc:0.970993
[335]	eval-auc:0.678536	train-auc:0.971248
[336]	eval-auc:0.678198	train-auc:0.971366
[337]	eval-auc:0.678163	train-auc:0.971318
[338]	eval-auc:0.677367	train-auc:0.971512
[339]	eval-auc:0.677388	train-auc:0.971545
[340]	eval-auc:0.676397	train-auc:0.971649
[341]	eval-auc:0.677126	train-auc:0.971918
[342]	eval-auc:0.677515	train-auc:0.971973
[343]	eval-auc:0.677699	train-auc:0.971895
[344]	eval-auc:0.676808	train-auc:0.971995
[345]	eval-auc:0.677026	train-auc:0.972185
[346]	eval-auc:0.676767	train-auc:0.972178
[347]	eval-auc:0.676452	train-auc:0.972389
[348]	eval-auc:0.675588	train-auc:0.972696
[349]	eval-auc:0.675045	train-auc:0.972828
[350]	eval-auc:0.675106	train-auc:0.972813
[351]	eval-auc:0.675256	train-auc:0.973234
[352]	eval-auc:0.673339	train-auc:0.973659
[353]	eval-auc:0.674028	train-auc:0.973888
[354]	eval-auc:0.672969	train-auc:0.974072
[355]	eval-auc:0.672468	train-auc:0.974403
[356]	eval-auc:0.673035	train-auc:0.974172
[357]	eval-auc:0.673524	train-auc:0.974422
[358]	eval-auc:0.674258	train-auc:0.974365
[359]	eval-auc:0.674774	train-auc:0.974339
[360]	eval-auc:0.674096	train-auc:0.974551
[361]	eval-auc:0.673673	train-auc:0.974539
[362]	eval-auc:0.673709	train-auc:0.974669
[363]	eval-auc:0.673214	train-auc:0.974874
[364]	eval-auc:0.672812	train-auc:0.974988
[365]	eval-auc:0.672634	train-auc:0.975124
[366]	eval-auc:0.67279	train-auc:0.975401
[367]	eval-auc:0.673418	train-auc:0.975476
[368]	eval-auc:0.673147	train-auc:0.975642
[369]	eval-auc:0.672736	train-auc:0.975412
[370]	eval-auc:0.673199	train-auc:0.975564
[371]	eval-auc:0.673793	train-auc:0.975979
[372]	eval-auc:0.674754	train-auc:0.976395
[373]	eval-auc:0.67479	train-auc:0.97654
[374]	eval-auc:0.67374	train-auc:0.976656
[375]	eval-auc:0.674551	train-auc:0.976716
[376]	eval-auc:0.674757	train-auc:0.976854
[377]	eval-auc:0.674248	train-auc:0.977084
[378]	eval-auc:0.673763	train-auc:0.977191
[379]	eval-auc:0.673499	train-auc:0.977298
[380]	eval-auc:0.674131	train-auc:0.97749
[381]	eval-auc:0.674416	train-auc:0.977684
[382]	eval-auc:0.674152	train-auc:0.977663
[383]	eval-auc:0.674561	train-auc:0.977915
[384]	eval-auc:0.675063	train-auc:0.977718
[385]	eval-auc:0.675154	train-auc:0.97792
[386]	eval-auc:0.675395	train-auc:0.978277
[387]	eval-auc:0.675529	train-auc:0.97847
[388]	eval-auc:0.674816	train-auc:0.978835
[389]	eval-auc:0.674789	train-auc:0.979013
[390]	eval-auc:0.675186	train-auc:0.979171
[391]	eval-auc:0.675728	train-auc:0.97925
[392]	eval-auc:0.67621	train-auc:0.979376
[393]	eval-auc:0.676237	train-auc:0.979151
[394]	eval-auc:0.677326	train-auc:0.979361
[395]	eval-auc:0.678331	train-auc:0.979132
[396]	eval-auc:0.677939	train-auc:0.978966
[397]	eval-auc:0.677911	train-auc:0.979347
[398]	eval-auc:0.678183	train-auc:0.979507
[399]	eval-auc:0.678363	train-auc:0.979689
[400]	eval-auc:0.677186	train-auc:0.979801
[401]	eval-auc:0.677142	train-auc:0.979946
[402]	eval-auc:0.677202	train-auc:0.979893
[403]	eval-auc:0.677196	train-auc:0.980074
[404]	eval-auc:0.676883	train-auc:0.979977
[405]	eval-auc:0.676909	train-auc:0.980166
[406]	eval-auc:0.677461	train-auc:0.980197
[407]	eval-auc:0.677195	train-auc:0.980288
[408]	eval-auc:0.676567	train-auc:0.980301
[409]	eval-auc:0.676405	train-auc:0.980409
[410]	eval-auc:0.676686	train-auc:0.980536
[411]	eval-auc:0.675395	train-auc:0.98062
[412]	eval-auc:0.675575	train-auc:0.980619
[413]	eval-auc:0.674481	train-auc:0.980627
[414]	eval-auc:0.675127	train-auc:0.980711
[415]	eval-auc:0.676452	train-auc:0.980787
[416]	eval-auc:0.676721	train-auc:0.980769
[417]	eval-auc:0.676143	train-auc:0.98109
[418]	eval-auc:0.675492	train-auc:0.981168
[419]	eval-auc:0.676303	train-auc:0.981104
[420]	eval-auc:0.67594	train-auc:0.981296
[421]	eval-auc:0.676082	train-auc:0.981485
[422]	eval-auc:0.676197	train-auc:0.981704
[423]	eval-auc:0.67626	train-auc:0.98177
[424]	eval-auc:0.67642	train-auc:0.981938
[425]	eval-auc:0.675998	train-auc:0.98199
[426]	eval-auc:0.674955	train-auc:0.982017
[427]	eval-auc:0.675389	train-auc:0.982094
[428]	eval-auc:0.676077	train-auc:0.9821
[429]	eval-auc:0.676487	train-auc:0.982324
[430]	eval-auc:0.677137	train-auc:0.982411
[431]	eval-auc:0.676875	train-auc:0.982475
[432]	eval-auc:0.677901	train-auc:0.982452
[433]	eval-auc:0.677426	train-auc:0.982579
[434]	eval-auc:0.677729	train-auc:0.982732
[435]	eval-auc:0.67822	train-auc:0.982841
[436]	eval-auc:0.678675	train-auc:0.982952
[437]	eval-auc:0.67808	train-auc:0.982925
[438]	eval-auc:0.678573	train-auc:0.982969
[439]	eval-auc:0.678121	train-auc:0.982985
[440]	eval-auc:0.678466	train-auc:0.98317
[441]	eval-auc:0.679005	train-auc:0.983266
[442]	eval-auc:0.678549	train-auc:0.983294
[443]	eval-auc:0.677338	train-auc:0.98333
[444]	eval-auc:0.677471	train-auc:0.983412
[445]	eval-auc:0.677979	train-auc:0.983662
[446]	eval-auc:0.678278	train-auc:0.983637
[447]	eval-auc:0.678501	train-auc:0.983624
[448]	eval-auc:0.679039	train-auc:0.983751
[449]	eval-auc:0.678189	train-auc:0.983541
[450]	eval-auc:0.678938	train-auc:0.983694
[451]	eval-auc:0.678955	train-auc:0.983882
[452]	eval-auc:0.680182	train-auc:0.98376
[453]	eval-auc:0.68024	train-auc:0.983949
[454]	eval-auc:0.679703	train-auc:0.98401
[455]	eval-auc:0.679738	train-auc:0.984029
[456]	eval-auc:0.680717	train-auc:0.984215
[457]	eval-auc:0.681236	train-auc:0.98411
[458]	eval-auc:0.680918	train-auc:0.984353
[459]	eval-auc:0.680973	train-auc:0.984312
[460]	eval-auc:0.680948	train-auc:0.984275
[461]	eval-auc:0.681364	train-auc:0.984319
[462]	eval-auc:0.680894	train-auc:0.984336
[463]	eval-auc:0.680583	train-auc:0.98444
[464]	eval-auc:0.680603	train-auc:0.984551
[465]	eval-auc:0.680323	train-auc:0.984593
[466]	eval-auc:0.680295	train-auc:0.984563
[467]	eval-auc:0.680647	train-auc:0.984375
[468]	eval-auc:0.680505	train-auc:0.984449
[469]	eval-auc:0.680067	train-auc:0.984587
[470]	eval-auc:0.680839	train-auc:0.984732
[471]	eval-auc:0.680111	train-auc:0.984813
[472]	eval-auc:0.680959	train-auc:0.984838
[473]	eval-auc:0.681116	train-auc:0.98494
[474]	eval-auc:0.680904	train-auc:0.985011
[475]	eval-auc:0.680556	train-auc:0.98524
[476]	eval-auc:0.680616	train-auc:0.985222
[477]	eval-auc:0.681522	train-auc:0.985169
[478]	eval-auc:0.681437	train-auc:0.985327
[479]	eval-auc:0.68179	train-auc:0.985487
[480]	eval-auc:0.681127	train-auc:0.985516
[481]	eval-auc:0.681197	train-auc:0.985564
[482]	eval-auc:0.68185	train-auc:0.985737
[483]	eval-auc:0.682745	train-auc:0.9859
[484]	eval-auc:0.68284	train-auc:0.98598
[485]	eval-auc:0.683245	train-auc:0.986132
[486]	eval-auc:0.683368	train-auc:0.98625
[487]	eval-auc:0.682765	train-auc:0.986399
[488]	eval-auc:0.68231	train-auc:0.986493
[489]	eval-auc:0.682055	train-auc:0.986408
[490]	eval-auc:0.682014	train-auc:0.986431
[491]	eval-auc:0.681463	train-auc:0.986552
[492]	eval-auc:0.680986	train-auc:0.986689
	Score 0.6809864902727528


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 11, 'min_child_weight': 6.0, 'n_estimators': 479.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.611968	train-auc:0.767719
[1]	eval-auc:0.62414	train-auc:0.833586
[2]	eval-auc:0.622641	train-auc:0.869623
[3]	eval-auc:0.639279	train-auc:0.881938
[4]	eval-auc:0.663758	train-auc:0.904984
[5]	eval-auc:0.661499	train-auc:0.9253
[6]	eval-auc:0.666907	train-auc:0.931057
[7]	eval-auc:0.665373	train-auc:0.939201
[8]	eval-auc:0.672654	train-auc:0.946647
[9]	eval-auc:0.677498	train-auc:0.952994
[10]	eval-auc:0.677562	train-auc:0.959199
[11]	eval-auc:0.675802	train-auc:0.963397
[12]	eval-auc:0.679992	train-auc:0.964568
[13]	eval-auc:0.681422	train-auc:0.965826
[14]	eval-auc:0.681169	train-auc:0.967267
[15]	eval-auc:0.674254	train-auc:0.971683
[16]	eval-auc:0.672988	train-auc:0.97323
[17]	eval-auc:0.677894	train-auc:0.975479
[18]	eval-auc:0.673667	train-auc:0.977956
[19]	eval-auc:0.679324	train-auc:0.978787
[20]	eval-auc:0.679377	train-auc:0.979562
[21]	eval-auc:0.678061	train-auc:0.980803
[22]	eval-auc:0.678246	train-auc:0.98238
[23]	eval-auc:0.682023	train-auc:0.982851
[24]	eval-auc:0.686027	train-auc:0.984734
[25]	eval-auc:0.684367	train-auc:0.985625
[26]	eval-auc:0.685526	train-auc:0.985805
[27]	eval-auc:0.687027	train-auc:0.987091
[28]	eval-auc:0.687551	train-auc:0.986913
[29]	eval-auc:0.686237	train-auc:0.987258
[30]	eval-auc:0.68608	train-auc:0.988286
[31]	eval-auc:0.685189	train-auc:0.988097
[32]	eval-auc:0.685373	train-auc:0.988736
[33]	eval-auc:0.686165	train-auc:0.988533
[34]	eval-auc:0.685637	train-auc:0.989202
[35]	eval-auc:0.686511	train-auc:0.989497
[36]	eval-auc:0.687111	train-auc:0.989711
[37]	eval-auc:0.688287	train-auc:0.990082
[38]	eval-auc:0.688998	train-auc:0.990134
[39]	eval-auc:0.688699	train-auc:0.990603
[40]	eval-auc:0.689081	train-auc:0.990908
[41]	eval-auc:0.688711	train-auc:0.991375
[42]	eval-auc:0.687818	train-auc:0.99199
[43]	eval-auc:0.688152	train-auc:0.99193
[44]	eval-auc:0.690193	train-auc:0.992662
[45]	eval-auc:0.690111	train-auc:0.992942
[46]	eval-auc:0.691611	train-auc:0.993169
[47]	eval-auc:0.692578	train-auc:0.993501
[48]	eval-auc:0.693162	train-auc:0.993396
[49]	eval-auc:0.693232	train-auc:0.993914
[50]	eval-auc:0.692919	train-auc:0.994329
[51]	eval-auc:0.691484	train-auc:0.994507
[52]	eval-auc:0.69021	train-auc:0.994792
[53]	eval-auc:0.690415	train-auc:0.994869
[54]	eval-auc:0.69001	train-auc:0.995194
[55]	eval-auc:0.689709	train-auc:0.995379
[56]	eval-auc:0.688509	train-auc:0.995717
[57]	eval-auc:0.687645	train-auc:0.995979
[58]	eval-auc:0.688861	train-auc:0.996114
[59]	eval-auc:0.690316	train-auc:0.996316
[60]	eval-auc:0.690138	train-auc:0.996358
[61]	eval-auc:0.690472	train-auc:0.996355
[62]	eval-auc:0.690925	train-auc:0.996367
[63]	eval-auc:0.691839	train-auc:0.996646
[64]	eval-auc:0.690935	train-auc:0.996715
[65]	eval-auc:0.692173	train-auc:0.996915
[66]	eval-auc:0.691929	train-auc:0.997117
[67]	eval-auc:0.690944	train-auc:0.997173
[68]	eval-auc:0.691318	train-auc:0.997219
[69]	eval-auc:0.690339	train-auc:0.997293
[70]	eval-auc:0.691231	train-auc:0.997375
[71]	eval-auc:0.691448	train-auc:0.99753
[72]	eval-auc:0.690621	train-auc:0.997505
[73]	eval-auc:0.689613	train-auc:0.997648
[74]	eval-auc:0.689316	train-auc:0.997684
[75]	eval-auc:0.68932	train-auc:0.997701
[76]	eval-auc:0.68896	train-auc:0.997733
[77]	eval-auc:0.688963	train-auc:0.997832
[78]	eval-auc:0.688841	train-auc:0.997786
[79]	eval-auc:0.689224	train-auc:0.997759
[80]	eval-auc:0.690083	train-auc:0.997772
[81]	eval-auc:0.690199	train-auc:0.997846
[82]	eval-auc:0.689678	train-auc:0.997909
[83]	eval-auc:0.690191	train-auc:0.997957
[84]	eval-auc:0.691272	train-auc:0.998072
[85]	eval-auc:0.689823	train-auc:0.998149
[86]	eval-auc:0.690402	train-auc:0.998163
[87]	eval-auc:0.691224	train-auc:0.998313
[88]	eval-auc:0.692031	train-auc:0.998382
[89]	eval-auc:0.692634	train-auc:0.998353
[90]	eval-auc:0.69269	train-auc:0.998333
[91]	eval-auc:0.691417	train-auc:0.998367
[92]	eval-auc:0.691512	train-auc:0.998424
[93]	eval-auc:0.691923	train-auc:0.998475
[94]	eval-auc:0.692267	train-auc:0.998596
[95]	eval-auc:0.692702	train-auc:0.998652
[96]	eval-auc:0.692544	train-auc:0.998716
[97]	eval-auc:0.693024	train-auc:0.998765
[98]	eval-auc:0.693085	train-auc:0.998763
[99]	eval-auc:0.692675	train-auc:0.998773
[100]	eval-auc:0.693028	train-auc:0.998828
[101]	eval-auc:0.692381	train-auc:0.998845
[102]	eval-auc:0.692903	train-auc:0.998892
[103]	eval-auc:0.69385	train-auc:0.998902
[104]	eval-auc:0.694068	train-auc:0.998921
[105]	eval-auc:0.69386	train-auc:0.998904
[106]	eval-auc:0.694096	train-auc:0.998943
[107]	eval-auc:0.694126	train-auc:0.998965
[108]	eval-auc:0.69412	train-auc:0.998977
[109]	eval-auc:0.693919	train-auc:0.999005
[110]	eval-auc:0.694361	train-auc:0.999019
[111]	eval-auc:0.694437	train-auc:0.999078
[112]	eval-auc:0.694257	train-auc:0.9991
[113]	eval-auc:0.694875	train-auc:0.99911
[114]	eval-auc:0.695302	train-auc:0.999126
[115]	eval-auc:0.694583	train-auc:0.999149
[116]	eval-auc:0.694417	train-auc:0.999177
[117]	eval-auc:0.6947	train-auc:0.999209
[118]	eval-auc:0.694979	train-auc:0.999224
[119]	eval-auc:0.694875	train-auc:0.999282
[120]	eval-auc:0.694693	train-auc:0.999286
[121]	eval-auc:0.694633	train-auc:0.999327
[122]	eval-auc:0.694472	train-auc:0.999333
[123]	eval-auc:0.693986	train-auc:0.999357
[124]	eval-auc:0.694073	train-auc:0.999373
[125]	eval-auc:0.693758	train-auc:0.99938
[126]	eval-auc:0.693819	train-auc:0.999391
[127]	eval-auc:0.69387	train-auc:0.999383
[128]	eval-auc:0.69419	train-auc:0.9994
[129]	eval-auc:0.694563	train-auc:0.999432
[130]	eval-auc:0.694297	train-auc:0.999467
[131]	eval-auc:0.694012	train-auc:0.99948
[132]	eval-auc:0.694373	train-auc:0.999529
[133]	eval-auc:0.694178	train-auc:0.999521
[134]	eval-auc:0.694082	train-auc:0.999519
[135]	eval-auc:0.693924	train-auc:0.99954
[136]	eval-auc:0.693823	train-auc:0.99956
[137]	eval-auc:0.694199	train-auc:0.999582
[138]	eval-auc:0.693697	train-auc:0.999583
[139]	eval-auc:0.693736	train-auc:0.999597
[140]	eval-auc:0.693551	train-auc:0.999615
[141]	eval-auc:0.693312	train-auc:0.999625
[142]	eval-auc:0.693013	train-auc:0.999634
[143]	eval-auc:0.692928	train-auc:0.99965
[144]	eval-auc:0.692893	train-auc:0.999683
[145]	eval-auc:0.693051	train-auc:0.999676
[146]	eval-auc:0.693094	train-auc:0.999684
[147]	eval-auc:0.692954	train-auc:0.999682
[148]	eval-auc:0.693167	train-auc:0.999689
[149]	eval-auc:0.693013	train-auc:0.999688
[150]	eval-auc:0.692862	train-auc:0.999686
[151]	eval-auc:0.692431	train-auc:0.999713
[152]	eval-auc:0.692448	train-auc:0.99971
[153]	eval-auc:0.69223	train-auc:0.999717
[154]	eval-auc:0.692494	train-auc:0.999713
[155]	eval-auc:0.692964	train-auc:0.99973
[156]	eval-auc:0.692762	train-auc:0.999742
[157]	eval-auc:0.692485	train-auc:0.999751
[158]	eval-auc:0.692224	train-auc:0.999757
[159]	eval-auc:0.692846	train-auc:0.99977
[160]	eval-auc:0.692836	train-auc:0.999773
[161]	eval-auc:0.693138	train-auc:0.999789
[162]	eval-auc:0.692937	train-auc:0.999792
[163]	eval-auc:0.692462	train-auc:0.999799
[164]	eval-auc:0.692313	train-auc:0.999794
[165]	eval-auc:0.692264	train-auc:0.999795
[166]	eval-auc:0.692177	train-auc:0.999803
[167]	eval-auc:0.692045	train-auc:0.999805
[168]	eval-auc:0.692002	train-auc:0.999815
[169]	eval-auc:0.692175	train-auc:0.999815
[170]	eval-auc:0.692465	train-auc:0.999815
[171]	eval-auc:0.692575	train-auc:0.999815
[172]	eval-auc:0.692684	train-auc:0.999818
[173]	eval-auc:0.692849	train-auc:0.99982
[174]	eval-auc:0.692705	train-auc:0.999822
[175]	eval-auc:0.692829	train-auc:0.999831
[176]	eval-auc:0.693069	train-auc:0.999828
[177]	eval-auc:0.693094	train-auc:0.999833
[178]	eval-auc:0.693278	train-auc:0.999833
[179]	eval-auc:0.692903	train-auc:0.999833
[180]	eval-auc:0.692967	train-auc:0.999835
[181]	eval-auc:0.693085	train-auc:0.999843
[182]	eval-auc:0.693382	train-auc:0.999839
[183]	eval-auc:0.693184	train-auc:0.999844
[184]	eval-auc:0.692941	train-auc:0.999842
[185]	eval-auc:0.692763	train-auc:0.999848
[186]	eval-auc:0.693015	train-auc:0.999854
[187]	eval-auc:0.692785	train-auc:0.999858
[188]	eval-auc:0.692902	train-auc:0.999868
[189]	eval-auc:0.693019	train-auc:0.999867
[190]	eval-auc:0.693395	train-auc:0.999869
[191]	eval-auc:0.693155	train-auc:0.999871
[192]	eval-auc:0.693231	train-auc:0.999873
[193]	eval-auc:0.693129	train-auc:0.999878
[194]	eval-auc:0.6934	train-auc:0.999878
[195]	eval-auc:0.693155	train-auc:0.999879
[196]	eval-auc:0.692948	train-auc:0.999889
[197]	eval-auc:0.692891	train-auc:0.999896
[198]	eval-auc:0.692905	train-auc:0.999897
[199]	eval-auc:0.693103	train-auc:0.999894
[200]	eval-auc:0.693226	train-auc:0.99989
[201]	eval-auc:0.693066	train-auc:0.999894
[202]	eval-auc:0.692967	train-auc:0.999895
[203]	eval-auc:0.693103	train-auc:0.999902
[204]	eval-auc:0.693121	train-auc:0.999903
[205]	eval-auc:0.692972	train-auc:0.999909
[206]	eval-auc:0.692934	train-auc:0.999917
[207]	eval-auc:0.693004	train-auc:0.999919
[208]	eval-auc:0.692536	train-auc:0.999918
[209]	eval-auc:0.692491	train-auc:0.999919
[210]	eval-auc:0.692518	train-auc:0.999921
[211]	eval-auc:0.692335	train-auc:0.999923
[212]	eval-auc:0.692176	train-auc:0.999924
[213]	eval-auc:0.69197	train-auc:0.999925
[214]	eval-auc:0.692282	train-auc:0.999926
[215]	eval-auc:0.692389	train-auc:0.999929
[216]	eval-auc:0.692645	train-auc:0.99993
[217]	eval-auc:0.692611	train-auc:0.99993
[218]	eval-auc:0.69287	train-auc:0.999934
[219]	eval-auc:0.693217	train-auc:0.99994
[220]	eval-auc:0.693153	train-auc:0.999944
[221]	eval-auc:0.693493	train-auc:0.999945
[222]	eval-auc:0.693193	train-auc:0.999947
[223]	eval-auc:0.693069	train-auc:0.999942
[224]	eval-auc:0.692935	train-auc:0.999949
[225]	eval-auc:0.692785	train-auc:0.999948
[226]	eval-auc:0.692771	train-auc:0.999952
[227]	eval-auc:0.692541	train-auc:0.999953
[228]	eval-auc:0.692748	train-auc:0.999958
[229]	eval-auc:0.692737	train-auc:0.999957
[230]	eval-auc:0.692702	train-auc:0.999959
[231]	eval-auc:0.692897	train-auc:0.999962
[232]	eval-auc:0.692954	train-auc:0.999964
[233]	eval-auc:0.693124	train-auc:0.999964
[234]	eval-auc:0.692913	train-auc:0.999964
[235]	eval-auc:0.692349	train-auc:0.999967
[236]	eval-auc:0.692233	train-auc:0.999966
[237]	eval-auc:0.692396	train-auc:0.999965
[238]	eval-auc:0.692415	train-auc:0.999966
[239]	eval-auc:0.692171	train-auc:0.999963
[240]	eval-auc:0.692491	train-auc:0.999967
[241]	eval-auc:0.692367	train-auc:0.99997
[242]	eval-auc:0.692445	train-auc:0.999972
[243]	eval-auc:0.692366	train-auc:0.999974
[244]	eval-auc:0.6926	train-auc:0.999975
[245]	eval-auc:0.692704	train-auc:0.999977
[246]	eval-auc:0.692873	train-auc:0.999975
[247]	eval-auc:0.692718	train-auc:0.999978
[248]	eval-auc:0.69282	train-auc:0.999978
[249]	eval-auc:0.692916	train-auc:0.99998
[250]	eval-auc:0.692766	train-auc:0.99998
[251]	eval-auc:0.692833	train-auc:0.999982
[252]	eval-auc:0.69297	train-auc:0.999982
[253]	eval-auc:0.693182	train-auc:0.999981
[254]	eval-auc:0.693203	train-auc:0.999982
[255]	eval-auc:0.693321	train-auc:0.999982
[256]	eval-auc:0.693608	train-auc:0.999982
[257]	eval-auc:0.693633	train-auc:0.999982
[258]	eval-auc:0.693761	train-auc:0.999983
[259]	eval-auc:0.693799	train-auc:0.999984
[260]	eval-auc:0.69407	train-auc:0.999983
[261]	eval-auc:0.693873	train-auc:0.999982
[262]	eval-auc:0.694315	train-auc:0.999983
[263]	eval-auc:0.69426	train-auc:0.999983
[264]	eval-auc:0.694138	train-auc:0.999983
[265]	eval-auc:0.694349	train-auc:0.999982
[266]	eval-auc:0.694252	train-auc:0.999982
[267]	eval-auc:0.69425	train-auc:0.999982
[268]	eval-auc:0.694483	train-auc:0.999982
[269]	eval-auc:0.694405	train-auc:0.999982
[270]	eval-auc:0.693998	train-auc:0.999982
[271]	eval-auc:0.69389	train-auc:0.999982
[272]	eval-auc:0.693645	train-auc:0.999983
[273]	eval-auc:0.69335	train-auc:0.999983
[274]	eval-auc:0.693442	train-auc:0.999984
[275]	eval-auc:0.693024	train-auc:0.999984
[276]	eval-auc:0.692623	train-auc:0.999985
[277]	eval-auc:0.692594	train-auc:0.999985
[278]	eval-auc:0.692658	train-auc:0.999985
[279]	eval-auc:0.69269	train-auc:0.999985
[280]	eval-auc:0.692776	train-auc:0.999984
[281]	eval-auc:0.693054	train-auc:0.999983
[282]	eval-auc:0.692702	train-auc:0.999983
[283]	eval-auc:0.692648	train-auc:0.999984
[284]	eval-auc:0.692766	train-auc:0.999983
[285]	eval-auc:0.692389	train-auc:0.999984
[286]	eval-auc:0.692308	train-auc:0.999984
[287]	eval-auc:0.692331	train-auc:0.999984
[288]	eval-auc:0.692364	train-auc:0.999985
[289]	eval-auc:0.692565	train-auc:0.999985
[290]	eval-auc:0.692594	train-auc:0.999986
[291]	eval-auc:0.692769	train-auc:0.999987
[292]	eval-auc:0.692695	train-auc:0.999987
[293]	eval-auc:0.692748	train-auc:0.999988
[294]	eval-auc:0.692801	train-auc:0.999989
[295]	eval-auc:0.692582	train-auc:0.999989
[296]	eval-auc:0.692689	train-auc:0.999989
[297]	eval-auc:0.69273	train-auc:0.999989
[298]	eval-auc:0.692607	train-auc:0.999989
[299]	eval-auc:0.692844	train-auc:0.999989
[300]	eval-auc:0.692785	train-auc:0.999991
[301]	eval-auc:0.692815	train-auc:0.999991
[302]	eval-auc:0.692836	train-auc:0.999992
[303]	eval-auc:0.69308	train-auc:0.999991
[304]	eval-auc:0.693054	train-auc:0.99999
[305]	eval-auc:0.692986	train-auc:0.999991
[306]	eval-auc:0.693056	train-auc:0.999991
[307]	eval-auc:0.692885	train-auc:0.99999
[308]	eval-auc:0.692646	train-auc:0.999991
[309]	eval-auc:0.692546	train-auc:0.999991
[310]	eval-auc:0.692402	train-auc:0.999992
[311]	eval-auc:0.692565	train-auc:0.999991
[312]	eval-auc:0.692707	train-auc:0.999991
[313]	eval-auc:0.693016	train-auc:0.999992
[314]	eval-auc:0.69296	train-auc:0.999991
[315]	eval-auc:0.692715	train-auc:0.999992
[316]	eval-auc:0.692882	train-auc:0.999993
[317]	eval-auc:0.692864	train-auc:0.999994
[318]	eval-auc:0.692969	train-auc:0.999993
[319]	eval-auc:0.693158	train-auc:0.999994
[320]	eval-auc:0.693245	train-auc:0.999994
[321]	eval-auc:0.693389	train-auc:0.999994
[322]	eval-auc:0.693344	train-auc:0.999994
[323]	eval-auc:0.693281	train-auc:0.999993
[324]	eval-auc:0.693548	train-auc:0.999994
[325]	eval-auc:0.693411	train-auc:0.999994
[326]	eval-auc:0.693435	train-auc:0.999994
[327]	eval-auc:0.69358	train-auc:0.999994
[328]	eval-auc:0.693678	train-auc:0.999993
[329]	eval-auc:0.693778	train-auc:0.999994
[330]	eval-auc:0.693864	train-auc:0.999994
[331]	eval-auc:0.693913	train-auc:0.999995
[332]	eval-auc:0.693613	train-auc:0.999995
[333]	eval-auc:0.693461	train-auc:0.999995
[334]	eval-auc:0.693298	train-auc:0.999994
[335]	eval-auc:0.693264	train-auc:0.999994
[336]	eval-auc:0.693465	train-auc:0.999994
[337]	eval-auc:0.693657	train-auc:0.999994
[338]	eval-auc:0.693461	train-auc:0.999994
[339]	eval-auc:0.693745	train-auc:0.999995
[340]	eval-auc:0.693704	train-auc:0.999995
[341]	eval-auc:0.693709	train-auc:0.999995
[342]	eval-auc:0.693808	train-auc:0.999995
[343]	eval-auc:0.693876	train-auc:0.999995
[344]	eval-auc:0.694017	train-auc:0.999995
[345]	eval-auc:0.694211	train-auc:0.999996
[346]	eval-auc:0.694134	train-auc:0.999996
[347]	eval-auc:0.694301	train-auc:0.999996
[348]	eval-auc:0.694342	train-auc:0.999996
[349]	eval-auc:0.694233	train-auc:0.999997
[350]	eval-auc:0.693831	train-auc:0.999996
[351]	eval-auc:0.693884	train-auc:0.999997
[352]	eval-auc:0.693982	train-auc:0.999997
[353]	eval-auc:0.694029	train-auc:0.999997
[354]	eval-auc:0.694163	train-auc:0.999997
[355]	eval-auc:0.693989	train-auc:0.999997
[356]	eval-auc:0.694154	train-auc:0.999998
[357]	eval-auc:0.694324	train-auc:0.999998
[358]	eval-auc:0.694393	train-auc:0.999997
[359]	eval-auc:0.694164	train-auc:0.999998
[360]	eval-auc:0.694345	train-auc:0.999998
[361]	eval-auc:0.694045	train-auc:0.999998
[362]	eval-auc:0.693978	train-auc:0.999998
[363]	eval-auc:0.693957	train-auc:0.999998
[364]	eval-auc:0.693796	train-auc:0.999998
[365]	eval-auc:0.693745	train-auc:0.999998
[366]	eval-auc:0.69395	train-auc:0.999998
[367]	eval-auc:0.693876	train-auc:0.999998
[368]	eval-auc:0.693963	train-auc:0.999998
[369]	eval-auc:0.693971	train-auc:0.999998
[370]	eval-auc:0.693745	train-auc:0.999998
[371]	eval-auc:0.693694	train-auc:0.999998
[372]	eval-auc:0.693423	train-auc:0.999998
[373]	eval-auc:0.693569	train-auc:0.999998
[374]	eval-auc:0.693461	train-auc:0.999998
[375]	eval-auc:0.693424	train-auc:0.999998
[376]	eval-auc:0.693602	train-auc:0.999998
[377]	eval-auc:0.693407	train-auc:0.999998
[378]	eval-auc:0.693266	train-auc:0.999998
[379]	eval-auc:0.693047	train-auc:0.999998
[380]	eval-auc:0.693356	train-auc:0.999998
[381]	eval-auc:0.693121	train-auc:0.999998
[382]	eval-auc:0.692894	train-auc:0.999998
[383]	eval-auc:0.69296	train-auc:0.999998
[384]	eval-auc:0.693147	train-auc:0.999998
[385]	eval-auc:0.693107	train-auc:0.999998
[386]	eval-auc:0.692949	train-auc:0.999998
[387]	eval-auc:0.693284	train-auc:0.999998
[388]	eval-auc:0.693171	train-auc:0.999998
[389]	eval-auc:0.693261	train-auc:0.999998
[390]	eval-auc:0.693427	train-auc:0.999998
[391]	eval-auc:0.693386	train-auc:0.999998
[392]	eval-auc:0.693485	train-auc:0.999998
[393]	eval-auc:0.693427	train-auc:0.999998
[394]	eval-auc:0.693607	train-auc:0.999999
[395]	eval-auc:0.69373	train-auc:0.999999
[396]	eval-auc:0.693723	train-auc:0.999999
[397]	eval-auc:0.693796	train-auc:0.999999
[398]	eval-auc:0.69387	train-auc:0.999999
[399]	eval-auc:0.693733	train-auc:0.999999
[400]	eval-auc:0.693643	train-auc:0.999999
[401]	eval-auc:0.693942	train-auc:0.999999
[402]	eval-auc:0.693937	train-auc:0.999999
[403]	eval-auc:0.693995	train-auc:0.999999
[404]	eval-auc:0.693982	train-auc:0.999999
[405]	eval-auc:0.693946	train-auc:0.999999
[406]	eval-auc:0.694062	train-auc:0.999999
[407]	eval-auc:0.694042	train-auc:0.999999
[408]	eval-auc:0.693711	train-auc:0.999999
[409]	eval-auc:0.693666	train-auc:0.999999
[410]	eval-auc:0.693668	train-auc:0.999999
[411]	eval-auc:0.693774	train-auc:0.999999
[412]	eval-auc:0.693858	train-auc:0.999999
[413]	eval-auc:0.693921	train-auc:0.999999
[414]	eval-auc:0.694001	train-auc:0.999999
[415]	eval-auc:0.694059	train-auc:0.999999
[416]	eval-auc:0.694023	train-auc:0.999999
[417]	eval-auc:0.694	train-auc:0.999999
[418]	eval-auc:0.693988	train-auc:0.999999
[419]	eval-auc:0.693876	train-auc:0.999999
[420]	eval-auc:0.693707	train-auc:0.999999
[421]	eval-auc:0.693733	train-auc:0.999999
[422]	eval-auc:0.693778	train-auc:0.999999
[423]	eval-auc:0.694074	train-auc:0.999999
[424]	eval-auc:0.69389	train-auc:0.999999
[425]	eval-auc:0.693972	train-auc:0.999999
[426]	eval-auc:0.694178	train-auc:0.999999
[427]	eval-auc:0.694015	train-auc:0.999999
[428]	eval-auc:0.694271	train-auc:0.999999
[429]	eval-auc:0.694248	train-auc:0.999999
[430]	eval-auc:0.693959	train-auc:0.999999
[431]	eval-auc:0.69401	train-auc:0.999999
[432]	eval-auc:0.693849	train-auc:0.999999
[433]	eval-auc:0.693945	train-auc:0.999999
[434]	eval-auc:0.694193	train-auc:0.999999
[435]	eval-auc:0.694108	train-auc:0.999999
[436]	eval-auc:0.69426	train-auc:0.999999
[437]	eval-auc:0.694201	train-auc:0.999999
[438]	eval-auc:0.694065	train-auc:0.999999
[439]	eval-auc:0.693946	train-auc:0.999999
[440]	eval-auc:0.693802	train-auc:0.999999
[441]	eval-auc:0.693881	train-auc:0.999999
[442]	eval-auc:0.694017	train-auc:0.999999
[443]	eval-auc:0.694096	train-auc:0.999999
[444]	eval-auc:0.693972	train-auc:0.999999
[445]	eval-auc:0.69373	train-auc:0.999999
[446]	eval-auc:0.693721	train-auc:1
[447]	eval-auc:0.69373	train-auc:1
[448]	eval-auc:0.69382	train-auc:1
[449]	eval-auc:0.69372	train-auc:1
[450]	eval-auc:0.693817	train-auc:1
[451]	eval-auc:0.693529	train-auc:1
[452]	eval-auc:0.693558	train-auc:1
[453]	eval-auc:0.69366	train-auc:0.999999
[454]	eval-auc:0.694117	train-auc:0.999999
[455]	eval-auc:0.694172	train-auc:0.999999
[456]	eval-auc:0.694065	train-auc:1
[457]	eval-auc:0.69428	train-auc:1
[458]	eval-auc:0.694295	train-auc:1
[459]	eval-auc:0.694388	train-auc:1
[460]	eval-auc:0.694537	train-auc:1
[461]	eval-auc:0.694685	train-auc:1
[462]	eval-auc:0.694548	train-auc:1
[463]	eval-auc:0.694432	train-auc:1
[464]	eval-auc:0.694435	train-auc:1
[465]	eval-auc:0.694353	train-auc:1
[466]	eval-auc:0.694604	train-auc:1
[467]	eval-auc:0.694548	train-auc:1
[468]	eval-auc:0.694694	train-auc:1
[469]	eval-auc:0.694664	train-auc:1
[470]	eval-auc:0.694623	train-auc:1
[471]	eval-auc:0.694484	train-auc:1
[472]	eval-auc:0.694426	train-auc:1
[473]	eval-auc:0.694696	train-auc:1
[474]	eval-auc:0.694769	train-auc:1
[475]	eval-auc:0.695	train-auc:1
[476]	eval-auc:0.695012	train-auc:1
[477]	eval-auc:0.694977	train-auc:1
[478]	eval-auc:0.695198	train-auc:1
	Score 0.6951981995151604


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 3, 'min_child_weight': 4.0, 'n_estimators': 937.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.704885	train-auc:0.720981
[1]	eval-auc:0.691741	train-auc:0.726453
[2]	eval-auc:0.705838	train-auc:0.728099
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[675]	eval-auc:0.706812	train-auc:0.956696
[676]	eval-auc:0.706853	train-auc:0.956814
[677]	eval-auc:0.706741	train-auc:0.956939
[678]	eval-auc:0.706738	train-auc:0.957119
[679]	eval-auc:0.706725	train-auc:0.95726
[680]	eval-auc:0.706766	train-auc:0.957342
[681]	eval-auc:0.706651	train-auc:0.957435
[682]	eval-auc:0.706579	train-auc:0.957449
[683]	eval-auc:0.706342	train-auc:0.95758
[684]	eval-auc:0.706549	train-auc:0.957745
[685]	eval-auc:0.706494	train-auc:0.95789
[686]	eval-auc:0.706471	train-auc:0.957898
[687]	eval-auc:0.706371	train-auc:0.957894
[688]	eval-auc:0.706416	train-auc:0.957914
[689]	eval-auc:0.706246	train-auc:0.958059
[690]	eval-auc:0.706351	train-auc:0.958061
[691]	eval-auc:0.706227	train-auc:0.958101
[692]	eval-auc:0.706276	train-auc:0.958143
[693]	eval-auc:0.706272	train-auc:0.958207
[694]	eval-auc:0.706004	train-auc:0.958151
[695]	eval-auc:0.705906	train-auc:0.958269
[696]	eval-auc:0.706179	train-auc:0.958353
[697]	eval-auc:0.706198	train-auc:0.958405
[698]	eval-auc:0.705924	train-auc:0.958543
[699]	eval-auc:0.706091	train-auc:0.958737
[700]	eval-auc:0.706206	train-auc:0.958828
[701]	eval-auc:0.7063	train-auc:0.958948
[702]	eval-auc:0.70625	train-auc:0.959102
[703]	eval-auc:0.706313	train-auc:0.959114
[704]	eval-auc:0.706617	train-auc:0.959147
[705]	eval-auc:0.706515	train-auc:0.959159
[706]	eval-auc:0.706492	train-auc:0.959264
[707]	eval-auc:0.706476	train-auc:0.959257
[708]	eval-auc:0.706451	train-auc:0.959353
[709]	eval-auc:0.706593	train-auc:0.959393
[710]	eval-auc:0.706503	train-auc:0.959532
[711]	eval-auc:0.706558	train-auc:0.9596
[712]	eval-auc:0.706579	train-auc:0.959786
[713]	eval-auc:0.706623	train-auc:0.959953
[714]	eval-auc:0.706643	train-auc:0.960023
[715]	eval-auc:0.706462	train-auc:0.960087
[716]	eval-auc:0.706486	train-auc:0.960071
[717]	eval-auc:0.706246	train-auc:0.960184
[718]	eval-auc:0.706118	train-auc:0.960263
[719]	eval-auc:0.70601	train-auc:0.96028
[720]	eval-auc:0.706004	train-auc:0.960369
[721]	eval-auc:0.705932	train-auc:0.960546
[722]	eval-auc:0.70616	train-auc:0.960726
[723]	eval-auc:0.706101	train-auc:0.960756
[724]	eval-auc:0.705941	train-auc:0.960802
[725]	eval-auc:0.70595	train-auc:0.96091
[726]	eval-auc:0.705352	train-auc:0.960954
[727]	eval-auc:0.705414	train-auc:0.961009
[728]	eval-auc:0.70511	train-auc:0.961016
[729]	eval-auc:0.70509	train-auc:0.961154
[730]	eval-auc:0.705049	train-auc:0.961244
[731]	eval-auc:0.704734	train-auc:0.961299
[732]	eval-auc:0.704662	train-auc:0.96141
[733]	eval-auc:0.704731	train-auc:0.961417
[734]	eval-auc:0.704664	train-auc:0.961514
[735]	eval-auc:0.704654	train-auc:0.961603
[736]	eval-auc:0.704647	train-auc:0.961651
[737]	eval-auc:0.704615	train-auc:0.961743
[738]	eval-auc:0.704677	train-auc:0.961846
[739]	eval-auc:0.70488	train-auc:0.961922
[740]	eval-auc:0.704889	train-auc:0.961993
[741]	eval-auc:0.704875	train-auc:0.962081
[742]	eval-auc:0.705055	train-auc:0.962169
[743]	eval-auc:0.705142	train-auc:0.962145
[744]	eval-auc:0.70533	train-auc:0.962209
[745]	eval-auc:0.705262	train-auc:0.962203
[746]	eval-auc:0.705224	train-auc:0.96225
[747]	eval-auc:0.705338	train-auc:0.9624
[748]	eval-auc:0.705195	train-auc:0.962537
[749]	eval-auc:0.705166	train-auc:0.962526
[750]	eval-auc:0.70489	train-auc:0.96258
[751]	eval-auc:0.704793	train-auc:0.96261
[752]	eval-auc:0.704732	train-auc:0.962676
[753]	eval-auc:0.704565	train-auc:0.962757
[754]	eval-auc:0.704476	train-auc:0.962784
[755]	eval-auc:0.704481	train-auc:0.962864
[756]	eval-auc:0.704382	train-auc:0.962883
[757]	eval-auc:0.70424	train-auc:0.962977
[758]	eval-auc:0.703931	train-auc:0.963002
[759]	eval-auc:0.70403	train-auc:0.963092
[760]	eval-auc:0.704217	train-auc:0.963176
[761]	eval-auc:0.704287	train-auc:0.963276
[762]	eval-auc:0.704347	train-auc:0.963262
[763]	eval-auc:0.704071	train-auc:0.963294
[764]	eval-auc:0.704242	train-auc:0.963401
[765]	eval-auc:0.704192	train-auc:0.963591
[766]	eval-auc:0.704254	train-auc:0.963616
[767]	eval-auc:0.70422	train-auc:0.963681
[768]	eval-auc:0.704153	train-auc:0.963743
[769]	eval-auc:0.704265	train-auc:0.963812
[770]	eval-auc:0.704159	train-auc:0.963817
[771]	eval-auc:0.704137	train-auc:0.963851
[772]	eval-auc:0.704096	train-auc:0.963857
[773]	eval-auc:0.704246	train-auc:0.963955
[774]	eval-auc:0.704225	train-auc:0.963983
[775]	eval-auc:0.704246	train-auc:0.964017
[776]	eval-auc:0.704033	train-auc:0.964064
[777]	eval-auc:0.703943	train-auc:0.964104
[778]	eval-auc:0.703987	train-auc:0.96423
[779]	eval-auc:0.704188	train-auc:0.964308
[780]	eval-auc:0.704199	train-auc:0.964391
[781]	eval-auc:0.704228	train-auc:0.964418
[782]	eval-auc:0.704184	train-auc:0.964412
[783]	eval-auc:0.703916	train-auc:0.964562
[784]	eval-auc:0.704083	train-auc:0.964508
[785]	eval-auc:0.70382	train-auc:0.964716
[786]	eval-auc:0.70394	train-auc:0.964774
[787]	eval-auc:0.70398	train-auc:0.964775
[788]	eval-auc:0.703972	train-auc:0.964801
[789]	eval-auc:0.703908	train-auc:0.96481
[790]	eval-auc:0.703844	train-auc:0.964865
[791]	eval-auc:0.703948	train-auc:0.964917
[792]	eval-auc:0.703925	train-auc:0.965026
[793]	eval-auc:0.704022	train-auc:0.965032
[794]	eval-auc:0.703925	train-auc:0.964999
[795]	eval-auc:0.703943	train-auc:0.964993
[796]	eval-auc:0.703809	train-auc:0.965097
[797]	eval-auc:0.7037	train-auc:0.965147
[798]	eval-auc:0.703864	train-auc:0.965275
[799]	eval-auc:0.703885	train-auc:0.965316
[800]	eval-auc:0.703896	train-auc:0.965301
[801]	eval-auc:0.70403	train-auc:0.965319
[802]	eval-auc:0.703922	train-auc:0.965377
[803]	eval-auc:0.704187	train-auc:0.965487
[804]	eval-auc:0.704182	train-auc:0.965519
[805]	eval-auc:0.704187	train-auc:0.965677
[806]	eval-auc:0.704293	train-auc:0.965745
[807]	eval-auc:0.704429	train-auc:0.965855
[808]	eval-auc:0.704517	train-auc:0.965904
[809]	eval-auc:0.704583	train-auc:0.966007
[810]	eval-auc:0.704543	train-auc:0.96615
[811]	eval-auc:0.704459	train-auc:0.966162
[812]	eval-auc:0.704449	train-auc:0.96614
[813]	eval-auc:0.704412	train-auc:0.966192
[814]	eval-auc:0.704383	train-auc:0.966298
[815]	eval-auc:0.704179	train-auc:0.96636
[816]	eval-auc:0.703949	train-auc:0.966495
[817]	eval-auc:0.703759	train-auc:0.96652
[818]	eval-auc:0.703576	train-auc:0.966528
[819]	eval-auc:0.703518	train-auc:0.966483
[820]	eval-auc:0.703488	train-auc:0.966462
[821]	eval-auc:0.703636	train-auc:0.966454
[822]	eval-auc:0.703627	train-auc:0.966494
[823]	eval-auc:0.703745	train-auc:0.966617
[824]	eval-auc:0.703797	train-auc:0.966631
[825]	eval-auc:0.703898	train-auc:0.966659
[826]	eval-auc:0.703834	train-auc:0.966718
[827]	eval-auc:0.703811	train-auc:0.966858
[828]	eval-auc:0.703884	train-auc:0.966816
[829]	eval-auc:0.70389	train-auc:0.966842
[830]	eval-auc:0.703867	train-auc:0.966906
[831]	eval-auc:0.703956	train-auc:0.966897
[832]	eval-auc:0.704004	train-auc:0.966978
[833]	eval-auc:0.704051	train-auc:0.966961
[834]	eval-auc:0.704336	train-auc:0.96709
[835]	eval-auc:0.704452	train-auc:0.967198
[836]	eval-auc:0.704362	train-auc:0.967206
[837]	eval-auc:0.704459	train-auc:0.967265
[838]	eval-auc:0.704549	train-auc:0.967284
[839]	eval-auc:0.704632	train-auc:0.967327
[840]	eval-auc:0.704536	train-auc:0.967292
[841]	eval-auc:0.704563	train-auc:0.967279
[842]	eval-auc:0.704727	train-auc:0.967447
[843]	eval-auc:0.704577	train-auc:0.967474
[844]	eval-auc:0.704379	train-auc:0.96759
[845]	eval-auc:0.704316	train-auc:0.967589
[846]	eval-auc:0.704303	train-auc:0.967614
[847]	eval-auc:0.704121	train-auc:0.967681
[848]	eval-auc:0.704064	train-auc:0.967779
[849]	eval-auc:0.703758	train-auc:0.967928
[850]	eval-auc:0.703821	train-auc:0.967952
[851]	eval-auc:0.703719	train-auc:0.967966
[852]	eval-auc:0.703911	train-auc:0.968092
[853]	eval-auc:0.704	train-auc:0.968189
[854]	eval-auc:0.704085	train-auc:0.968191
[855]	eval-auc:0.703984	train-auc:0.968182
[856]	eval-auc:0.704173	train-auc:0.968251
[857]	eval-auc:0.704225	train-auc:0.968306
[858]	eval-auc:0.704097	train-auc:0.968333
[859]	eval-auc:0.703837	train-auc:0.968419
[860]	eval-auc:0.703867	train-auc:0.968398
[861]	eval-auc:0.704015	train-auc:0.968369
[862]	eval-auc:0.703882	train-auc:0.968502
[863]	eval-auc:0.703914	train-auc:0.968539
[864]	eval-auc:0.70396	train-auc:0.968623
[865]	eval-auc:0.703768	train-auc:0.968715
[866]	eval-auc:0.703718	train-auc:0.968796
[867]	eval-auc:0.703669	train-auc:0.968885
[868]	eval-auc:0.703523	train-auc:0.96898
[869]	eval-auc:0.703537	train-auc:0.969041
[870]	eval-auc:0.7035	train-auc:0.969039
[871]	eval-auc:0.703587	train-auc:0.969113
[872]	eval-auc:0.703636	train-auc:0.969188
[873]	eval-auc:0.703687	train-auc:0.969307
[874]	eval-auc:0.703549	train-auc:0.969352
[875]	eval-auc:0.703454	train-auc:0.969444
[876]	eval-auc:0.703803	train-auc:0.969559
[877]	eval-auc:0.703748	train-auc:0.969532
[878]	eval-auc:0.703881	train-auc:0.969511
[879]	eval-auc:0.704012	train-auc:0.969529
[880]	eval-auc:0.703977	train-auc:0.969653
[881]	eval-auc:0.704079	train-auc:0.96966
[882]	eval-auc:0.703965	train-auc:0.969709
[883]	eval-auc:0.703983	train-auc:0.969739
[884]	eval-auc:0.703969	train-auc:0.969807
[885]	eval-auc:0.704061	train-auc:0.969959
[886]	eval-auc:0.704195	train-auc:0.97013
[887]	eval-auc:0.704266	train-auc:0.97015
[888]	eval-auc:0.704412	train-auc:0.970214
[889]	eval-auc:0.704581	train-auc:0.97024
[890]	eval-auc:0.704629	train-auc:0.970285
[891]	eval-auc:0.704767	train-auc:0.970218
[892]	eval-auc:0.704802	train-auc:0.970304
[893]	eval-auc:0.704866	train-auc:0.970303
[894]	eval-auc:0.704863	train-auc:0.970342
[895]	eval-auc:0.704802	train-auc:0.970385
[896]	eval-auc:0.704717	train-auc:0.970436
[897]	eval-auc:0.704846	train-auc:0.970497
[898]	eval-auc:0.70489	train-auc:0.970573
[899]	eval-auc:0.705034	train-auc:0.970617
[900]	eval-auc:0.704964	train-auc:0.970653
[901]	eval-auc:0.704962	train-auc:0.97071
[902]	eval-auc:0.705064	train-auc:0.970682
[903]	eval-auc:0.704685	train-auc:0.97074
[904]	eval-auc:0.704651	train-auc:0.970726
[905]	eval-auc:0.704645	train-auc:0.970779
[906]	eval-auc:0.704484	train-auc:0.970741
[907]	eval-auc:0.704729	train-auc:0.970826
[908]	eval-auc:0.704749	train-auc:0.970856
[909]	eval-auc:0.704487	train-auc:0.970887
[910]	eval-auc:0.704426	train-auc:0.970916
[911]	eval-auc:0.70436	train-auc:0.970908
[912]	eval-auc:0.704431	train-auc:0.97103
[913]	eval-auc:0.70429	train-auc:0.971125
[914]	eval-auc:0.704061	train-auc:0.97119
[915]	eval-auc:0.704239	train-auc:0.971267
[916]	eval-auc:0.704158	train-auc:0.971273
[917]	eval-auc:0.704068	train-auc:0.971295
[918]	eval-auc:0.704004	train-auc:0.971327
[919]	eval-auc:0.704004	train-auc:0.971354
[920]	eval-auc:0.703812	train-auc:0.971381
[921]	eval-auc:0.703633	train-auc:0.971423
[922]	eval-auc:0.703686	train-auc:0.97149
[923]	eval-auc:0.703651	train-auc:0.971604
[924]	eval-auc:0.703607	train-auc:0.971612
[925]	eval-auc:0.703334	train-auc:0.971639
[926]	eval-auc:0.703273	train-auc:0.971602
[927]	eval-auc:0.703194	train-auc:0.97169
[928]	eval-auc:0.70315	train-auc:0.97169
[929]	eval-auc:0.703258	train-auc:0.971757
[930]	eval-auc:0.702982	train-auc:0.97177
[931]	eval-auc:0.703101	train-auc:0.971839
[932]	eval-auc:0.70338	train-auc:0.971875
[933]	eval-auc:0.703197	train-auc:0.971927
[934]	eval-auc:0.703191	train-auc:0.971979
[935]	eval-auc:0.703506	train-auc:0.97202
[936]	eval-auc:0.70347	train-auc:0.972078
	Score 0.7034697097053199


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.325, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 8, 'min_child_weight': 3.0, 'n_estimators': 234.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.688832	train-auc:0.781294
[1]	eval-auc:0.669992	train-auc:0.806414
[2]	eval-auc:0.682148	train-auc:0.853843
[3]	eval-auc:0.684229	train-auc:0.869277
[4]	eval-auc:0.701112	train-auc:0.885785
[5]	eval-auc:0.689867	train-auc:0.911394
[6]	eval-auc:0.682454	train-auc:0.919785
[7]	eval-auc:0.688094	train-auc:0.9315
[8]	eval-auc:0.689169	train-auc:0.938935
[9]	eval-auc:0.684823	train-auc:0.942634
[10]	eval-auc:0.684461	train-auc:0.951531
[11]	eval-auc:0.683138	train-auc:0.957513
[12]	eval-auc:0.679365	train-auc:0.960941
[13]	eval-auc:0.682646	train-auc:0.965834
[14]	eval-auc:0.682357	train-auc:0.970888
[15]	eval-auc:0.677132	train-auc:0.975042
[16]	eval-auc:0.676312	train-auc:0.978093
[17]	eval-auc:0.687158	train-auc:0.981214
[18]	eval-auc:0.686133	train-auc:0.982613
[19]	eval-auc:0.686578	train-auc:0.985141
[20]	eval-auc:0.687108	train-auc:0.987035
[21]	eval-auc:0.686753	train-auc:0.988205
[22]	eval-auc:0.683744	train-auc:0.989434
[23]	eval-auc:0.681299	train-auc:0.991154
[24]	eval-auc:0.684248	train-auc:0.992371
[25]	eval-auc:0.681963	train-auc:0.993001
[26]	eval-auc:0.680947	train-auc:0.993639
[27]	eval-auc:0.680641	train-auc:0.994384
[28]	eval-auc:0.681701	train-auc:0.995022
[29]	eval-auc:0.679273	train-auc:0.995275
[30]	eval-auc:0.678366	train-auc:0.995853
[31]	eval-auc:0.680552	train-auc:0.996461
[32]	eval-auc:0.681701	train-auc:0.996897
[33]	eval-auc:0.679963	train-auc:0.997343
[34]	eval-auc:0.678098	train-auc:0.997584
[35]	eval-auc:0.676109	train-auc:0.998144
[36]	eval-auc:0.675167	train-auc:0.998721
[37]	eval-auc:0.673437	train-auc:0.998797
[38]	eval-auc:0.672755	train-auc:0.998798
[39]	eval-auc:0.66876	train-auc:0.998984
[40]	eval-auc:0.669472	train-auc:0.999245
[41]	eval-auc:0.668235	train-auc:0.999372
[42]	eval-auc:0.668103	train-auc:0.999434
[43]	eval-auc:0.67174	train-auc:0.999483
[44]	eval-auc:0.672752	train-auc:0.999444
[45]	eval-auc:0.674959	train-auc:0.999544
[46]	eval-auc:0.675075	train-auc:0.999538
[47]	eval-auc:0.675654	train-auc:0.999616
[48]	eval-auc:0.67444	train-auc:0.999642
[49]	eval-auc:0.675427	train-auc:0.999713
[50]	eval-auc:0.676284	train-auc:0.99982
[51]	eval-auc:0.676388	train-auc:0.999825
[52]	eval-auc:0.675901	train-auc:0.999857
[53]	eval-auc:0.674541	train-auc:0.999879
[54]	eval-auc:0.675666	train-auc:0.999876
[55]	eval-auc:0.676135	train-auc:0.999889
[56]	eval-auc:0.676204	train-auc:0.999913
[57]	eval-auc:0.673266	train-auc:0.999936
[58]	eval-auc:0.675738	train-auc:0.999943
[59]	eval-auc:0.675882	train-auc:0.999943
[60]	eval-auc:0.674685	train-auc:0.999967
[61]	eval-auc:0.674891	train-auc:0.999978
[62]	eval-auc:0.675795	train-auc:0.999975
[63]	eval-auc:0.677975	train-auc:0.999982
[64]	eval-auc:0.678116	train-auc:0.999984
[65]	eval-auc:0.678022	train-auc:0.99999
[66]	eval-auc:0.679057	train-auc:0.999992
[67]	eval-auc:0.678501	train-auc:0.999993
[68]	eval-auc:0.677113	train-auc:0.999995
[69]	eval-auc:0.676941	train-auc:0.999996
[70]	eval-auc:0.677107	train-auc:0.999995
[71]	eval-auc:0.676162	train-auc:0.999994
[72]	eval-auc:0.674917	train-auc:0.999994
[73]	eval-auc:0.673117	train-auc:0.999998
[74]	eval-auc:0.67294	train-auc:0.999997
[75]	eval-auc:0.674664	train-auc:0.999998
[76]	eval-auc:0.675192	train-auc:0.999998
[77]	eval-auc:0.674433	train-auc:0.999999
[78]	eval-auc:0.673967	train-auc:0.999999
[79]	eval-auc:0.673903	train-auc:0.999999
[80]	eval-auc:0.674653	train-auc:1
[81]	eval-auc:0.67356	train-auc:1
[82]	eval-auc:0.674533	train-auc:1
[83]	eval-auc:0.674727	train-auc:1
[84]	eval-auc:0.673874	train-auc:1
[85]	eval-auc:0.673271	train-auc:1
[86]	eval-auc:0.672774	train-auc:1
[87]	eval-auc:0.673292	train-auc:1
[88]	eval-auc:0.672584	train-auc:1
[89]	eval-auc:0.673236	train-auc:1
[90]	eval-auc:0.67287	train-auc:1
[91]	eval-auc:0.673173	train-auc:1
[92]	eval-auc:0.672222	train-auc:1
[93]	eval-auc:0.671456	train-auc:1
[94]	eval-auc:0.672152	train-auc:1
[95]	eval-auc:0.670403	train-auc:1
[96]	eval-auc:0.670443	train-auc:1
[97]	eval-auc:0.670405	train-auc:1
[98]	eval-auc:0.669353	train-auc:1
[99]	eval-auc:0.669496	train-auc:1
[100]	eval-auc:0.670236	train-auc:1
[101]	eval-auc:0.671063	train-auc:1
[102]	eval-auc:0.672339	train-auc:1
[103]	eval-auc:0.671483	train-auc:1
[104]	eval-auc:0.671745	train-auc:1
[105]	eval-auc:0.671273	train-auc:1
[106]	eval-auc:0.66991	train-auc:1
[107]	eval-auc:0.670064	train-auc:1
[108]	eval-auc:0.670137	train-auc:1
[109]	eval-auc:0.671045	train-auc:1
[110]	eval-auc:0.674777	train-auc:1
[111]	eval-auc:0.674629	train-auc:1
[112]	eval-auc:0.675407	train-auc:1
[113]	eval-auc:0.675232	train-auc:1
[114]	eval-auc:0.675514	train-auc:1
[115]	eval-auc:0.674851	train-auc:1
[116]	eval-auc:0.674449	train-auc:1
[117]	eval-auc:0.675054	train-auc:1
[118]	eval-auc:0.674649	train-auc:1
[119]	eval-auc:0.675683	train-auc:1
[120]	eval-auc:0.675494	train-auc:1
[121]	eval-auc:0.675322	train-auc:1
[122]	eval-auc:0.675259	train-auc:1
[123]	eval-auc:0.675017	train-auc:1
[124]	eval-auc:0.675753	train-auc:1
[125]	eval-auc:0.676443	train-auc:1
[126]	eval-auc:0.677172	train-auc:1
[127]	eval-auc:0.677329	train-auc:1
[128]	eval-auc:0.677425	train-auc:1
[129]	eval-auc:0.677667	train-auc:1
[130]	eval-auc:0.677563	train-auc:1
[131]	eval-auc:0.677639	train-auc:1
[132]	eval-auc:0.676686	train-auc:1
[133]	eval-auc:0.676481	train-auc:1
[134]	eval-auc:0.675771	train-auc:1
[135]	eval-auc:0.675675	train-auc:1
[136]	eval-auc:0.675081	train-auc:1
[137]	eval-auc:0.674413	train-auc:1
[138]	eval-auc:0.675026	train-auc:1
[139]	eval-auc:0.674308	train-auc:1
[140]	eval-auc:0.673018	train-auc:1
[141]	eval-auc:0.674183	train-auc:1
[142]	eval-auc:0.674355	train-auc:1
[143]	eval-auc:0.673528	train-auc:1
[144]	eval-auc:0.67398	train-auc:1
[145]	eval-auc:0.674669	train-auc:1
[146]	eval-auc:0.675456	train-auc:1
[147]	eval-auc:0.67511	train-auc:1
[148]	eval-auc:0.675677	train-auc:1
[149]	eval-auc:0.675847	train-auc:1
[150]	eval-auc:0.676255	train-auc:1
[151]	eval-auc:0.676123	train-auc:1
[152]	eval-auc:0.676916	train-auc:1
[153]	eval-auc:0.676758	train-auc:1
[154]	eval-auc:0.676782	train-auc:1
[155]	eval-auc:0.676834	train-auc:1
[156]	eval-auc:0.677283	train-auc:1
[157]	eval-auc:0.677411	train-auc:1
[158]	eval-auc:0.677515	train-auc:1
[159]	eval-auc:0.678008	train-auc:1
[160]	eval-auc:0.677668	train-auc:1
[161]	eval-auc:0.676992	train-auc:1
[162]	eval-auc:0.676705	train-auc:1
[163]	eval-auc:0.676092	train-auc:1
[164]	eval-auc:0.676211	train-auc:1
[165]	eval-auc:0.67702	train-auc:1
[166]	eval-auc:0.677084	train-auc:1
[167]	eval-auc:0.677822	train-auc:1
[168]	eval-auc:0.677617	train-auc:1
[169]	eval-auc:0.67868	train-auc:1
[170]	eval-auc:0.678651	train-auc:1
[171]	eval-auc:0.6779	train-auc:1
[172]	eval-auc:0.677971	train-auc:1
[173]	eval-auc:0.677882	train-auc:1
[174]	eval-auc:0.678169	train-auc:1
[175]	eval-auc:0.677055	train-auc:1
[176]	eval-auc:0.676051	train-auc:1
[177]	eval-auc:0.676088	train-auc:1
[178]	eval-auc:0.675951	train-auc:1
[179]	eval-auc:0.676159	train-auc:1
[180]	eval-auc:0.676211	train-auc:1
[181]	eval-auc:0.6767	train-auc:1
[182]	eval-auc:0.677005	train-auc:1
[183]	eval-auc:0.676931	train-auc:1
[184]	eval-auc:0.67656	train-auc:1
[185]	eval-auc:0.675984	train-auc:1
[186]	eval-auc:0.675904	train-auc:1
[187]	eval-auc:0.676124	train-auc:1
[188]	eval-auc:0.6761	train-auc:1
[189]	eval-auc:0.67606	train-auc:1
[190]	eval-auc:0.677693	train-auc:1
[191]	eval-auc:0.677349	train-auc:1
[192]	eval-auc:0.678078	train-auc:1
[193]	eval-auc:0.67846	train-auc:1
[194]	eval-auc:0.677372	train-auc:1
[195]	eval-auc:0.677335	train-auc:1
[196]	eval-auc:0.678168	train-auc:1
[197]	eval-auc:0.679526	train-auc:1
[198]	eval-auc:0.678839	train-auc:1
[199]	eval-auc:0.679551	train-auc:1
[200]	eval-auc:0.679413	train-auc:1
[201]	eval-auc:0.679491	train-auc:1
[202]	eval-auc:0.679491	train-auc:1
[203]	eval-auc:0.679519	train-auc:1
[204]	eval-auc:0.679266	train-auc:1
[205]	eval-auc:0.678893	train-auc:1
[206]	eval-auc:0.678294	train-auc:1
[207]	eval-auc:0.678692	train-auc:1
[208]	eval-auc:0.678013	train-auc:1
[209]	eval-auc:0.677673	train-auc:1
[210]	eval-auc:0.678025	train-auc:1
[211]	eval-auc:0.677738	train-auc:1
[212]	eval-auc:0.677953	train-auc:1
[213]	eval-auc:0.677623	train-auc:1
[214]	eval-auc:0.677996	train-auc:1
[215]	eval-auc:0.678401	train-auc:1
[216]	eval-auc:0.678623	train-auc:1
[217]	eval-auc:0.678434	train-auc:1
[218]	eval-auc:0.678306	train-auc:1
[219]	eval-auc:0.678407	train-auc:1
[220]	eval-auc:0.678407	train-auc:1
[221]	eval-auc:0.678454	train-auc:1
[222]	eval-auc:0.678792	train-auc:1
[223]	eval-auc:0.679171	train-auc:1
[224]	eval-auc:0.679168	train-auc:1
[225]	eval-auc:0.679168	train-auc:1
[226]	eval-auc:0.679019	train-auc:1
[227]	eval-auc:0.679019	train-auc:1
[228]	eval-auc:0.679065	train-auc:1
[229]	eval-auc:0.679351	train-auc:1
[230]	eval-auc:0.679407	train-auc:1
[231]	eval-auc:0.678809	train-auc:1
[232]	eval-auc:0.67889	train-auc:1
[233]	eval-auc:0.678567	train-auc:1
	Score 0.6785668603588788


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.45, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 506.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.632871	train-auc:0.708185
[1]	eval-auc:0.657425	train-auc:0.7346
[2]	eval-auc:0.663454	train-auc:0.75987
[3]	eval-auc:0.670536	train-auc:0.774106
[4]	eval-auc:0.699243	train-auc:0.811764
[5]	eval-auc:0.696086	train-auc:0.823277
[6]	eval-auc:0.696511	train-auc:0.832822
[7]	eval-auc:0.700123	train-auc:0.841934
[8]	eval-auc:0.69945	train-auc:0.852643
[9]	eval-auc:0.696757	train-auc:0.856057
[10]	eval-auc:0.695447	train-auc:0.866923
[11]	eval-auc:0.693369	train-auc:0.86895
[12]	eval-auc:0.694118	train-auc:0.873502
[13]	eval-auc:0.694007	train-auc:0.881741
[14]	eval-auc:0.69443	train-auc:0.889218
[15]	eval-auc:0.690706	train-auc:0.896003
[16]	eval-auc:0.692138	train-auc:0.900272
[17]	eval-auc:0.689524	train-auc:0.903027
[18]	eval-auc:0.688497	train-auc:0.908458
[19]	eval-auc:0.687868	train-auc:0.912687
[20]	eval-auc:0.681091	train-auc:0.91476
[21]	eval-auc:0.682276	train-auc:0.919102
[22]	eval-auc:0.682867	train-auc:0.921003
[23]	eval-auc:0.676956	train-auc:0.926445
[24]	eval-auc:0.682223	train-auc:0.930725
[25]	eval-auc:0.681621	train-auc:0.935255
[26]	eval-auc:0.679083	train-auc:0.937536
[27]	eval-auc:0.680578	train-auc:0.939756
[28]	eval-auc:0.683207	train-auc:0.940869
[29]	eval-auc:0.676277	train-auc:0.942262
[30]	eval-auc:0.678048	train-auc:0.945095
[31]	eval-auc:0.679106	train-auc:0.948072
[32]	eval-auc:0.678248	train-auc:0.950123
[33]	eval-auc:0.677366	train-auc:0.952963
[34]	eval-auc:0.675872	train-auc:0.955232
[35]	eval-auc:0.673056	train-auc:0.957526
[36]	eval-auc:0.67407	train-auc:0.958631
[37]	eval-auc:0.672624	train-auc:0.958952
[38]	eval-auc:0.671	train-auc:0.960605
[39]	eval-auc:0.668209	train-auc:0.963417
[40]	eval-auc:0.667836	train-auc:0.964106
[41]	eval-auc:0.665267	train-auc:0.966457
[42]	eval-auc:0.665826	train-auc:0.967654
[43]	eval-auc:0.664844	train-auc:0.967784
[44]	eval-auc:0.665867	train-auc:0.968997
[45]	eval-auc:0.666776	train-auc:0.970163
[46]	eval-auc:0.667656	train-auc:0.971571
[47]	eval-auc:0.666327	train-auc:0.972836
[48]	eval-auc:0.666117	train-auc:0.974517
[49]	eval-auc:0.663279	train-auc:0.975376
[50]	eval-auc:0.66162	train-auc:0.976609
[51]	eval-auc:0.662566	train-auc:0.977798
[52]	eval-auc:0.66213	train-auc:0.978777
[53]	eval-auc:0.661302	train-auc:0.980036
[54]	eval-auc:0.662633	train-auc:0.980419
[55]	eval-auc:0.659816	train-auc:0.982452
[56]	eval-auc:0.657914	train-auc:0.983236
[57]	eval-auc:0.657552	train-auc:0.98371
[58]	eval-auc:0.659088	train-auc:0.984694
[59]	eval-auc:0.657424	train-auc:0.985373
[60]	eval-auc:0.655995	train-auc:0.985871
[61]	eval-auc:0.658523	train-auc:0.986691
[62]	eval-auc:0.657419	train-auc:0.987188
[63]	eval-auc:0.658753	train-auc:0.987489
[64]	eval-auc:0.65829	train-auc:0.98852
[65]	eval-auc:0.657197	train-auc:0.988825
[66]	eval-auc:0.656877	train-auc:0.989303
[67]	eval-auc:0.657813	train-auc:0.989691
[68]	eval-auc:0.657252	train-auc:0.990056
[69]	eval-auc:0.658106	train-auc:0.99014
[70]	eval-auc:0.657647	train-auc:0.99032
[71]	eval-auc:0.656682	train-auc:0.990522
[72]	eval-auc:0.657136	train-auc:0.990754
[73]	eval-auc:0.657407	train-auc:0.991286
[74]	eval-auc:0.658636	train-auc:0.991539
[75]	eval-auc:0.658407	train-auc:0.991667
[76]	eval-auc:0.656129	train-auc:0.992162
[77]	eval-auc:0.656344	train-auc:0.992553
[78]	eval-auc:0.656333	train-auc:0.992744
[79]	eval-auc:0.657471	train-auc:0.993187
[80]	eval-auc:0.656215	train-auc:0.993356
[81]	eval-auc:0.654534	train-auc:0.993885
[82]	eval-auc:0.653731	train-auc:0.994088
[83]	eval-auc:0.655458	train-auc:0.9943
[84]	eval-auc:0.654774	train-auc:0.994598
[85]	eval-auc:0.655931	train-auc:0.994859
[86]	eval-auc:0.657576	train-auc:0.995211
[87]	eval-auc:0.65725	train-auc:0.995254
[88]	eval-auc:0.656455	train-auc:0.995427
[89]	eval-auc:0.657111	train-auc:0.99555
[90]	eval-auc:0.656891	train-auc:0.995842
[91]	eval-auc:0.658627	train-auc:0.996232
[92]	eval-auc:0.659418	train-auc:0.996328
[93]	eval-auc:0.662485	train-auc:0.99653
[94]	eval-auc:0.664789	train-auc:0.996614
[95]	eval-auc:0.663743	train-auc:0.996717
[96]	eval-auc:0.664232	train-auc:0.996828
[97]	eval-auc:0.664335	train-auc:0.996978
[98]	eval-auc:0.664876	train-auc:0.997154
[99]	eval-auc:0.664571	train-auc:0.997426
[100]	eval-auc:0.664302	train-auc:0.997423
[101]	eval-auc:0.665215	train-auc:0.997571
[102]	eval-auc:0.667768	train-auc:0.997725
[103]	eval-auc:0.66757	train-auc:0.997897
[104]	eval-auc:0.668479	train-auc:0.997976
[105]	eval-auc:0.666763	train-auc:0.998015
[106]	eval-auc:0.666505	train-auc:0.997978
[107]	eval-auc:0.666947	train-auc:0.997981
[108]	eval-auc:0.667841	train-auc:0.998108
[109]	eval-auc:0.668241	train-auc:0.998134
[110]	eval-auc:0.666728	train-auc:0.998229
[111]	eval-auc:0.667928	train-auc:0.998309
[112]	eval-auc:0.666766	train-auc:0.9983
[113]	eval-auc:0.665767	train-auc:0.998369
[114]	eval-auc:0.670961	train-auc:0.99839
[115]	eval-auc:0.670291	train-auc:0.998539
[116]	eval-auc:0.671559	train-auc:0.998692
[117]	eval-auc:0.670623	train-auc:0.998823
[118]	eval-auc:0.670257	train-auc:0.99888
[119]	eval-auc:0.669921	train-auc:0.999022
[120]	eval-auc:0.669705	train-auc:0.999158
[121]	eval-auc:0.670533	train-auc:0.999188
[122]	eval-auc:0.671049	train-auc:0.999175
[123]	eval-auc:0.670113	train-auc:0.999163
[124]	eval-auc:0.670764	train-auc:0.999203
[125]	eval-auc:0.671043	train-auc:0.99923
[126]	eval-auc:0.670233	train-auc:0.999277
[127]	eval-auc:0.671716	train-auc:0.999281
[128]	eval-auc:0.672924	train-auc:0.999321
[129]	eval-auc:0.67229	train-auc:0.999317
[130]	eval-auc:0.672905	train-auc:0.999402
[131]	eval-auc:0.671888	train-auc:0.999356
[132]	eval-auc:0.672176	train-auc:0.999403
[133]	eval-auc:0.672771	train-auc:0.999426
[134]	eval-auc:0.673374	train-auc:0.999426
[135]	eval-auc:0.673965	train-auc:0.999455
[136]	eval-auc:0.674507	train-auc:0.999463
[137]	eval-auc:0.67294	train-auc:0.999516
[138]	eval-auc:0.672217	train-auc:0.99954
[139]	eval-auc:0.672027	train-auc:0.999561
[140]	eval-auc:0.672695	train-auc:0.999567
[141]	eval-auc:0.672898	train-auc:0.999585
[142]	eval-auc:0.672907	train-auc:0.999588
[143]	eval-auc:0.672459	train-auc:0.999595
[144]	eval-auc:0.671415	train-auc:0.999609
[145]	eval-auc:0.670407	train-auc:0.999609
[146]	eval-auc:0.669397	train-auc:0.999638
[147]	eval-auc:0.669634	train-auc:0.999646
[148]	eval-auc:0.67212	train-auc:0.999677
[149]	eval-auc:0.672325	train-auc:0.999671
[150]	eval-auc:0.672666	train-auc:0.999655
[151]	eval-auc:0.671529	train-auc:0.99968
[152]	eval-auc:0.671054	train-auc:0.999715
[153]	eval-auc:0.67113	train-auc:0.999698
[154]	eval-auc:0.6707	train-auc:0.999692
[155]	eval-auc:0.66981	train-auc:0.999684
[156]	eval-auc:0.669641	train-auc:0.999697
[157]	eval-auc:0.66944	train-auc:0.999702
[158]	eval-auc:0.66825	train-auc:0.999724
[159]	eval-auc:0.667427	train-auc:0.999748
[160]	eval-auc:0.668476	train-auc:0.999761
[161]	eval-auc:0.66818	train-auc:0.999765
[162]	eval-auc:0.669118	train-auc:0.999767
[163]	eval-auc:0.668885	train-auc:0.999766
[164]	eval-auc:0.669995	train-auc:0.999788
[165]	eval-auc:0.66915	train-auc:0.999802
[166]	eval-auc:0.6694	train-auc:0.9998
[167]	eval-auc:0.670043	train-auc:0.999807
[168]	eval-auc:0.671705	train-auc:0.999817
[169]	eval-auc:0.671366	train-auc:0.999833
[170]	eval-auc:0.671599	train-auc:0.999837
[171]	eval-auc:0.671527	train-auc:0.999835
[172]	eval-auc:0.671638	train-auc:0.999834
[173]	eval-auc:0.67086	train-auc:0.999885
[174]	eval-auc:0.67088	train-auc:0.99988
[175]	eval-auc:0.669516	train-auc:0.999879
[176]	eval-auc:0.668849	train-auc:0.999895
[177]	eval-auc:0.669077	train-auc:0.999885
[178]	eval-auc:0.669746	train-auc:0.999892
[179]	eval-auc:0.671262	train-auc:0.999897
[180]	eval-auc:0.671932	train-auc:0.999899
[181]	eval-auc:0.672299	train-auc:0.999901
[182]	eval-auc:0.671363	train-auc:0.999898
[183]	eval-auc:0.670763	train-auc:0.999897
[184]	eval-auc:0.670626	train-auc:0.999899
[185]	eval-auc:0.670434	train-auc:0.999923
[186]	eval-auc:0.670076	train-auc:0.999933
[187]	eval-auc:0.669587	train-auc:0.999936
[188]	eval-auc:0.668669	train-auc:0.999947
[189]	eval-auc:0.668907	train-auc:0.99995
[190]	eval-auc:0.669421	train-auc:0.99994
[191]	eval-auc:0.66829	train-auc:0.999938
[192]	eval-auc:0.668473	train-auc:0.999941
[193]	eval-auc:0.668837	train-auc:0.999937
[194]	eval-auc:0.668473	train-auc:0.999954
[195]	eval-auc:0.667953	train-auc:0.999947
[196]	eval-auc:0.66901	train-auc:0.999943
[197]	eval-auc:0.670327	train-auc:0.999958
[198]	eval-auc:0.669639	train-auc:0.999972
[199]	eval-auc:0.669415	train-auc:0.999972
[200]	eval-auc:0.668457	train-auc:0.999971
[201]	eval-auc:0.668435	train-auc:0.999977
[202]	eval-auc:0.66876	train-auc:0.999952
[203]	eval-auc:0.670898	train-auc:0.999961
[204]	eval-auc:0.670426	train-auc:0.999935
[205]	eval-auc:0.669408	train-auc:0.999932
[206]	eval-auc:0.669446	train-auc:0.999934
[207]	eval-auc:0.669761	train-auc:0.999931
[208]	eval-auc:0.669884	train-auc:0.999937
[209]	eval-auc:0.669587	train-auc:0.999912
[210]	eval-auc:0.670254	train-auc:0.999904
[211]	eval-auc:0.668978	train-auc:0.9999
[212]	eval-auc:0.668526	train-auc:0.999892
[213]	eval-auc:0.667346	train-auc:0.999894
[214]	eval-auc:0.667895	train-auc:0.999896
[215]	eval-auc:0.667166	train-auc:0.999916
[216]	eval-auc:0.666781	train-auc:0.999931
[217]	eval-auc:0.667494	train-auc:0.999923
[218]	eval-auc:0.666545	train-auc:0.999943
[219]	eval-auc:0.66719	train-auc:0.999949
[220]	eval-auc:0.667902	train-auc:0.999977
[221]	eval-auc:0.668273	train-auc:0.999976
[222]	eval-auc:0.668911	train-auc:0.999975
[223]	eval-auc:0.670381	train-auc:0.999989
[224]	eval-auc:0.669642	train-auc:0.99999
[225]	eval-auc:0.668875	train-auc:0.999991
[226]	eval-auc:0.668559	train-auc:0.999988
[227]	eval-auc:0.668162	train-auc:0.999986
[228]	eval-auc:0.668633	train-auc:0.999984
[229]	eval-auc:0.668756	train-auc:0.999982
[230]	eval-auc:0.668963	train-auc:0.999981
[231]	eval-auc:0.669243	train-auc:0.999978
[232]	eval-auc:0.669956	train-auc:0.999979
[233]	eval-auc:0.668611	train-auc:0.999978
[234]	eval-auc:0.668511	train-auc:0.999991
[235]	eval-auc:0.66806	train-auc:0.999992
[236]	eval-auc:0.668398	train-auc:0.999999
[237]	eval-auc:0.668649	train-auc:0.999998
[238]	eval-auc:0.667885	train-auc:0.999999
[239]	eval-auc:0.667442	train-auc:0.999999
[240]	eval-auc:0.66765	train-auc:0.999999
[241]	eval-auc:0.669045	train-auc:1
[242]	eval-auc:0.668587	train-auc:1
[243]	eval-auc:0.669298	train-auc:1
[244]	eval-auc:0.668939	train-auc:1
[245]	eval-auc:0.668628	train-auc:0.999999
[246]	eval-auc:0.668226	train-auc:0.999999
[247]	eval-auc:0.667212	train-auc:1
[248]	eval-auc:0.668074	train-auc:1
[249]	eval-auc:0.668706	train-auc:1
[250]	eval-auc:0.66878	train-auc:1
[251]	eval-auc:0.668783	train-auc:1
[252]	eval-auc:0.669239	train-auc:1
[253]	eval-auc:0.669032	train-auc:1
[254]	eval-auc:0.668567	train-auc:1
[255]	eval-auc:0.669252	train-auc:1
[256]	eval-auc:0.66965	train-auc:1
[257]	eval-auc:0.669764	train-auc:1
[258]	eval-auc:0.670761	train-auc:1
[259]	eval-auc:0.670343	train-auc:1
[260]	eval-auc:0.669435	train-auc:1
[261]	eval-auc:0.669752	train-auc:1
[262]	eval-auc:0.670122	train-auc:1
[263]	eval-auc:0.668728	train-auc:1
[264]	eval-auc:0.668424	train-auc:1
[265]	eval-auc:0.668011	train-auc:1
[266]	eval-auc:0.667879	train-auc:1
[267]	eval-auc:0.667641	train-auc:1
[268]	eval-auc:0.667725	train-auc:1
[269]	eval-auc:0.668029	train-auc:1
[270]	eval-auc:0.667203	train-auc:1
[271]	eval-auc:0.667079	train-auc:1
[272]	eval-auc:0.667557	train-auc:1
[273]	eval-auc:0.668016	train-auc:1
[274]	eval-auc:0.667762	train-auc:1
[275]	eval-auc:0.66669	train-auc:1
[276]	eval-auc:0.673603	train-auc:1
[277]	eval-auc:0.67279	train-auc:1
[278]	eval-auc:0.672759	train-auc:1
[279]	eval-auc:0.672412	train-auc:1
[280]	eval-auc:0.67302	train-auc:1
[281]	eval-auc:0.673697	train-auc:1
[282]	eval-auc:0.672919	train-auc:1
[283]	eval-auc:0.672832	train-auc:1
[284]	eval-auc:0.672075	train-auc:1
[285]	eval-auc:0.672283	train-auc:1
[286]	eval-auc:0.671147	train-auc:1
[287]	eval-auc:0.671486	train-auc:1
[288]	eval-auc:0.671479	train-auc:1
[289]	eval-auc:0.671748	train-auc:1
[290]	eval-auc:0.671748	train-auc:1
[291]	eval-auc:0.671194	train-auc:1
[292]	eval-auc:0.671373	train-auc:1
[293]	eval-auc:0.67086	train-auc:1
[294]	eval-auc:0.670699	train-auc:1
[295]	eval-auc:0.6706	train-auc:1
[296]	eval-auc:0.670108	train-auc:1
[297]	eval-auc:0.67132	train-auc:1
[298]	eval-auc:0.670667	train-auc:1
[299]	eval-auc:0.670676	train-auc:1
[300]	eval-auc:0.670452	train-auc:1
[301]	eval-auc:0.671049	train-auc:1
[302]	eval-auc:0.671002	train-auc:1
[303]	eval-auc:0.670604	train-auc:1
[304]	eval-auc:0.671087	train-auc:1
[305]	eval-auc:0.670974	train-auc:1
[306]	eval-auc:0.671093	train-auc:1
[307]	eval-auc:0.671471	train-auc:1
[308]	eval-auc:0.670845	train-auc:1
[309]	eval-auc:0.671313	train-auc:1
[310]	eval-auc:0.671118	train-auc:1
[311]	eval-auc:0.671436	train-auc:1
[312]	eval-auc:0.671596	train-auc:1
[313]	eval-auc:0.671011	train-auc:1
[314]	eval-auc:0.671463	train-auc:1
[315]	eval-auc:0.671349	train-auc:1
[316]	eval-auc:0.670863	train-auc:1
[317]	eval-auc:0.671613	train-auc:1
[318]	eval-auc:0.67183	train-auc:1
[319]	eval-auc:0.671888	train-auc:1
[320]	eval-auc:0.671637	train-auc:1
[321]	eval-auc:0.671183	train-auc:1
[322]	eval-auc:0.671191	train-auc:1
[323]	eval-auc:0.671326	train-auc:1
[324]	eval-auc:0.671346	train-auc:1
[325]	eval-auc:0.671645	train-auc:1
[326]	eval-auc:0.671597	train-auc:1
[327]	eval-auc:0.670469	train-auc:1
[328]	eval-auc:0.670004	train-auc:1
[329]	eval-auc:0.669948	train-auc:1
[330]	eval-auc:0.669402	train-auc:1
[331]	eval-auc:0.668234	train-auc:1
[332]	eval-auc:0.668036	train-auc:1
[333]	eval-auc:0.667982	train-auc:1
[334]	eval-auc:0.668421	train-auc:1
[335]	eval-auc:0.668218	train-auc:1
[336]	eval-auc:0.668576	train-auc:1
[337]	eval-auc:0.66864	train-auc:1
[338]	eval-auc:0.66864	train-auc:1
[339]	eval-auc:0.668298	train-auc:1
[340]	eval-auc:0.668369	train-auc:1
[341]	eval-auc:0.668034	train-auc:1
[342]	eval-auc:0.667825	train-auc:1
[343]	eval-auc:0.667705	train-auc:1
[344]	eval-auc:0.668014	train-auc:1
[345]	eval-auc:0.668001	train-auc:1
[346]	eval-auc:0.668001	train-auc:1
[347]	eval-auc:0.669039	train-auc:1
[348]	eval-auc:0.669013	train-auc:1
[349]	eval-auc:0.66846	train-auc:1
[350]	eval-auc:0.668661	train-auc:1
[351]	eval-auc:0.668762	train-auc:1
[352]	eval-auc:0.66861	train-auc:1
[353]	eval-auc:0.67234	train-auc:1
[354]	eval-auc:0.672863	train-auc:1
[355]	eval-auc:0.672768	train-auc:1
[356]	eval-auc:0.672135	train-auc:1
[357]	eval-auc:0.671856	train-auc:1
[358]	eval-auc:0.671724	train-auc:1
[359]	eval-auc:0.671902	train-auc:1
[360]	eval-auc:0.671536	train-auc:1
[361]	eval-auc:0.671363	train-auc:1
[362]	eval-auc:0.671488	train-auc:1
[363]	eval-auc:0.670933	train-auc:1
[364]	eval-auc:0.670933	train-auc:1
[365]	eval-auc:0.671016	train-auc:1
[366]	eval-auc:0.671536	train-auc:1
[367]	eval-auc:0.671536	train-auc:1
[368]	eval-auc:0.671804	train-auc:1
[369]	eval-auc:0.671721	train-auc:1
[370]	eval-auc:0.671316	train-auc:1
[371]	eval-auc:0.671287	train-auc:1
[372]	eval-auc:0.67107	train-auc:1
[373]	eval-auc:0.671224	train-auc:1
[374]	eval-auc:0.671252	train-auc:1
[375]	eval-auc:0.671028	train-auc:1
[376]	eval-auc:0.671967	train-auc:1
[377]	eval-auc:0.671801	train-auc:1
[378]	eval-auc:0.671652	train-auc:1
[379]	eval-auc:0.672103	train-auc:1
[380]	eval-auc:0.672103	train-auc:1
[381]	eval-auc:0.67224	train-auc:1
[382]	eval-auc:0.671734	train-auc:1
[383]	eval-auc:0.672155	train-auc:1
[384]	eval-auc:0.672168	train-auc:1
[385]	eval-auc:0.670731	train-auc:1
[386]	eval-auc:0.670493	train-auc:1
[387]	eval-auc:0.670139	train-auc:1
[388]	eval-auc:0.670343	train-auc:1
[389]	eval-auc:0.670273	train-auc:1
[390]	eval-auc:0.671782	train-auc:1
[391]	eval-auc:0.672144	train-auc:1
[392]	eval-auc:0.672199	train-auc:1
[393]	eval-auc:0.672199	train-auc:1
[394]	eval-auc:0.672199	train-auc:1
[395]	eval-auc:0.672503	train-auc:1
[396]	eval-auc:0.672503	train-auc:1
[397]	eval-auc:0.672503	train-auc:1
[398]	eval-auc:0.672701	train-auc:1
[399]	eval-auc:0.673958	train-auc:1
[400]	eval-auc:0.673848	train-auc:1
[401]	eval-auc:0.674254	train-auc:1
[402]	eval-auc:0.674455	train-auc:1
[403]	eval-auc:0.674363	train-auc:1
[404]	eval-auc:0.675375	train-auc:1
[405]	eval-auc:0.675451	train-auc:1
[406]	eval-auc:0.676491	train-auc:1
[407]	eval-auc:0.676516	train-auc:1
[408]	eval-auc:0.676534	train-auc:1
[409]	eval-auc:0.676729	train-auc:1
[410]	eval-auc:0.676729	train-auc:1
[411]	eval-auc:0.676138	train-auc:1
[412]	eval-auc:0.67557	train-auc:1
[413]	eval-auc:0.675695	train-auc:1
[414]	eval-auc:0.676184	train-auc:1
[415]	eval-auc:0.676654	train-auc:1
[416]	eval-auc:0.676251	train-auc:1
[417]	eval-auc:0.676251	train-auc:1
[418]	eval-auc:0.676248	train-auc:1
[419]	eval-auc:0.676372	train-auc:1
[420]	eval-auc:0.67685	train-auc:1
[421]	eval-auc:0.676675	train-auc:1
[422]	eval-auc:0.676874	train-auc:1
[423]	eval-auc:0.676526	train-auc:1
[424]	eval-auc:0.676954	train-auc:1
[425]	eval-auc:0.677043	train-auc:1
[426]	eval-auc:0.677043	train-auc:1
[427]	eval-auc:0.676604	train-auc:1
[428]	eval-auc:0.676207	train-auc:1
[429]	eval-auc:0.676207	train-auc:1
[430]	eval-auc:0.676207	train-auc:1
[431]	eval-auc:0.676453	train-auc:1
[432]	eval-auc:0.676453	train-auc:1
[433]	eval-auc:0.676365	train-auc:1
[434]	eval-auc:0.676354	train-auc:1
[435]	eval-auc:0.676347	train-auc:1
[436]	eval-auc:0.67659	train-auc:1
[437]	eval-auc:0.675965	train-auc:1
[438]	eval-auc:0.675776	train-auc:1
[439]	eval-auc:0.67582	train-auc:1
[440]	eval-auc:0.676105	train-auc:1
[441]	eval-auc:0.676286	train-auc:1
[442]	eval-auc:0.676123	train-auc:1
[443]	eval-auc:0.675744	train-auc:1
[444]	eval-auc:0.67562	train-auc:1
[445]	eval-auc:0.675835	train-auc:1
[446]	eval-auc:0.675739	train-auc:1
[447]	eval-auc:0.675739	train-auc:1
[448]	eval-auc:0.675739	train-auc:1
[449]	eval-auc:0.674844	train-auc:1
[450]	eval-auc:0.674827	train-auc:1
[451]	eval-auc:0.674888	train-auc:1
[452]	eval-auc:0.675075	train-auc:1
[453]	eval-auc:0.675229	train-auc:1
[454]	eval-auc:0.675742	train-auc:1
[455]	eval-auc:0.675157	train-auc:1
[456]	eval-auc:0.675601	train-auc:1
[457]	eval-auc:0.675547	train-auc:1
[458]	eval-auc:0.6748	train-auc:1
[459]	eval-auc:0.67472	train-auc:1
[460]	eval-auc:0.67472	train-auc:1
[461]	eval-auc:0.674966	train-auc:1
[462]	eval-auc:0.674966	train-auc:1
[463]	eval-auc:0.674966	train-auc:1
[464]	eval-auc:0.674906	train-auc:1
[465]	eval-auc:0.674906	train-auc:1
[466]	eval-auc:0.674906	train-auc:1
[467]	eval-auc:0.674906	train-auc:1
[468]	eval-auc:0.674892	train-auc:1
[469]	eval-auc:0.674375	train-auc:1
[470]	eval-auc:0.674452	train-auc:1
[471]	eval-auc:0.674452	train-auc:1
[472]	eval-auc:0.674609	train-auc:1
[473]	eval-auc:0.674609	train-auc:1
[474]	eval-auc:0.674719	train-auc:1
[475]	eval-auc:0.674612	train-auc:1
[476]	eval-auc:0.674713	train-auc:1
[477]	eval-auc:0.674385	train-auc:1
[478]	eval-auc:0.674105	train-auc:1
[479]	eval-auc:0.674105	train-auc:1
[480]	eval-auc:0.674579	train-auc:1
[481]	eval-auc:0.674579	train-auc:1
[482]	eval-auc:0.67465	train-auc:1
[483]	eval-auc:0.67465	train-auc:1
[484]	eval-auc:0.675177	train-auc:1
[485]	eval-auc:0.675177	train-auc:1
[486]	eval-auc:0.674606	train-auc:1
[487]	eval-auc:0.675066	train-auc:1
[488]	eval-auc:0.675066	train-auc:1
[489]	eval-auc:0.675066	train-auc:1
[490]	eval-auc:0.675098	train-auc:1
[491]	eval-auc:0.675048	train-auc:1
[492]	eval-auc:0.675048	train-auc:1
[493]	eval-auc:0.6751	train-auc:1
[494]	eval-auc:0.674809	train-auc:1
[495]	eval-auc:0.674809	train-auc:1
[496]	eval-auc:0.674804	train-auc:1
[497]	eval-auc:0.674804	train-auc:1
[498]	eval-auc:0.674804	train-auc:1
[499]	eval-auc:0.675019	train-auc:1
[500]	eval-auc:0.675019	train-auc:1
[501]	eval-auc:0.674868	train-auc:1
[502]	eval-auc:0.674628	train-auc:1
[503]	eval-auc:0.674987	train-auc:1
[504]	eval-auc:0.674987	train-auc:1
[505]	eval-auc:0.675345	train-auc:1
	Score 0.6753447477737577


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.47500000000000003, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 9, 'min_child_weight': 3.0, 'n_estimators': 646.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.5, 'tree_method': 'exact'}
[0]	eval-auc:0.614712	train-auc:0.736229
[1]	eval-auc:0.619663	train-auc:0.775624
[2]	eval-auc:0.625208	train-auc:0.822243
[3]	eval-auc:0.633154	train-auc:0.851005
[4]	eval-auc:0.668087	train-auc:0.884337
[5]	eval-auc:0.671367	train-auc:0.902277
[6]	eval-auc:0.667889	train-auc:0.909029
[7]	eval-auc:0.667721	train-auc:0.916172
[8]	eval-auc:0.670447	train-auc:0.929965
[9]	eval-auc:0.671102	train-auc:0.938258
[10]	eval-auc:0.669976	train-auc:0.943861
[11]	eval-auc:0.671556	train-auc:0.949235
[12]	eval-auc:0.671456	train-auc:0.950716
[13]	eval-auc:0.670183	train-auc:0.958538
[14]	eval-auc:0.667981	train-auc:0.960771
[15]	eval-auc:0.666642	train-auc:0.963423
[16]	eval-auc:0.662188	train-auc:0.967868
[17]	eval-auc:0.662857	train-auc:0.971789
[18]	eval-auc:0.653119	train-auc:0.974315
[19]	eval-auc:0.648309	train-auc:0.976627
[20]	eval-auc:0.647386	train-auc:0.980127
[21]	eval-auc:0.643029	train-auc:0.980671
[22]	eval-auc:0.644436	train-auc:0.981165
[23]	eval-auc:0.654042	train-auc:0.982775
[24]	eval-auc:0.649952	train-auc:0.985912
[25]	eval-auc:0.64918	train-auc:0.986217
[26]	eval-auc:0.651989	train-auc:0.987681
[27]	eval-auc:0.653602	train-auc:0.989331
[28]	eval-auc:0.651995	train-auc:0.990929
[29]	eval-auc:0.649571	train-auc:0.991881
[30]	eval-auc:0.647523	train-auc:0.992638
[31]	eval-auc:0.646343	train-auc:0.993222
[32]	eval-auc:0.645481	train-auc:0.993916
[33]	eval-auc:0.645219	train-auc:0.993979
[34]	eval-auc:0.643443	train-auc:0.994249
[35]	eval-auc:0.63861	train-auc:0.99471
[36]	eval-auc:0.639017	train-auc:0.995163
[37]	eval-auc:0.636462	train-auc:0.995743
[38]	eval-auc:0.636911	train-auc:0.99627
[39]	eval-auc:0.637273	train-auc:0.996777
[40]	eval-auc:0.639761	train-auc:0.997329
[41]	eval-auc:0.640718	train-auc:0.99754
[42]	eval-auc:0.642722	train-auc:0.997767
[43]	eval-auc:0.644549	train-auc:0.997972
[44]	eval-auc:0.643909	train-auc:0.998129
[45]	eval-auc:0.642507	train-auc:0.998244
[46]	eval-auc:0.648741	train-auc:0.998371
[47]	eval-auc:0.646427	train-auc:0.998512
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[435]	eval-auc:0.643844	train-auc:1
[436]	eval-auc:0.643783	train-auc:1
[437]	eval-auc:0.643255	train-auc:1
[438]	eval-auc:0.643255	train-auc:1
[439]	eval-auc:0.643255	train-auc:1
[440]	eval-auc:0.643255	train-auc:1
[441]	eval-auc:0.643255	train-auc:1
[442]	eval-auc:0.643235	train-auc:1
[443]	eval-auc:0.643465	train-auc:1
[444]	eval-auc:0.643465	train-auc:1
[445]	eval-auc:0.643198	train-auc:1
[446]	eval-auc:0.643574	train-auc:1
[447]	eval-auc:0.643268	train-auc:1
[448]	eval-auc:0.643268	train-auc:1
[449]	eval-auc:0.643268	train-auc:1
[450]	eval-auc:0.643268	train-auc:1
[451]	eval-auc:0.642965	train-auc:1
[452]	eval-auc:0.643497	train-auc:1
[453]	eval-auc:0.643195	train-auc:1
[454]	eval-auc:0.642833	train-auc:1
[455]	eval-auc:0.643536	train-auc:1
[456]	eval-auc:0.643195	train-auc:1
[457]	eval-auc:0.642199	train-auc:1
[458]	eval-auc:0.641905	train-auc:1
[459]	eval-auc:0.641347	train-auc:1
[460]	eval-auc:0.64145	train-auc:1
[461]	eval-auc:0.642093	train-auc:1
[462]	eval-auc:0.641835	train-auc:1
[463]	eval-auc:0.641764	train-auc:1
[464]	eval-auc:0.641764	train-auc:1
[465]	eval-auc:0.641764	train-auc:1
[466]	eval-auc:0.641764	train-auc:1
[467]	eval-auc:0.641764	train-auc:1
[468]	eval-auc:0.641764	train-auc:1
[469]	eval-auc:0.64267	train-auc:1
[470]	eval-auc:0.64267	train-auc:1
[471]	eval-auc:0.64267	train-auc:1
[472]	eval-auc:0.642583	train-auc:1
[473]	eval-auc:0.64297	train-auc:1
[474]	eval-auc:0.64297	train-auc:1
[475]	eval-auc:0.64195	train-auc:1
[476]	eval-auc:0.64195	train-auc:1
[477]	eval-auc:0.64195	train-auc:1
[478]	eval-auc:0.644616	train-auc:1
[479]	eval-auc:0.644412	train-auc:1
[480]	eval-auc:0.644412	train-auc:1
[481]	eval-auc:0.644412	train-auc:1
[482]	eval-auc:0.644412	train-auc:1
[483]	eval-auc:0.644412	train-auc:1
[484]	eval-auc:0.644412	train-auc:1
[485]	eval-auc:0.644934	train-auc:1
[486]	eval-auc:0.644814	train-auc:1
[487]	eval-auc:0.645266	train-auc:1
[488]	eval-auc:0.64486	train-auc:1
[489]	eval-auc:0.64486	train-auc:1
[490]	eval-auc:0.64486	train-auc:1
[491]	eval-auc:0.644197	train-auc:1
[492]	eval-auc:0.644197	train-auc:1
[493]	eval-auc:0.644569	train-auc:1
[494]	eval-auc:0.644569	train-auc:1
[495]	eval-auc:0.644761	train-auc:1
[496]	eval-auc:0.644761	train-auc:1
[497]	eval-auc:0.644761	train-auc:1
[498]	eval-auc:0.645074	train-auc:1
[499]	eval-auc:0.645074	train-auc:1
[500]	eval-auc:0.645074	train-auc:1
[501]	eval-auc:0.645074	train-auc:1
[502]	eval-auc:0.645074	train-auc:1
[503]	eval-auc:0.645074	train-auc:1
[504]	eval-auc:0.64538	train-auc:1
[505]	eval-auc:0.644709	train-auc:1
[506]	eval-auc:0.644709	train-auc:1
[507]	eval-auc:0.644846	train-auc:1
[508]	eval-auc:0.644846	train-auc:1
[509]	eval-auc:0.644846	train-auc:1
[510]	eval-auc:0.644846	train-auc:1
[511]	eval-auc:0.644788	train-auc:1
[512]	eval-auc:0.644788	train-auc:1
[513]	eval-auc:0.645061	train-auc:1
[514]	eval-auc:0.645061	train-auc:1
[515]	eval-auc:0.645061	train-auc:1
[516]	eval-auc:0.645061	train-auc:1
[517]	eval-auc:0.645061	train-auc:1
[518]	eval-auc:0.645061	train-auc:1
[519]	eval-auc:0.644893	train-auc:1
[520]	eval-auc:0.644893	train-auc:1
[521]	eval-auc:0.64505	train-auc:1
[522]	eval-auc:0.64505	train-auc:1
[523]	eval-auc:0.645018	train-auc:1
[524]	eval-auc:0.645018	train-auc:1
[525]	eval-auc:0.644864	train-auc:1
[526]	eval-auc:0.645124	train-auc:1
[527]	eval-auc:0.644471	train-auc:1
[528]	eval-auc:0.644471	train-auc:1
[529]	eval-auc:0.644471	train-auc:1
[530]	eval-auc:0.644471	train-auc:1
[531]	eval-auc:0.644564	train-auc:1
[532]	eval-auc:0.645338	train-auc:1
[533]	eval-auc:0.645228	train-auc:1
[534]	eval-auc:0.645228	train-auc:1
[535]	eval-auc:0.645228	train-auc:1
[536]	eval-auc:0.645843	train-auc:1
[537]	eval-auc:0.646419	train-auc:1
[538]	eval-auc:0.645995	train-auc:1
[539]	eval-auc:0.646076	train-auc:1
[540]	eval-auc:0.646076	train-auc:1
[541]	eval-auc:0.646076	train-auc:1
[542]	eval-auc:0.64597	train-auc:1
[543]	eval-auc:0.645903	train-auc:1
[544]	eval-auc:0.645147	train-auc:1
[545]	eval-auc:0.645147	train-auc:1
[546]	eval-auc:0.646277	train-auc:1
[547]	eval-auc:0.645191	train-auc:1
[548]	eval-auc:0.645191	train-auc:1
[549]	eval-auc:0.645191	train-auc:1
[550]	eval-auc:0.64503	train-auc:1
[551]	eval-auc:0.64503	train-auc:1
[552]	eval-auc:0.64537	train-auc:1
[553]	eval-auc:0.64537	train-auc:1
[554]	eval-auc:0.645365	train-auc:1
[555]	eval-auc:0.645319	train-auc:1
[556]	eval-auc:0.644054	train-auc:1
[557]	eval-auc:0.643657	train-auc:1
[558]	eval-auc:0.643657	train-auc:1
[559]	eval-auc:0.643657	train-auc:1
[560]	eval-auc:0.643657	train-auc:1
[561]	eval-auc:0.643657	train-auc:1
[562]	eval-auc:0.643657	train-auc:1
[563]	eval-auc:0.644503	train-auc:1
[564]	eval-auc:0.644342	train-auc:1
[565]	eval-auc:0.643954	train-auc:1
[566]	eval-auc:0.643698	train-auc:1
[567]	eval-auc:0.643698	train-auc:1
[568]	eval-auc:0.643698	train-auc:1
[569]	eval-auc:0.643698	train-auc:1
[570]	eval-auc:0.644135	train-auc:1
[571]	eval-auc:0.643552	train-auc:1
[572]	eval-auc:0.643925	train-auc:1
[573]	eval-auc:0.643925	train-auc:1
[574]	eval-auc:0.643925	train-auc:1
[575]	eval-auc:0.644036	train-auc:1
[576]	eval-auc:0.644104	train-auc:1
[577]	eval-auc:0.644104	train-auc:1
[578]	eval-auc:0.644118	train-auc:1
[579]	eval-auc:0.643716	train-auc:1
[580]	eval-auc:0.643716	train-auc:1
[581]	eval-auc:0.644136	train-auc:1
[582]	eval-auc:0.644136	train-auc:1
[583]	eval-auc:0.644136	train-auc:1
[584]	eval-auc:0.644624	train-auc:1
[585]	eval-auc:0.644624	train-auc:1
[586]	eval-auc:0.644345	train-auc:1
[587]	eval-auc:0.643855	train-auc:1
[588]	eval-auc:0.643855	train-auc:1
[589]	eval-auc:0.643753	train-auc:1
[590]	eval-auc:0.643753	train-auc:1
[591]	eval-auc:0.643753	train-auc:1
[592]	eval-auc:0.643835	train-auc:1
[593]	eval-auc:0.643801	train-auc:1
[594]	eval-auc:0.643801	train-auc:1
[595]	eval-auc:0.643801	train-auc:1
[596]	eval-auc:0.643801	train-auc:1
[597]	eval-auc:0.643801	train-auc:1
[598]	eval-auc:0.643801	train-auc:1
[599]	eval-auc:0.643801	train-auc:1
[600]	eval-auc:0.644314	train-auc:1
[601]	eval-auc:0.644314	train-auc:1
[602]	eval-auc:0.645475	train-auc:1
[603]	eval-auc:0.645475	train-auc:1
[604]	eval-auc:0.645475	train-auc:1
[605]	eval-auc:0.645475	train-auc:1
[606]	eval-auc:0.645475	train-auc:1
[607]	eval-auc:0.644949	train-auc:1
[608]	eval-auc:0.644949	train-auc:1
[609]	eval-auc:0.644949	train-auc:1
[610]	eval-auc:0.646675	train-auc:1
[611]	eval-auc:0.646675	train-auc:1
[612]	eval-auc:0.64577	train-auc:1
[613]	eval-auc:0.646037	train-auc:1
[614]	eval-auc:0.646037	train-auc:1
[615]	eval-auc:0.64635	train-auc:1
[616]	eval-auc:0.64635	train-auc:1
[617]	eval-auc:0.645437	train-auc:1
[618]	eval-auc:0.645437	train-auc:1
[619]	eval-auc:0.645437	train-auc:1
[620]	eval-auc:0.645437	train-auc:1
[621]	eval-auc:0.645437	train-auc:1
[622]	eval-auc:0.645158	train-auc:1
[623]	eval-auc:0.645158	train-auc:1
[624]	eval-auc:0.644567	train-auc:1
[625]	eval-auc:0.645411	train-auc:1
[626]	eval-auc:0.645411	train-auc:1
[627]	eval-auc:0.644814	train-auc:1
[628]	eval-auc:0.644269	train-auc:1
[629]	eval-auc:0.644423	train-auc:1
[630]	eval-auc:0.644406	train-auc:1
[631]	eval-auc:0.644406	train-auc:1
[632]	eval-auc:0.644406	train-auc:1
[633]	eval-auc:0.644406	train-auc:1
[634]	eval-auc:0.644389	train-auc:1
[635]	eval-auc:0.644389	train-auc:1
[636]	eval-auc:0.644389	train-auc:1
[637]	eval-auc:0.644512	train-auc:1
[638]	eval-auc:0.644512	train-auc:1
[639]	eval-auc:0.64498	train-auc:1
[640]	eval-auc:0.64498	train-auc:1
[641]	eval-auc:0.646324	train-auc:1
[642]	eval-auc:0.646436	train-auc:1
[643]	eval-auc:0.646436	train-auc:1
[644]	eval-auc:0.646436	train-auc:1
[645]	eval-auc:0.646436	train-auc:1
	Score 0.6464355760211478


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 3, 'min_child_weight': 3.0, 'n_estimators': 619.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.533388	train-auc:0.579812
[1]	eval-auc:0.636424	train-auc:0.704053
[2]	eval-auc:0.640048	train-auc:0.705499
[3]	eval-auc:0.647312	train-auc:0.721772
[4]	eval-auc:0.654176	train-auc:0.728249
[5]	eval-auc:0.676882	train-auc:0.738305
[6]	eval-auc:0.680347	train-auc:0.74218
[7]	eval-auc:0.680689	train-auc:0.744924
[8]	eval-auc:0.695022	train-auc:0.749421
[9]	eval-auc:0.696559	train-auc:0.751367
[10]	eval-auc:0.694508	train-auc:0.753594
[11]	eval-auc:0.692201	train-auc:0.756115
[12]	eval-auc:0.693168	train-auc:0.757559
[13]	eval-auc:0.695813	train-auc:0.759426
[14]	eval-auc:0.696636	train-auc:0.759783
[15]	eval-auc:0.697038	train-auc:0.762023
[16]	eval-auc:0.698047	train-auc:0.765182
[17]	eval-auc:0.700846	train-auc:0.7763
[18]	eval-auc:0.701425	train-auc:0.778544
[19]	eval-auc:0.701473	train-auc:0.788699
[20]	eval-auc:0.700525	train-auc:0.791653
[21]	eval-auc:0.701745	train-auc:0.792526
[22]	eval-auc:0.701334	train-auc:0.795819
[23]	eval-auc:0.701435	train-auc:0.796551
[24]	eval-auc:0.703151	train-auc:0.798882
[25]	eval-auc:0.702864	train-auc:0.799969
[26]	eval-auc:0.699769	train-auc:0.803972
[27]	eval-auc:0.698081	train-auc:0.804926
[28]	eval-auc:0.698123	train-auc:0.805346
[29]	eval-auc:0.696932	train-auc:0.807699
[30]	eval-auc:0.698961	train-auc:0.811413
[31]	eval-auc:0.700572	train-auc:0.812765
[32]	eval-auc:0.700081	train-auc:0.816191
[33]	eval-auc:0.699897	train-auc:0.819463
[34]	eval-auc:0.699273	train-auc:0.822067
[35]	eval-auc:0.699296	train-auc:0.823729
[36]	eval-auc:0.700698	train-auc:0.826212
[37]	eval-auc:0.700444	train-auc:0.828355
[38]	eval-auc:0.701455	train-auc:0.831912
[39]	eval-auc:0.702943	train-auc:0.834804
[40]	eval-auc:0.704156	train-auc:0.836169
[41]	eval-auc:0.703357	train-auc:0.838861
[42]	eval-auc:0.703397	train-auc:0.839339
[43]	eval-auc:0.703815	train-auc:0.840138
[44]	eval-auc:0.703254	train-auc:0.840839
[45]	eval-auc:0.704144	train-auc:0.841121
[46]	eval-auc:0.704144	train-auc:0.843264
[47]	eval-auc:0.702022	train-auc:0.844659
[48]	eval-auc:0.701679	train-auc:0.846526
[49]	eval-auc:0.702105	train-auc:0.848321
[50]	eval-auc:0.701626	train-auc:0.848698
[51]	eval-auc:0.70158	train-auc:0.849013
[52]	eval-auc:0.700618	train-auc:0.84998
[53]	eval-auc:0.700899	train-auc:0.851192
[54]	eval-auc:0.70103	train-auc:0.85234
[55]	eval-auc:0.702914	train-auc:0.854475
[56]	eval-auc:0.702583	train-auc:0.855596
[57]	eval-auc:0.701996	train-auc:0.857128
[58]	eval-auc:0.702273	train-auc:0.857513
[59]	eval-auc:0.703197	train-auc:0.859448
[60]	eval-auc:0.703715	train-auc:0.860683
[61]	eval-auc:0.705142	train-auc:0.863263
[62]	eval-auc:0.704982	train-auc:0.863667
[63]	eval-auc:0.704982	train-auc:0.866374
[64]	eval-auc:0.704772	train-auc:0.866428
[65]	eval-auc:0.705842	train-auc:0.866639
[66]	eval-auc:0.706585	train-auc:0.867942
[67]	eval-auc:0.706814	train-auc:0.868682
[68]	eval-auc:0.706439	train-auc:0.869732
[69]	eval-auc:0.707372	train-auc:0.870976
[70]	eval-auc:0.707301	train-auc:0.872805
[71]	eval-auc:0.707922	train-auc:0.874053
[72]	eval-auc:0.707969	train-auc:0.874561
[73]	eval-auc:0.708119	train-auc:0.876447
[74]	eval-auc:0.709252	train-auc:0.878083
[75]	eval-auc:0.71025	train-auc:0.879685
[76]	eval-auc:0.710208	train-auc:0.87967
[77]	eval-auc:0.70795	train-auc:0.880184
[78]	eval-auc:0.708146	train-auc:0.881073
[79]	eval-auc:0.706771	train-auc:0.882642
[80]	eval-auc:0.706969	train-auc:0.88291
[81]	eval-auc:0.706329	train-auc:0.883751
[82]	eval-auc:0.706686	train-auc:0.88531
[83]	eval-auc:0.707051	train-auc:0.885925
[84]	eval-auc:0.705446	train-auc:0.887354
[85]	eval-auc:0.705225	train-auc:0.887792
[86]	eval-auc:0.704108	train-auc:0.888192
[87]	eval-auc:0.70389	train-auc:0.888413
[88]	eval-auc:0.702666	train-auc:0.889359
[89]	eval-auc:0.701099	train-auc:0.889424
[90]	eval-auc:0.702705	train-auc:0.891552
[91]	eval-auc:0.701524	train-auc:0.892303
[92]	eval-auc:0.701837	train-auc:0.893822
[93]	eval-auc:0.701691	train-auc:0.89413
[94]	eval-auc:0.703333	train-auc:0.895252
[95]	eval-auc:0.702786	train-auc:0.895371
[96]	eval-auc:0.703037	train-auc:0.896206
[97]	eval-auc:0.702378	train-auc:0.897734
[98]	eval-auc:0.702203	train-auc:0.899225
[99]	eval-auc:0.703426	train-auc:0.900002
[100]	eval-auc:0.703445	train-auc:0.900118
[101]	eval-auc:0.704216	train-auc:0.90066
[102]	eval-auc:0.704012	train-auc:0.900729
[103]	eval-auc:0.703521	train-auc:0.900782
[104]	eval-auc:0.703922	train-auc:0.901199
[105]	eval-auc:0.70234	train-auc:0.901414
[106]	eval-auc:0.701862	train-auc:0.902707
[107]	eval-auc:0.702019	train-auc:0.903083
[108]	eval-auc:0.702798	train-auc:0.904919
[109]	eval-auc:0.702294	train-auc:0.905349
[110]	eval-auc:0.703789	train-auc:0.907939
[111]	eval-auc:0.704179	train-auc:0.908412
[112]	eval-auc:0.703538	train-auc:0.908635
[113]	eval-auc:0.704009	train-auc:0.909864
[114]	eval-auc:0.703751	train-auc:0.910276
[115]	eval-auc:0.703818	train-auc:0.910748
[116]	eval-auc:0.702627	train-auc:0.911128
[117]	eval-auc:0.702711	train-auc:0.912126
[118]	eval-auc:0.701889	train-auc:0.9127
[119]	eval-auc:0.702516	train-auc:0.912992
[120]	eval-auc:0.701921	train-auc:0.913828
[121]	eval-auc:0.702131	train-auc:0.914712
[122]	eval-auc:0.701212	train-auc:0.915014
[123]	eval-auc:0.700213	train-auc:0.915825
[124]	eval-auc:0.701237	train-auc:0.916827
[125]	eval-auc:0.70028	train-auc:0.918035
[126]	eval-auc:0.699258	train-auc:0.919055
[127]	eval-auc:0.699054	train-auc:0.919207
[128]	eval-auc:0.698897	train-auc:0.919448
[129]	eval-auc:0.699005	train-auc:0.92057
[130]	eval-auc:0.698656	train-auc:0.921152
[131]	eval-auc:0.698633	train-auc:0.921688
[132]	eval-auc:0.69666	train-auc:0.922983
[133]	eval-auc:0.697109	train-auc:0.924193
[134]	eval-auc:0.697132	train-auc:0.924861
[135]	eval-auc:0.697377	train-auc:0.925151
[136]	eval-auc:0.69719	train-auc:0.92559
[137]	eval-auc:0.6965	train-auc:0.926002
[138]	eval-auc:0.696046	train-auc:0.92613
[139]	eval-auc:0.696052	train-auc:0.926192
[140]	eval-auc:0.696126	train-auc:0.926628
[141]	eval-auc:0.69625	train-auc:0.927518
[142]	eval-auc:0.696263	train-auc:0.927896
[143]	eval-auc:0.695635	train-auc:0.928191
[144]	eval-auc:0.696252	train-auc:0.928964
[145]	eval-auc:0.69731	train-auc:0.929232
[146]	eval-auc:0.695666	train-auc:0.930272
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[483]	eval-auc:0.684373	train-auc:0.991987
[484]	eval-auc:0.684467	train-auc:0.992059
[485]	eval-auc:0.684213	train-auc:0.992103
[486]	eval-auc:0.684011	train-auc:0.992234
[487]	eval-auc:0.683829	train-auc:0.992267
[488]	eval-auc:0.684336	train-auc:0.992395
[489]	eval-auc:0.68412	train-auc:0.992405
[490]	eval-auc:0.684091	train-auc:0.992414
[491]	eval-auc:0.684726	train-auc:0.992547
[492]	eval-auc:0.684732	train-auc:0.992618
[493]	eval-auc:0.6847	train-auc:0.992673
[494]	eval-auc:0.684478	train-auc:0.992823
[495]	eval-auc:0.68462	train-auc:0.992865
[496]	eval-auc:0.685023	train-auc:0.992886
[497]	eval-auc:0.684915	train-auc:0.992965
[498]	eval-auc:0.684405	train-auc:0.992989
[499]	eval-auc:0.684256	train-auc:0.993056
[500]	eval-auc:0.684352	train-auc:0.993097
[501]	eval-auc:0.684862	train-auc:0.993227
[502]	eval-auc:0.684755	train-auc:0.993226
[503]	eval-auc:0.684754	train-auc:0.993278
[504]	eval-auc:0.684649	train-auc:0.99331
[505]	eval-auc:0.683126	train-auc:0.993351
[506]	eval-auc:0.682652	train-auc:0.993445
[507]	eval-auc:0.682993	train-auc:0.993455
[508]	eval-auc:0.68319	train-auc:0.993565
[509]	eval-auc:0.683324	train-auc:0.993577
[510]	eval-auc:0.683348	train-auc:0.993584
[511]	eval-auc:0.683461	train-auc:0.993568
[512]	eval-auc:0.683429	train-auc:0.9936
[513]	eval-auc:0.683385	train-auc:0.993579
[514]	eval-auc:0.683123	train-auc:0.993551
[515]	eval-auc:0.683071	train-auc:0.993514
[516]	eval-auc:0.683216	train-auc:0.993567
[517]	eval-auc:0.683205	train-auc:0.993569
[518]	eval-auc:0.682983	train-auc:0.993572
[519]	eval-auc:0.683484	train-auc:0.993663
[520]	eval-auc:0.683452	train-auc:0.993674
[521]	eval-auc:0.683543	train-auc:0.993694
[522]	eval-auc:0.683398	train-auc:0.993722
[523]	eval-auc:0.682824	train-auc:0.993782
[524]	eval-auc:0.683028	train-auc:0.993849
[525]	eval-auc:0.683191	train-auc:0.993867
[526]	eval-auc:0.683277	train-auc:0.99402
[527]	eval-auc:0.683319	train-auc:0.99412
[528]	eval-auc:0.68306	train-auc:0.994153
[529]	eval-auc:0.682739	train-auc:0.994211
[530]	eval-auc:0.682952	train-auc:0.994247
[531]	eval-auc:0.683275	train-auc:0.994307
[532]	eval-auc:0.682957	train-auc:0.994338
[533]	eval-auc:0.68323	train-auc:0.99435
[534]	eval-auc:0.68329	train-auc:0.994371
[535]	eval-auc:0.682969	train-auc:0.994389
[536]	eval-auc:0.683219	train-auc:0.994404
[537]	eval-auc:0.683024	train-auc:0.994433
[538]	eval-auc:0.683071	train-auc:0.994481
[539]	eval-auc:0.682894	train-auc:0.994479
[540]	eval-auc:0.682873	train-auc:0.994514
[541]	eval-auc:0.682549	train-auc:0.99454
[542]	eval-auc:0.682397	train-auc:0.99459
[543]	eval-auc:0.682098	train-auc:0.994618
[544]	eval-auc:0.682476	train-auc:0.994613
[545]	eval-auc:0.682978	train-auc:0.994613
[546]	eval-auc:0.682923	train-auc:0.994657
[547]	eval-auc:0.682966	train-auc:0.99472
[548]	eval-auc:0.682936	train-auc:0.994828
[549]	eval-auc:0.682517	train-auc:0.994886
[550]	eval-auc:0.683022	train-auc:0.994876
[551]	eval-auc:0.683236	train-auc:0.994859
[552]	eval-auc:0.682799	train-auc:0.994917
[553]	eval-auc:0.683094	train-auc:0.994949
[554]	eval-auc:0.68293	train-auc:0.994968
[555]	eval-auc:0.682587	train-auc:0.99499
[556]	eval-auc:0.682739	train-auc:0.995058
[557]	eval-auc:0.683045	train-auc:0.995071
[558]	eval-auc:0.683118	train-auc:0.995078
[559]	eval-auc:0.682774	train-auc:0.995086
[560]	eval-auc:0.682531	train-auc:0.995072
[561]	eval-auc:0.682709	train-auc:0.995132
[562]	eval-auc:0.682651	train-auc:0.995149
[563]	eval-auc:0.682348	train-auc:0.995147
[564]	eval-auc:0.682834	train-auc:0.995166
[565]	eval-auc:0.682975	train-auc:0.995259
[566]	eval-auc:0.682844	train-auc:0.995275
[567]	eval-auc:0.68338	train-auc:0.995286
[568]	eval-auc:0.683618	train-auc:0.995292
[569]	eval-auc:0.683523	train-auc:0.99532
[570]	eval-auc:0.6834	train-auc:0.995291
[571]	eval-auc:0.683475	train-auc:0.995296
[572]	eval-auc:0.683526	train-auc:0.995297
[573]	eval-auc:0.683712	train-auc:0.995277
[574]	eval-auc:0.683631	train-auc:0.995305
[575]	eval-auc:0.68342	train-auc:0.995269
[576]	eval-auc:0.683367	train-auc:0.995279
[577]	eval-auc:0.683335	train-auc:0.995281
[578]	eval-auc:0.682866	train-auc:0.995267
[579]	eval-auc:0.683432	train-auc:0.995261
[580]	eval-auc:0.68389	train-auc:0.995354
[581]	eval-auc:0.683563	train-auc:0.99534
[582]	eval-auc:0.683927	train-auc:0.995398
[583]	eval-auc:0.683823	train-auc:0.995433
[584]	eval-auc:0.683622	train-auc:0.995486
[585]	eval-auc:0.683819	train-auc:0.995513
[586]	eval-auc:0.683826	train-auc:0.995508
[587]	eval-auc:0.683618	train-auc:0.995506
[588]	eval-auc:0.683446	train-auc:0.995521
[589]	eval-auc:0.68331	train-auc:0.995574
[590]	eval-auc:0.682767	train-auc:0.995606
[591]	eval-auc:0.682872	train-auc:0.995618
[592]	eval-auc:0.682957	train-auc:0.99562
[593]	eval-auc:0.683082	train-auc:0.995658
[594]	eval-auc:0.683056	train-auc:0.995732
[595]	eval-auc:0.683245	train-auc:0.995768
[596]	eval-auc:0.683491	train-auc:0.995805
[597]	eval-auc:0.683899	train-auc:0.995837
[598]	eval-auc:0.684177	train-auc:0.995944
[599]	eval-auc:0.68414	train-auc:0.995987
[600]	eval-auc:0.684469	train-auc:0.996005
[601]	eval-auc:0.684667	train-auc:0.996094
[602]	eval-auc:0.684589	train-auc:0.996132
[603]	eval-auc:0.684568	train-auc:0.996156
[604]	eval-auc:0.684566	train-auc:0.996138
[605]	eval-auc:0.684429	train-auc:0.996133
[606]	eval-auc:0.684202	train-auc:0.996157
[607]	eval-auc:0.684343	train-auc:0.996145
[608]	eval-auc:0.684402	train-auc:0.996152
[609]	eval-auc:0.684148	train-auc:0.996171
[610]	eval-auc:0.683881	train-auc:0.996212
[611]	eval-auc:0.684175	train-auc:0.996249
[612]	eval-auc:0.684113	train-auc:0.996288
[613]	eval-auc:0.685646	train-auc:0.996266
[614]	eval-auc:0.685827	train-auc:0.99628
[615]	eval-auc:0.685606	train-auc:0.99629
[616]	eval-auc:0.685468	train-auc:0.996309
[617]	eval-auc:0.685745	train-auc:0.996287
[618]	eval-auc:0.685774	train-auc:0.996294
	Score 0.6857739770249364


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.35000000000000003, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 1, 'min_child_weight': 5.0, 'n_estimators': 160.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.64015	train-auc:0.642433
[2]	eval-auc:0.669592	train-auc:0.677362
[3]	eval-auc:0.667726	train-auc:0.675845
[4]	eval-auc:0.702556	train-auc:0.698448
[5]	eval-auc:0.696473	train-auc:0.697424
[6]	eval-auc:0.696389	train-auc:0.696803
[7]	eval-auc:0.704794	train-auc:0.6996
[8]	eval-auc:0.704043	train-auc:0.701608
[9]	eval-auc:0.701307	train-auc:0.70151
[10]	eval-auc:0.69539	train-auc:0.700116
[11]	eval-auc:0.697812	train-auc:0.702603
[12]	eval-auc:0.69759	train-auc:0.704992
[13]	eval-auc:0.699398	train-auc:0.7048
[14]	eval-auc:0.69631	train-auc:0.707914
[15]	eval-auc:0.694479	train-auc:0.709162
[16]	eval-auc:0.695826	train-auc:0.709611
[17]	eval-auc:0.69406	train-auc:0.707728
[18]	eval-auc:0.694199	train-auc:0.709674
[19]	eval-auc:0.691388	train-auc:0.709921
[20]	eval-auc:0.691196	train-auc:0.710475
[21]	eval-auc:0.692211	train-auc:0.711622
[22]	eval-auc:0.69185	train-auc:0.711102
[23]	eval-auc:0.691381	train-auc:0.710706
[24]	eval-auc:0.694763	train-auc:0.710274
[25]	eval-auc:0.695227	train-auc:0.710805
[26]	eval-auc:0.693207	train-auc:0.711371
[27]	eval-auc:0.691803	train-auc:0.710802
[28]	eval-auc:0.692706	train-auc:0.71117
[29]	eval-auc:0.691643	train-auc:0.71154
[30]	eval-auc:0.6921	train-auc:0.712507
[31]	eval-auc:0.692163	train-auc:0.712441
[32]	eval-auc:0.692257	train-auc:0.712824
[33]	eval-auc:0.691855	train-auc:0.713687
[34]	eval-auc:0.690996	train-auc:0.71395
[35]	eval-auc:0.68835	train-auc:0.714759
[36]	eval-auc:0.686805	train-auc:0.714864
[37]	eval-auc:0.687849	train-auc:0.715095
[38]	eval-auc:0.688958	train-auc:0.715046
[39]	eval-auc:0.689832	train-auc:0.715281
[40]	eval-auc:0.690004	train-auc:0.715301
[41]	eval-auc:0.691037	train-auc:0.715574
[42]	eval-auc:0.691131	train-auc:0.715902
[43]	eval-auc:0.69213	train-auc:0.716512
[44]	eval-auc:0.693028	train-auc:0.717296
[45]	eval-auc:0.692001	train-auc:0.717166
[46]	eval-auc:0.692047	train-auc:0.717864
[47]	eval-auc:0.693101	train-auc:0.718688
[48]	eval-auc:0.693394	train-auc:0.718639
[49]	eval-auc:0.694327	train-auc:0.71872
[50]	eval-auc:0.694834	train-auc:0.719116
[51]	eval-auc:0.695676	train-auc:0.719098
[52]	eval-auc:0.696546	train-auc:0.718996
[53]	eval-auc:0.697048	train-auc:0.718917
[54]	eval-auc:0.699013	train-auc:0.71865
[55]	eval-auc:0.699271	train-auc:0.719333
[56]	eval-auc:0.699572	train-auc:0.719709
[57]	eval-auc:0.698429	train-auc:0.720283
[58]	eval-auc:0.698126	train-auc:0.721536
[59]	eval-auc:0.697118	train-auc:0.722053
[60]	eval-auc:0.697738	train-auc:0.722916
[61]	eval-auc:0.696197	train-auc:0.722794
[62]	eval-auc:0.696742	train-auc:0.723663
[63]	eval-auc:0.697222	train-auc:0.724592
[64]	eval-auc:0.69664	train-auc:0.724395
[65]	eval-auc:0.697006	train-auc:0.724886
[66]	eval-auc:0.697836	train-auc:0.724643
[67]	eval-auc:0.69729	train-auc:0.724898
[68]	eval-auc:0.696939	train-auc:0.725303
[69]	eval-auc:0.695603	train-auc:0.725543
[70]	eval-auc:0.694942	train-auc:0.725509
[71]	eval-auc:0.695456	train-auc:0.726006
[72]	eval-auc:0.694061	train-auc:0.72561
[73]	eval-auc:0.693675	train-auc:0.725963
[74]	eval-auc:0.693813	train-auc:0.726537
[75]	eval-auc:0.695249	train-auc:0.727373
[76]	eval-auc:0.694302	train-auc:0.727209
[77]	eval-auc:0.692544	train-auc:0.726983
[78]	eval-auc:0.694291	train-auc:0.727858
[79]	eval-auc:0.69567	train-auc:0.727945
[80]	eval-auc:0.696628	train-auc:0.729055
[81]	eval-auc:0.697262	train-auc:0.729329
[82]	eval-auc:0.698591	train-auc:0.728995
[83]	eval-auc:0.696483	train-auc:0.729111
[84]	eval-auc:0.698281	train-auc:0.72956
[85]	eval-auc:0.698981	train-auc:0.729739
[86]	eval-auc:0.6989	train-auc:0.729713
[87]	eval-auc:0.699796	train-auc:0.729985
[88]	eval-auc:0.699489	train-auc:0.730634
[89]	eval-auc:0.700723	train-auc:0.730718
[90]	eval-auc:0.698158	train-auc:0.731089
[91]	eval-auc:0.699237	train-auc:0.731391
[92]	eval-auc:0.697262	train-auc:0.731382
[93]	eval-auc:0.698079	train-auc:0.731138
[94]	eval-auc:0.696404	train-auc:0.731858
[95]	eval-auc:0.695361	train-auc:0.732369
[96]	eval-auc:0.694131	train-auc:0.732358
[97]	eval-auc:0.694444	train-auc:0.731947
[98]	eval-auc:0.695424	train-auc:0.731864
[99]	eval-auc:0.694647	train-auc:0.732609
[100]	eval-auc:0.692533	train-auc:0.733054
[101]	eval-auc:0.692016	train-auc:0.732514
[102]	eval-auc:0.692265	train-auc:0.732784
[103]	eval-auc:0.692532	train-auc:0.733582
[104]	eval-auc:0.693272	train-auc:0.732558
[105]	eval-auc:0.69358	train-auc:0.733301
[106]	eval-auc:0.692481	train-auc:0.733049
[107]	eval-auc:0.692401	train-auc:0.73342
[108]	eval-auc:0.693586	train-auc:0.734005
[109]	eval-auc:0.693674	train-auc:0.734572
[110]	eval-auc:0.693782	train-auc:0.734496
[111]	eval-auc:0.69362	train-auc:0.734706
[112]	eval-auc:0.692912	train-auc:0.734695
[113]	eval-auc:0.691235	train-auc:0.734345
[114]	eval-auc:0.692578	train-auc:0.734342
[115]	eval-auc:0.692012	train-auc:0.735392
[116]	eval-auc:0.693713	train-auc:0.735815
[117]	eval-auc:0.694401	train-auc:0.736335
[118]	eval-auc:0.693014	train-auc:0.736264
[119]	eval-auc:0.692898	train-auc:0.735353
[120]	eval-auc:0.692773	train-auc:0.735158
[121]	eval-auc:0.693926	train-auc:0.733913
[122]	eval-auc:0.694498	train-auc:0.733939
[123]	eval-auc:0.694448	train-auc:0.735331
[124]	eval-auc:0.694246	train-auc:0.735692
[125]	eval-auc:0.6943	train-auc:0.735724
[126]	eval-auc:0.696512	train-auc:0.736051
[127]	eval-auc:0.694845	train-auc:0.736305
[128]	eval-auc:0.694077	train-auc:0.736432
[129]	eval-auc:0.693761	train-auc:0.737584
[130]	eval-auc:0.693878	train-auc:0.737898
[131]	eval-auc:0.693548	train-auc:0.736771
[132]	eval-auc:0.691921	train-auc:0.736476
[133]	eval-auc:0.69253	train-auc:0.73685
[134]	eval-auc:0.693021	train-auc:0.738078
[135]	eval-auc:0.693417	train-auc:0.73795
[136]	eval-auc:0.693006	train-auc:0.737886
[137]	eval-auc:0.690957	train-auc:0.738003
[138]	eval-auc:0.690547	train-auc:0.737672
[139]	eval-auc:0.689638	train-auc:0.737226
[140]	eval-auc:0.690571	train-auc:0.738056
[141]	eval-auc:0.692505	train-auc:0.738257
[142]	eval-auc:0.692455	train-auc:0.738082
[143]	eval-auc:0.693025	train-auc:0.738575
[144]	eval-auc:0.692368	train-auc:0.738916
[145]	eval-auc:0.693264	train-auc:0.73883
[146]	eval-auc:0.693935	train-auc:0.739168
[147]	eval-auc:0.695073	train-auc:0.739492
[148]	eval-auc:0.695001	train-auc:0.739722
[149]	eval-auc:0.694206	train-auc:0.739886
[150]	eval-auc:0.695269	train-auc:0.740079
[151]	eval-auc:0.695391	train-auc:0.74038
[152]	eval-auc:0.695252	train-auc:0.740593
[153]	eval-auc:0.69383	train-auc:0.740355
[154]	eval-auc:0.693399	train-auc:0.741745
[155]	eval-auc:0.694642	train-auc:0.7422
[156]	eval-auc:0.693842	train-auc:0.74232
[157]	eval-auc:0.693909	train-auc:0.741898
[158]	eval-auc:0.692941	train-auc:0.741943
[159]	eval-auc:0.694237	train-auc:0.742247
	Score 0.6942365907734288


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 8, 'min_child_weight': 5.0, 'n_estimators': 105.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.637419	train-auc:0.768653
[1]	eval-auc:0.653413	train-auc:0.840571
[2]	eval-auc:0.64865	train-auc:0.876245
[3]	eval-auc:0.650737	train-auc:0.887313
[4]	eval-auc:0.676024	train-auc:0.909387
[5]	eval-auc:0.674789	train-auc:0.922018
[6]	eval-auc:0.677569	train-auc:0.925963
[7]	eval-auc:0.675508	train-auc:0.931179
[8]	eval-auc:0.681442	train-auc:0.942233
[9]	eval-auc:0.685806	train-auc:0.947007
[10]	eval-auc:0.684879	train-auc:0.953752
[11]	eval-auc:0.684663	train-auc:0.955369
[12]	eval-auc:0.683551	train-auc:0.959585
[13]	eval-auc:0.680895	train-auc:0.959915
[14]	eval-auc:0.681771	train-auc:0.96285
[15]	eval-auc:0.679042	train-auc:0.966537
[16]	eval-auc:0.677265	train-auc:0.969785
[17]	eval-auc:0.684177	train-auc:0.975313
[18]	eval-auc:0.682179	train-auc:0.976356
[19]	eval-auc:0.68738	train-auc:0.980836
[20]	eval-auc:0.687562	train-auc:0.981879
[21]	eval-auc:0.688308	train-auc:0.983371
[22]	eval-auc:0.688127	train-auc:0.984959
[23]	eval-auc:0.690085	train-auc:0.985833
[24]	eval-auc:0.693432	train-auc:0.987878
[25]	eval-auc:0.691592	train-auc:0.988344
[26]	eval-auc:0.693237	train-auc:0.988619
[27]	eval-auc:0.694108	train-auc:0.989164
[28]	eval-auc:0.693841	train-auc:0.989478
[29]	eval-auc:0.691291	train-auc:0.990467
[30]	eval-auc:0.690118	train-auc:0.99136
[31]	eval-auc:0.690998	train-auc:0.991836
[32]	eval-auc:0.691624	train-auc:0.992415
[33]	eval-auc:0.691184	train-auc:0.992963
[34]	eval-auc:0.689094	train-auc:0.993635
[35]	eval-auc:0.691005	train-auc:0.994346
[36]	eval-auc:0.692777	train-auc:0.994652
[37]	eval-auc:0.692581	train-auc:0.994936
[38]	eval-auc:0.692567	train-auc:0.994972
[39]	eval-auc:0.69294	train-auc:0.995543
[40]	eval-auc:0.693033	train-auc:0.995681
[41]	eval-auc:0.69223	train-auc:0.996074
[42]	eval-auc:0.691965	train-auc:0.996318
[43]	eval-auc:0.692471	train-auc:0.996753
[44]	eval-auc:0.691627	train-auc:0.996658
[45]	eval-auc:0.69296	train-auc:0.996732
[46]	eval-auc:0.695265	train-auc:0.997139
[47]	eval-auc:0.695058	train-auc:0.997373
[48]	eval-auc:0.695168	train-auc:0.997467
[49]	eval-auc:0.695622	train-auc:0.997702
[50]	eval-auc:0.694615	train-auc:0.997738
[51]	eval-auc:0.694175	train-auc:0.997744
[52]	eval-auc:0.693508	train-auc:0.997897
[53]	eval-auc:0.693155	train-auc:0.998042
[54]	eval-auc:0.691908	train-auc:0.998386
[55]	eval-auc:0.691757	train-auc:0.998492
[56]	eval-auc:0.691132	train-auc:0.998597
[57]	eval-auc:0.691084	train-auc:0.99862
[58]	eval-auc:0.690843	train-auc:0.998753
[59]	eval-auc:0.692194	train-auc:0.998849
[60]	eval-auc:0.691115	train-auc:0.998921
[61]	eval-auc:0.691691	train-auc:0.998944
[62]	eval-auc:0.692365	train-auc:0.998958
[63]	eval-auc:0.693555	train-auc:0.999044
[64]	eval-auc:0.692975	train-auc:0.999098
[65]	eval-auc:0.693109	train-auc:0.999106
[66]	eval-auc:0.692119	train-auc:0.999146
[67]	eval-auc:0.691964	train-auc:0.99921
[68]	eval-auc:0.692547	train-auc:0.99923
[69]	eval-auc:0.692879	train-auc:0.999229
[70]	eval-auc:0.694323	train-auc:0.999297
[71]	eval-auc:0.695172	train-auc:0.999304
[72]	eval-auc:0.694846	train-auc:0.999366
[73]	eval-auc:0.692929	train-auc:0.999389
[74]	eval-auc:0.692524	train-auc:0.9994
[75]	eval-auc:0.692919	train-auc:0.999412
[76]	eval-auc:0.692835	train-auc:0.999457
[77]	eval-auc:0.692509	train-auc:0.999473
[78]	eval-auc:0.692322	train-auc:0.999505
[79]	eval-auc:0.691638	train-auc:0.999584
[80]	eval-auc:0.690928	train-auc:0.999565
[81]	eval-auc:0.691065	train-auc:0.99959
[82]	eval-auc:0.69081	train-auc:0.99961
[83]	eval-auc:0.690712	train-auc:0.999661
[84]	eval-auc:0.690335	train-auc:0.999664
[85]	eval-auc:0.689745	train-auc:0.99968
[86]	eval-auc:0.689351	train-auc:0.999696
[87]	eval-auc:0.688653	train-auc:0.999698
[88]	eval-auc:0.687549	train-auc:0.999712
[89]	eval-auc:0.68754	train-auc:0.999722
[90]	eval-auc:0.68747	train-auc:0.999729
[91]	eval-auc:0.686441	train-auc:0.999727
[92]	eval-auc:0.686292	train-auc:0.999733
[93]	eval-auc:0.686398	train-auc:0.999738
[94]	eval-auc:0.686742	train-auc:0.99974
[95]	eval-auc:0.687715	train-auc:0.999788
[96]	eval-auc:0.687653	train-auc:0.999794
[97]	eval-auc:0.687974	train-auc:0.999795
[98]	eval-auc:0.688346	train-auc:0.99981
[99]	eval-auc:0.688395	train-auc:0.999818
[100]	eval-auc:0.688579	train-auc:0.999814
[101]	eval-auc:0.688142	train-auc:0.999837
[102]	eval-auc:0.688279	train-auc:0.999837
[103]	eval-auc:0.687667	train-auc:0.999843
[104]	eval-auc:0.688288	train-auc:0.999842
	Score 0.6882880166648393


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.45, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 198.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.669357	train-auc:0.684642
[1]	eval-auc:0.667833	train-auc:0.693795
[2]	eval-auc:0.67537	train-auc:0.703952
[3]	eval-auc:0.680948	train-auc:0.712564
[4]	eval-auc:0.6955	train-auc:0.713156
[5]	eval-auc:0.693431	train-auc:0.71489
[6]	eval-auc:0.69509	train-auc:0.720184
[7]	eval-auc:0.696423	train-auc:0.724584
[8]	eval-auc:0.699807	train-auc:0.729443
[9]	eval-auc:0.701352	train-auc:0.729812
[10]	eval-auc:0.700417	train-auc:0.730971
[11]	eval-auc:0.701671	train-auc:0.732627
[12]	eval-auc:0.704021	train-auc:0.73595
[13]	eval-auc:0.703796	train-auc:0.737812
[14]	eval-auc:0.704895	train-auc:0.73935
[15]	eval-auc:0.704891	train-auc:0.742448
[16]	eval-auc:0.703674	train-auc:0.742929
[17]	eval-auc:0.706029	train-auc:0.746283
[18]	eval-auc:0.706173	train-auc:0.749484
[19]	eval-auc:0.705182	train-auc:0.751709
[20]	eval-auc:0.70314	train-auc:0.751074
[21]	eval-auc:0.702414	train-auc:0.751559
[22]	eval-auc:0.704456	train-auc:0.754256
[23]	eval-auc:0.704101	train-auc:0.75466
[24]	eval-auc:0.702082	train-auc:0.757865
[25]	eval-auc:0.702465	train-auc:0.75943
[26]	eval-auc:0.698102	train-auc:0.761369
[27]	eval-auc:0.698366	train-auc:0.762576
[28]	eval-auc:0.697226	train-auc:0.76369
[29]	eval-auc:0.696338	train-auc:0.765332
[30]	eval-auc:0.696753	train-auc:0.767136
[31]	eval-auc:0.696341	train-auc:0.769167
[32]	eval-auc:0.697261	train-auc:0.771552
[33]	eval-auc:0.697175	train-auc:0.771949
[34]	eval-auc:0.696688	train-auc:0.773653
[35]	eval-auc:0.699428	train-auc:0.775124
[36]	eval-auc:0.698423	train-auc:0.775465
[37]	eval-auc:0.695949	train-auc:0.775558
[38]	eval-auc:0.690957	train-auc:0.778576
[39]	eval-auc:0.690051	train-auc:0.780338
[40]	eval-auc:0.690657	train-auc:0.781516
[41]	eval-auc:0.691956	train-auc:0.785576
[42]	eval-auc:0.690622	train-auc:0.786027
[43]	eval-auc:0.689284	train-auc:0.787401
[44]	eval-auc:0.688664	train-auc:0.788459
[45]	eval-auc:0.689343	train-auc:0.790676
[46]	eval-auc:0.689285	train-auc:0.791767
[47]	eval-auc:0.688104	train-auc:0.793874
[48]	eval-auc:0.688226	train-auc:0.794759
[49]	eval-auc:0.688449	train-auc:0.795278
[50]	eval-auc:0.685382	train-auc:0.79696
[51]	eval-auc:0.685737	train-auc:0.797281
[52]	eval-auc:0.685552	train-auc:0.798783
[53]	eval-auc:0.687055	train-auc:0.799467
[54]	eval-auc:0.685657	train-auc:0.801363
[55]	eval-auc:0.685594	train-auc:0.802966
[56]	eval-auc:0.686496	train-auc:0.805085
[57]	eval-auc:0.685983	train-auc:0.805355
[58]	eval-auc:0.685259	train-auc:0.8053
[59]	eval-auc:0.686503	train-auc:0.80722
[60]	eval-auc:0.684589	train-auc:0.807937
[61]	eval-auc:0.686668	train-auc:0.810005
[62]	eval-auc:0.687084	train-auc:0.810811
[63]	eval-auc:0.68719	train-auc:0.811813
[64]	eval-auc:0.686781	train-auc:0.813467
[65]	eval-auc:0.686732	train-auc:0.812331
[66]	eval-auc:0.686726	train-auc:0.814081
[67]	eval-auc:0.68797	train-auc:0.814691
[68]	eval-auc:0.687874	train-auc:0.815096
[69]	eval-auc:0.688136	train-auc:0.816547
[70]	eval-auc:0.688882	train-auc:0.817133
[71]	eval-auc:0.689623	train-auc:0.818389
[72]	eval-auc:0.690889	train-auc:0.818045
[73]	eval-auc:0.689684	train-auc:0.818971
[74]	eval-auc:0.689242	train-auc:0.8203
[75]	eval-auc:0.68972	train-auc:0.821541
[76]	eval-auc:0.688802	train-auc:0.822111
[77]	eval-auc:0.685828	train-auc:0.82242
[78]	eval-auc:0.683437	train-auc:0.823804
[79]	eval-auc:0.683629	train-auc:0.82362
[80]	eval-auc:0.682386	train-auc:0.824695
[81]	eval-auc:0.680513	train-auc:0.825072
[82]	eval-auc:0.681565	train-auc:0.826082
[83]	eval-auc:0.68252	train-auc:0.82773
[84]	eval-auc:0.68217	train-auc:0.830662
[85]	eval-auc:0.682564	train-auc:0.831221
[86]	eval-auc:0.681663	train-auc:0.831407
[87]	eval-auc:0.681149	train-auc:0.831765
[88]	eval-auc:0.679849	train-auc:0.832768
[89]	eval-auc:0.681122	train-auc:0.831857
[90]	eval-auc:0.680955	train-auc:0.832152
[91]	eval-auc:0.679953	train-auc:0.832879
[92]	eval-auc:0.681334	train-auc:0.834459
[93]	eval-auc:0.682445	train-auc:0.835674
[94]	eval-auc:0.681491	train-auc:0.836863
[95]	eval-auc:0.682406	train-auc:0.834562
[96]	eval-auc:0.682019	train-auc:0.835221
[97]	eval-auc:0.682653	train-auc:0.836437
[98]	eval-auc:0.683103	train-auc:0.836512
[99]	eval-auc:0.684404	train-auc:0.837579
[100]	eval-auc:0.68338	train-auc:0.837803
[101]	eval-auc:0.682426	train-auc:0.838323
[102]	eval-auc:0.681848	train-auc:0.83967
[103]	eval-auc:0.680006	train-auc:0.840378
[104]	eval-auc:0.679886	train-auc:0.840833
[105]	eval-auc:0.678812	train-auc:0.842045
[106]	eval-auc:0.679104	train-auc:0.843558
[107]	eval-auc:0.678696	train-auc:0.844223
[108]	eval-auc:0.677714	train-auc:0.844996
[109]	eval-auc:0.677461	train-auc:0.845276
[110]	eval-auc:0.67855	train-auc:0.84527
[111]	eval-auc:0.679398	train-auc:0.846266
[112]	eval-auc:0.680277	train-auc:0.847408
[113]	eval-auc:0.681763	train-auc:0.848092
[114]	eval-auc:0.681509	train-auc:0.849012
[115]	eval-auc:0.680295	train-auc:0.850314
[116]	eval-auc:0.681778	train-auc:0.85163
[117]	eval-auc:0.682975	train-auc:0.852523
[118]	eval-auc:0.683667	train-auc:0.852759
[119]	eval-auc:0.684609	train-auc:0.853588
[120]	eval-auc:0.684349	train-auc:0.853908
[121]	eval-auc:0.683906	train-auc:0.853801
[122]	eval-auc:0.683064	train-auc:0.855063
[123]	eval-auc:0.683269	train-auc:0.857006
[124]	eval-auc:0.682993	train-auc:0.855584
[125]	eval-auc:0.683339	train-auc:0.855508
[126]	eval-auc:0.683761	train-auc:0.857844
[127]	eval-auc:0.686008	train-auc:0.857685
[128]	eval-auc:0.685878	train-auc:0.858238
[129]	eval-auc:0.686322	train-auc:0.859157
[130]	eval-auc:0.687814	train-auc:0.860446
[131]	eval-auc:0.68758	train-auc:0.859639
[132]	eval-auc:0.687077	train-auc:0.860381
[133]	eval-auc:0.687001	train-auc:0.861133
[134]	eval-auc:0.687624	train-auc:0.861448
[135]	eval-auc:0.686994	train-auc:0.862431
[136]	eval-auc:0.687115	train-auc:0.862717
[137]	eval-auc:0.687203	train-auc:0.863603
[138]	eval-auc:0.687761	train-auc:0.864141
[139]	eval-auc:0.688174	train-auc:0.864776
[140]	eval-auc:0.689328	train-auc:0.866064
[141]	eval-auc:0.687846	train-auc:0.866014
[142]	eval-auc:0.687923	train-auc:0.865965
[143]	eval-auc:0.687323	train-auc:0.867349
[144]	eval-auc:0.687741	train-auc:0.867434
[145]	eval-auc:0.688028	train-auc:0.868325
[146]	eval-auc:0.687903	train-auc:0.869395
[147]	eval-auc:0.689025	train-auc:0.869384
[148]	eval-auc:0.689246	train-auc:0.869942
[149]	eval-auc:0.689646	train-auc:0.870446
[150]	eval-auc:0.689457	train-auc:0.870429
[151]	eval-auc:0.690141	train-auc:0.871029
[152]	eval-auc:0.690519	train-auc:0.870739
[153]	eval-auc:0.690204	train-auc:0.871056
[154]	eval-auc:0.690382	train-auc:0.872153
[155]	eval-auc:0.691181	train-auc:0.873409
[156]	eval-auc:0.69103	train-auc:0.874485
[157]	eval-auc:0.690817	train-auc:0.875416
[158]	eval-auc:0.690519	train-auc:0.875639
[159]	eval-auc:0.689728	train-auc:0.876582
[160]	eval-auc:0.6892	train-auc:0.876743
[161]	eval-auc:0.689231	train-auc:0.877692
[162]	eval-auc:0.689157	train-auc:0.877857
[163]	eval-auc:0.687285	train-auc:0.877921
[164]	eval-auc:0.687277	train-auc:0.879095
[165]	eval-auc:0.68693	train-auc:0.879134
[166]	eval-auc:0.686143	train-auc:0.879457
[167]	eval-auc:0.686301	train-auc:0.880089
[168]	eval-auc:0.684985	train-auc:0.880541
[169]	eval-auc:0.686461	train-auc:0.880074
[170]	eval-auc:0.686797	train-auc:0.880537
[171]	eval-auc:0.686875	train-auc:0.880861
[172]	eval-auc:0.68671	train-auc:0.881268
[173]	eval-auc:0.687449	train-auc:0.882079
[174]	eval-auc:0.687335	train-auc:0.882343
[175]	eval-auc:0.688497	train-auc:0.882936
[176]	eval-auc:0.68829	train-auc:0.882749
[177]	eval-auc:0.688226	train-auc:0.882939
[178]	eval-auc:0.688497	train-auc:0.88325
[179]	eval-auc:0.688769	train-auc:0.88319
[180]	eval-auc:0.687886	train-auc:0.882956
[181]	eval-auc:0.688766	train-auc:0.883615
[182]	eval-auc:0.687705	train-auc:0.884049
[183]	eval-auc:0.687119	train-auc:0.884303
[184]	eval-auc:0.686167	train-auc:0.884486
[185]	eval-auc:0.685561	train-auc:0.884991
[186]	eval-auc:0.686153	train-auc:0.885863
[187]	eval-auc:0.685635	train-auc:0.886083
[188]	eval-auc:0.685416	train-auc:0.886712
[189]	eval-auc:0.685188	train-auc:0.886956
[190]	eval-auc:0.68515	train-auc:0.886701
[191]	eval-auc:0.684747	train-auc:0.887723
[192]	eval-auc:0.684068	train-auc:0.887819
[193]	eval-auc:0.684513	train-auc:0.887895
[194]	eval-auc:0.683636	train-auc:0.888506
[195]	eval-auc:0.68336	train-auc:0.889415
[196]	eval-auc:0.682867	train-auc:0.889413
[197]	eval-auc:0.682687	train-auc:0.889172
	Score 0.6826873880787926


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.325, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 9, 'min_child_weight': 2.0, 'n_estimators': 199.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.696812	train-auc:0.841367
[1]	eval-auc:0.686088	train-auc:0.887039
[2]	eval-auc:0.683022	train-auc:0.940407
[3]	eval-auc:0.684062	train-auc:0.957037
[4]	eval-auc:0.687521	train-auc:0.971441
[5]	eval-auc:0.688347	train-auc:0.978762
[6]	eval-auc:0.695418	train-auc:0.984695
[7]	eval-auc:0.695879	train-auc:0.988598
[8]	eval-auc:0.69338	train-auc:0.991854
[9]	eval-auc:0.692704	train-auc:0.992966
[10]	eval-auc:0.692191	train-auc:0.993856
[11]	eval-auc:0.690292	train-auc:0.994876
[12]	eval-auc:0.691507	train-auc:0.996605
[13]	eval-auc:0.693476	train-auc:0.997286
[14]	eval-auc:0.692977	train-auc:0.997565
[15]	eval-auc:0.693103	train-auc:0.997832
[16]	eval-auc:0.694167	train-auc:0.998429
[17]	eval-auc:0.694478	train-auc:0.998735
[18]	eval-auc:0.691965	train-auc:0.998963
[19]	eval-auc:0.692119	train-auc:0.999037
[20]	eval-auc:0.691029	train-auc:0.999196
[21]	eval-auc:0.688417	train-auc:0.999313
[22]	eval-auc:0.687697	train-auc:0.999391
[23]	eval-auc:0.684588	train-auc:0.999612
[24]	eval-auc:0.685314	train-auc:0.999676
[25]	eval-auc:0.684477	train-auc:0.999769
[26]	eval-auc:0.68405	train-auc:0.999774
[27]	eval-auc:0.683924	train-auc:0.999785
[28]	eval-auc:0.686767	train-auc:0.999828
[29]	eval-auc:0.686714	train-auc:0.999828
[30]	eval-auc:0.684046	train-auc:0.999853
[31]	eval-auc:0.683469	train-auc:0.999902
[32]	eval-auc:0.684353	train-auc:0.999919
[33]	eval-auc:0.685543	train-auc:0.99994
[34]	eval-auc:0.685232	train-auc:0.99993
[35]	eval-auc:0.687202	train-auc:0.999906
[36]	eval-auc:0.686978	train-auc:0.999952
[37]	eval-auc:0.686554	train-auc:0.999953
[38]	eval-auc:0.686389	train-auc:0.999975
[39]	eval-auc:0.686231	train-auc:0.999971
[40]	eval-auc:0.686417	train-auc:0.999978
[41]	eval-auc:0.685635	train-auc:0.999979
[42]	eval-auc:0.685005	train-auc:0.999984
[43]	eval-auc:0.685235	train-auc:0.999985
[44]	eval-auc:0.686214	train-auc:0.999986
[45]	eval-auc:0.684871	train-auc:0.999992
[46]	eval-auc:0.684364	train-auc:0.999992
[47]	eval-auc:0.68626	train-auc:0.999993
[48]	eval-auc:0.685576	train-auc:0.999997
[49]	eval-auc:0.686802	train-auc:0.999994
[50]	eval-auc:0.687792	train-auc:0.999998
[51]	eval-auc:0.686435	train-auc:0.999999
[52]	eval-auc:0.685625	train-auc:1
[53]	eval-auc:0.685507	train-auc:1
[54]	eval-auc:0.686234	train-auc:1
[55]	eval-auc:0.68676	train-auc:1
[56]	eval-auc:0.685493	train-auc:1
[57]	eval-auc:0.688227	train-auc:1
[58]	eval-auc:0.687769	train-auc:1
[59]	eval-auc:0.687262	train-auc:1
[60]	eval-auc:0.687664	train-auc:1
[61]	eval-auc:0.688535	train-auc:1
[62]	eval-auc:0.689188	train-auc:1
[63]	eval-auc:0.688381	train-auc:1
[64]	eval-auc:0.687616	train-auc:1
[65]	eval-auc:0.688419	train-auc:1
[66]	eval-auc:0.687798	train-auc:1
[67]	eval-auc:0.687304	train-auc:1
[68]	eval-auc:0.687606	train-auc:1
[69]	eval-auc:0.688178	train-auc:1
[70]	eval-auc:0.687883	train-auc:1
[71]	eval-auc:0.687524	train-auc:1
[72]	eval-auc:0.687356	train-auc:1
[73]	eval-auc:0.686525	train-auc:1
[74]	eval-auc:0.686072	train-auc:1
[75]	eval-auc:0.684597	train-auc:1
[76]	eval-auc:0.684763	train-auc:1
[77]	eval-auc:0.684455	train-auc:1
[78]	eval-auc:0.687125	train-auc:1
[79]	eval-auc:0.688085	train-auc:1
[80]	eval-auc:0.690741	train-auc:1
[81]	eval-auc:0.690901	train-auc:1
[82]	eval-auc:0.691151	train-auc:1
[83]	eval-auc:0.691005	train-auc:1
[84]	eval-auc:0.691282	train-auc:1
[85]	eval-auc:0.691499	train-auc:1
[86]	eval-auc:0.691101	train-auc:1
[87]	eval-auc:0.691047	train-auc:1
[88]	eval-auc:0.691055	train-auc:1
[89]	eval-auc:0.690688	train-auc:1
[90]	eval-auc:0.690134	train-auc:1
[91]	eval-auc:0.690526	train-auc:1
[92]	eval-auc:0.690074	train-auc:1
[93]	eval-auc:0.690421	train-auc:1
[94]	eval-auc:0.690147	train-auc:1
[95]	eval-auc:0.689252	train-auc:1
[96]	eval-auc:0.689298	train-auc:1
[97]	eval-auc:0.689881	train-auc:1
[98]	eval-auc:0.690587	train-auc:1
[99]	eval-auc:0.690635	train-auc:1
[100]	eval-auc:0.690537	train-auc:1
[101]	eval-auc:0.690606	train-auc:1
[102]	eval-auc:0.690912	train-auc:1
[103]	eval-auc:0.690533	train-auc:1
[104]	eval-auc:0.690348	train-auc:1
[105]	eval-auc:0.690435	train-auc:1
[106]	eval-auc:0.690435	train-auc:1
[107]	eval-auc:0.690438	train-auc:1
[108]	eval-auc:0.690516	train-auc:1
[109]	eval-auc:0.69031	train-auc:1
[110]	eval-auc:0.690354	train-auc:1
[111]	eval-auc:0.690246	train-auc:1
[112]	eval-auc:0.68975	train-auc:1
[113]	eval-auc:0.689815	train-auc:1
[114]	eval-auc:0.68996	train-auc:1
[115]	eval-auc:0.690435	train-auc:1
[116]	eval-auc:0.690234	train-auc:1
[117]	eval-auc:0.690374	train-auc:1
[118]	eval-auc:0.690278	train-auc:1
[119]	eval-auc:0.690429	train-auc:1
[120]	eval-auc:0.690456	train-auc:1
[121]	eval-auc:0.690752	train-auc:1
[122]	eval-auc:0.690298	train-auc:1
[123]	eval-auc:0.690353	train-auc:1
[124]	eval-auc:0.690603	train-auc:1
[125]	eval-auc:0.690839	train-auc:1
[126]	eval-auc:0.690354	train-auc:1
[127]	eval-auc:0.690225	train-auc:1
[128]	eval-auc:0.689925	train-auc:1
[129]	eval-auc:0.689253	train-auc:1
[130]	eval-auc:0.689823	train-auc:1
[131]	eval-auc:0.68975	train-auc:1
[132]	eval-auc:0.689899	train-auc:1
[133]	eval-auc:0.68986	train-auc:1
[134]	eval-auc:0.690071	train-auc:1
[135]	eval-auc:0.689008	train-auc:1
[136]	eval-auc:0.689008	train-auc:1
[137]	eval-auc:0.689048	train-auc:1
[138]	eval-auc:0.688588	train-auc:1
[139]	eval-auc:0.688931	train-auc:1
[140]	eval-auc:0.689366	train-auc:1
[141]	eval-auc:0.689234	train-auc:1
[142]	eval-auc:0.689398	train-auc:1
[143]	eval-auc:0.689395	train-auc:1
[144]	eval-auc:0.689343	train-auc:1
[145]	eval-auc:0.68952	train-auc:1
[146]	eval-auc:0.68926	train-auc:1
[147]	eval-auc:0.690071	train-auc:1
[148]	eval-auc:0.689986	train-auc:1
[149]	eval-auc:0.68987	train-auc:1
[150]	eval-auc:0.689893	train-auc:1
[151]	eval-auc:0.689451	train-auc:1
[152]	eval-auc:0.689461	train-auc:1
[153]	eval-auc:0.689474	train-auc:1
[154]	eval-auc:0.689474	train-auc:1
[155]	eval-auc:0.689017	train-auc:1
[156]	eval-auc:0.688685	train-auc:1
[157]	eval-auc:0.689477	train-auc:1
[158]	eval-auc:0.689141	train-auc:1
[159]	eval-auc:0.689095	train-auc:1
[160]	eval-auc:0.689095	train-auc:1
[161]	eval-auc:0.688617	train-auc:1
[162]	eval-auc:0.688357	train-auc:1
[163]	eval-auc:0.688357	train-auc:1
[164]	eval-auc:0.688357	train-auc:1
[165]	eval-auc:0.688357	train-auc:1
[166]	eval-auc:0.688341	train-auc:1
[167]	eval-auc:0.688114	train-auc:1
[168]	eval-auc:0.688251	train-auc:1
[169]	eval-auc:0.688553	train-auc:1
[170]	eval-auc:0.688497	train-auc:1
[171]	eval-auc:0.688398	train-auc:1
[172]	eval-auc:0.690534	train-auc:1
[173]	eval-auc:0.690537	train-auc:1
[174]	eval-auc:0.690432	train-auc:1
[175]	eval-auc:0.690271	train-auc:1
[176]	eval-auc:0.690271	train-auc:1
[177]	eval-auc:0.690172	train-auc:1
[178]	eval-auc:0.690172	train-auc:1
[179]	eval-auc:0.690141	train-auc:1
[180]	eval-auc:0.690141	train-auc:1
[181]	eval-auc:0.690268	train-auc:1
[182]	eval-auc:0.690126	train-auc:1
[183]	eval-auc:0.690214	train-auc:1
[184]	eval-auc:0.690389	train-auc:1
[185]	eval-auc:0.690822	train-auc:1
[186]	eval-auc:0.690854	train-auc:1
[187]	eval-auc:0.690854	train-auc:1
[188]	eval-auc:0.69066	train-auc:1
[189]	eval-auc:0.690517	train-auc:1
[190]	eval-auc:0.690517	train-auc:1
[191]	eval-auc:0.690534	train-auc:1
[192]	eval-auc:0.690668	train-auc:1
[193]	eval-auc:0.690635	train-auc:1
[194]	eval-auc:0.690635	train-auc:1
[195]	eval-auc:0.690502	train-auc:1
[196]	eval-auc:0.690144	train-auc:1
[197]	eval-auc:0.690054	train-auc:1
[198]	eval-auc:0.690166	train-auc:1
	Score 0.6901663133915628


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.5, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 792.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.552675	train-auc:0.582225
[1]	eval-auc:0.666926	train-auc:0.704393
[2]	eval-auc:0.649923	train-auc:0.712552
[3]	eval-auc:0.660522	train-auc:0.734942
[4]	eval-auc:0.657801	train-auc:0.735425
[5]	eval-auc:0.669465	train-auc:0.753031
[6]	eval-auc:0.668945	train-auc:0.754426
[7]	eval-auc:0.664083	train-auc:0.754805
[8]	eval-auc:0.67733	train-auc:0.760972
[9]	eval-auc:0.682231	train-auc:0.760193
[10]	eval-auc:0.684317	train-auc:0.766161
[11]	eval-auc:0.684131	train-auc:0.770638
[12]	eval-auc:0.687764	train-auc:0.772734
[13]	eval-auc:0.689139	train-auc:0.773366
[14]	eval-auc:0.689896	train-auc:0.772633
[15]	eval-auc:0.691937	train-auc:0.775877
[16]	eval-auc:0.691684	train-auc:0.777607
[17]	eval-auc:0.697638	train-auc:0.780725
[18]	eval-auc:0.697192	train-auc:0.784495
[19]	eval-auc:0.701378	train-auc:0.791146
[20]	eval-auc:0.700856	train-auc:0.792029
[21]	eval-auc:0.701339	train-auc:0.794117
[22]	eval-auc:0.702373	train-auc:0.79557
[23]	eval-auc:0.701746	train-auc:0.794869
[24]	eval-auc:0.700738	train-auc:0.797232
[25]	eval-auc:0.699764	train-auc:0.799634
[26]	eval-auc:0.699345	train-auc:0.801342
[27]	eval-auc:0.698914	train-auc:0.80176
[28]	eval-auc:0.69945	train-auc:0.801654
[29]	eval-auc:0.699343	train-auc:0.801976
[30]	eval-auc:0.698327	train-auc:0.802662
[31]	eval-auc:0.697886	train-auc:0.803219
[32]	eval-auc:0.698626	train-auc:0.804121
[33]	eval-auc:0.698921	train-auc:0.804794
[34]	eval-auc:0.698067	train-auc:0.806878
[35]	eval-auc:0.69943	train-auc:0.809633
[36]	eval-auc:0.699797	train-auc:0.810752
[37]	eval-auc:0.70035	train-auc:0.811343
[38]	eval-auc:0.699643	train-auc:0.812137
[39]	eval-auc:0.699645	train-auc:0.814034
[40]	eval-auc:0.700103	train-auc:0.815874
[41]	eval-auc:0.701116	train-auc:0.81873
[42]	eval-auc:0.701437	train-auc:0.819282
[43]	eval-auc:0.701973	train-auc:0.820773
[44]	eval-auc:0.701326	train-auc:0.823005
[45]	eval-auc:0.702492	train-auc:0.823718
[46]	eval-auc:0.703052	train-auc:0.825994
[47]	eval-auc:0.703272	train-auc:0.82818
[48]	eval-auc:0.703511	train-auc:0.828881
[49]	eval-auc:0.704887	train-auc:0.831378
[50]	eval-auc:0.703637	train-auc:0.83276
[51]	eval-auc:0.703884	train-auc:0.832883
[52]	eval-auc:0.705125	train-auc:0.835442
[53]	eval-auc:0.7052	train-auc:0.837256
[54]	eval-auc:0.704805	train-auc:0.838317
[55]	eval-auc:0.705845	train-auc:0.840106
[56]	eval-auc:0.706305	train-auc:0.841684
[57]	eval-auc:0.706533	train-auc:0.843791
[58]	eval-auc:0.707013	train-auc:0.844142
[59]	eval-auc:0.706258	train-auc:0.844652
[60]	eval-auc:0.706134	train-auc:0.84496
[61]	eval-auc:0.706494	train-auc:0.84581
[62]	eval-auc:0.706628	train-auc:0.847607
[63]	eval-auc:0.707065	train-auc:0.852645
[64]	eval-auc:0.706684	train-auc:0.852674
[65]	eval-auc:0.706349	train-auc:0.852727
[66]	eval-auc:0.706069	train-auc:0.852769
[67]	eval-auc:0.706547	train-auc:0.854518
[68]	eval-auc:0.706661	train-auc:0.856908
[69]	eval-auc:0.706479	train-auc:0.858579
[70]	eval-auc:0.708259	train-auc:0.864626
[71]	eval-auc:0.70876	train-auc:0.866922
[72]	eval-auc:0.709038	train-auc:0.867758
[73]	eval-auc:0.709016	train-auc:0.868736
[74]	eval-auc:0.7095	train-auc:0.870044
[75]	eval-auc:0.708705	train-auc:0.870404
[76]	eval-auc:0.709436	train-auc:0.87124
[77]	eval-auc:0.709083	train-auc:0.872041
[78]	eval-auc:0.708682	train-auc:0.872174
[79]	eval-auc:0.708408	train-auc:0.872735
[80]	eval-auc:0.70903	train-auc:0.873848
[81]	eval-auc:0.708033	train-auc:0.875507
[82]	eval-auc:0.708621	train-auc:0.876494
[83]	eval-auc:0.708084	train-auc:0.878232
[84]	eval-auc:0.706333	train-auc:0.879631
[85]	eval-auc:0.706575	train-auc:0.881269
[86]	eval-auc:0.70597	train-auc:0.881251
[87]	eval-auc:0.706343	train-auc:0.882036
[88]	eval-auc:0.706741	train-auc:0.882572
[89]	eval-auc:0.70583	train-auc:0.883391
[90]	eval-auc:0.70514	train-auc:0.883515
[91]	eval-auc:0.704478	train-auc:0.884028
[92]	eval-auc:0.704721	train-auc:0.8848
[93]	eval-auc:0.705088	train-auc:0.885898
[94]	eval-auc:0.705623	train-auc:0.887246
[95]	eval-auc:0.705576	train-auc:0.888066
[96]	eval-auc:0.705216	train-auc:0.888675
[97]	eval-auc:0.705882	train-auc:0.889973
[98]	eval-auc:0.706457	train-auc:0.89082
[99]	eval-auc:0.708131	train-auc:0.892772
[100]	eval-auc:0.70826	train-auc:0.893317
[101]	eval-auc:0.70798	train-auc:0.893522
[102]	eval-auc:0.707958	train-auc:0.894155
[103]	eval-auc:0.707871	train-auc:0.895295
[104]	eval-auc:0.708489	train-auc:0.896507
[105]	eval-auc:0.707601	train-auc:0.897011
[106]	eval-auc:0.707178	train-auc:0.897212
[107]	eval-auc:0.707178	train-auc:0.896964
[108]	eval-auc:0.706916	train-auc:0.897323
[109]	eval-auc:0.706879	train-auc:0.898878
[110]	eval-auc:0.706995	train-auc:0.898821
[111]	eval-auc:0.706677	train-auc:0.898976
[112]	eval-auc:0.706974	train-auc:0.900017
[113]	eval-auc:0.706743	train-auc:0.900508
[114]	eval-auc:0.706244	train-auc:0.900587
[115]	eval-auc:0.706643	train-auc:0.902272
[116]	eval-auc:0.707485	train-auc:0.904565
[117]	eval-auc:0.707481	train-auc:0.905128
[118]	eval-auc:0.7072	train-auc:0.906378
[119]	eval-auc:0.70675	train-auc:0.907156
[120]	eval-auc:0.706578	train-auc:0.907578
[121]	eval-auc:0.705635	train-auc:0.908726
[122]	eval-auc:0.705771	train-auc:0.90933
[123]	eval-auc:0.705253	train-auc:0.91059
[124]	eval-auc:0.704709	train-auc:0.911353
[125]	eval-auc:0.704575	train-auc:0.911434
[126]	eval-auc:0.703907	train-auc:0.912532
[127]	eval-auc:0.70287	train-auc:0.913031
[128]	eval-auc:0.703014	train-auc:0.914167
[129]	eval-auc:0.703107	train-auc:0.914666
[130]	eval-auc:0.703034	train-auc:0.91583
[131]	eval-auc:0.703275	train-auc:0.916221
[132]	eval-auc:0.703389	train-auc:0.917121
[133]	eval-auc:0.703398	train-auc:0.917491
[134]	eval-auc:0.702475	train-auc:0.91809
[135]	eval-auc:0.702309	train-auc:0.918447
[136]	eval-auc:0.701743	train-auc:0.918568
[137]	eval-auc:0.701141	train-auc:0.920109
[138]	eval-auc:0.700631	train-auc:0.920591
[139]	eval-auc:0.70077	train-auc:0.920872
[140]	eval-auc:0.700724	train-auc:0.922068
[141]	eval-auc:0.70095	train-auc:0.922484
[142]	eval-auc:0.700334	train-auc:0.922739
[143]	eval-auc:0.700427	train-auc:0.922887
[144]	eval-auc:0.700982	train-auc:0.922964
[145]	eval-auc:0.700712	train-auc:0.923196
[146]	eval-auc:0.699942	train-auc:0.923774
[147]	eval-auc:0.700242	train-auc:0.924076
[148]	eval-auc:0.699751	train-auc:0.924354
[149]	eval-auc:0.699007	train-auc:0.924535
[150]	eval-auc:0.699174	train-auc:0.924856
[151]	eval-auc:0.698471	train-auc:0.925679
[152]	eval-auc:0.699163	train-auc:0.926503
[153]	eval-auc:0.698623	train-auc:0.926706
[154]	eval-auc:0.69832	train-auc:0.927179
[155]	eval-auc:0.698312	train-auc:0.927696
[156]	eval-auc:0.69795	train-auc:0.928715
[157]	eval-auc:0.697647	train-auc:0.929081
[158]	eval-auc:0.698088	train-auc:0.92944
[159]	eval-auc:0.698108	train-auc:0.930048
[160]	eval-auc:0.698038	train-auc:0.930618
[161]	eval-auc:0.698429	train-auc:0.931396
[162]	eval-auc:0.698209	train-auc:0.932466
[163]	eval-auc:0.698618	train-auc:0.932882
[164]	eval-auc:0.699066	train-auc:0.933707
[165]	eval-auc:0.698816	train-auc:0.933936
[166]	eval-auc:0.698655	train-auc:0.934055
[167]	eval-auc:0.698614	train-auc:0.934203
[168]	eval-auc:0.69791	train-auc:0.934637
[169]	eval-auc:0.698239	train-auc:0.935354
[170]	eval-auc:0.698597	train-auc:0.936084
[171]	eval-auc:0.698707	train-auc:0.936449
[172]	eval-auc:0.698291	train-auc:0.93685
[173]	eval-auc:0.698306	train-auc:0.937261
[174]	eval-auc:0.697951	train-auc:0.93787
[175]	eval-auc:0.697834	train-auc:0.938707
[176]	eval-auc:0.697852	train-auc:0.939231
[177]	eval-auc:0.697992	train-auc:0.939769
[178]	eval-auc:0.697741	train-auc:0.940676
[179]	eval-auc:0.69751	train-auc:0.940902
[180]	eval-auc:0.697378	train-auc:0.941632
[181]	eval-auc:0.697569	train-auc:0.941899
[182]	eval-auc:0.697695	train-auc:0.941994
[183]	eval-auc:0.697884	train-auc:0.94253
[184]	eval-auc:0.698282	train-auc:0.942836
[185]	eval-auc:0.697315	train-auc:0.943084
[186]	eval-auc:0.696914	train-auc:0.94358
[187]	eval-auc:0.696605	train-auc:0.943976
[188]	eval-auc:0.696438	train-auc:0.944171
[189]	eval-auc:0.696474	train-auc:0.944859
[190]	eval-auc:0.697074	train-auc:0.94518
[191]	eval-auc:0.696375	train-auc:0.945176
[192]	eval-auc:0.696287	train-auc:0.945367
[193]	eval-auc:0.697027	train-auc:0.946233
[194]	eval-auc:0.696304	train-auc:0.946533
[195]	eval-auc:0.696138	train-auc:0.946852
[196]	eval-auc:0.696081	train-auc:0.947042
[197]	eval-auc:0.696203	train-auc:0.947052
[198]	eval-auc:0.696383	train-auc:0.947121
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[536]	eval-auc:0.688407	train-auc:0.993188
[537]	eval-auc:0.688297	train-auc:0.993194
[538]	eval-auc:0.688428	train-auc:0.993201
[539]	eval-auc:0.688194	train-auc:0.99323
[540]	eval-auc:0.68866	train-auc:0.993201
[541]	eval-auc:0.688338	train-auc:0.99326
[542]	eval-auc:0.688073	train-auc:0.993292
[543]	eval-auc:0.688314	train-auc:0.993337
[544]	eval-auc:0.688104	train-auc:0.993338
[545]	eval-auc:0.687773	train-auc:0.993364
[546]	eval-auc:0.687795	train-auc:0.99344
[547]	eval-auc:0.687659	train-auc:0.99356
[548]	eval-auc:0.687781	train-auc:0.99355
[549]	eval-auc:0.687874	train-auc:0.993564
[550]	eval-auc:0.687957	train-auc:0.993568
[551]	eval-auc:0.688165	train-auc:0.99363
[552]	eval-auc:0.687927	train-auc:0.993718
[553]	eval-auc:0.687679	train-auc:0.993743
[554]	eval-auc:0.688008	train-auc:0.99376
[555]	eval-auc:0.688232	train-auc:0.993789
[556]	eval-auc:0.68853	train-auc:0.993778
[557]	eval-auc:0.688361	train-auc:0.993836
[558]	eval-auc:0.688299	train-auc:0.993896
[559]	eval-auc:0.688492	train-auc:0.993924
[560]	eval-auc:0.688672	train-auc:0.993982
[561]	eval-auc:0.688926	train-auc:0.993963
[562]	eval-auc:0.689138	train-auc:0.993942
[563]	eval-auc:0.689062	train-auc:0.994016
[564]	eval-auc:0.689275	train-auc:0.994056
[565]	eval-auc:0.689298	train-auc:0.994054
[566]	eval-auc:0.689561	train-auc:0.994072
[567]	eval-auc:0.689674	train-auc:0.994112
[568]	eval-auc:0.689566	train-auc:0.994164
[569]	eval-auc:0.689422	train-auc:0.994188
[570]	eval-auc:0.689681	train-auc:0.994258
[571]	eval-auc:0.689762	train-auc:0.99426
[572]	eval-auc:0.689668	train-auc:0.99426
[573]	eval-auc:0.689645	train-auc:0.994305
[574]	eval-auc:0.689701	train-auc:0.994299
[575]	eval-auc:0.689829	train-auc:0.994365
[576]	eval-auc:0.689887	train-auc:0.994351
[577]	eval-auc:0.689722	train-auc:0.994354
[578]	eval-auc:0.689339	train-auc:0.994331
[579]	eval-auc:0.689386	train-auc:0.994355
[580]	eval-auc:0.689636	train-auc:0.994497
[581]	eval-auc:0.68978	train-auc:0.994489
[582]	eval-auc:0.689934	train-auc:0.994546
[583]	eval-auc:0.690204	train-auc:0.994604
[584]	eval-auc:0.690073	train-auc:0.99465
[585]	eval-auc:0.689846	train-auc:0.994687
[586]	eval-auc:0.689686	train-auc:0.994736
[587]	eval-auc:0.689567	train-auc:0.994762
[588]	eval-auc:0.689544	train-auc:0.994788
[589]	eval-auc:0.689352	train-auc:0.994815
[590]	eval-auc:0.689317	train-auc:0.99482
[591]	eval-auc:0.689313	train-auc:0.994874
[592]	eval-auc:0.689369	train-auc:0.99487
[593]	eval-auc:0.68934	train-auc:0.994868
[594]	eval-auc:0.689185	train-auc:0.994912
[595]	eval-auc:0.689059	train-auc:0.994947
[596]	eval-auc:0.689057	train-auc:0.994957
[597]	eval-auc:0.688812	train-auc:0.995016
[598]	eval-auc:0.688494	train-auc:0.995002
[599]	eval-auc:0.688244	train-auc:0.995063
[600]	eval-auc:0.688322	train-auc:0.995128
[601]	eval-auc:0.688468	train-auc:0.995155
[602]	eval-auc:0.688657	train-auc:0.995204
[603]	eval-auc:0.688679	train-auc:0.995205
[604]	eval-auc:0.688885	train-auc:0.995267
[605]	eval-auc:0.689014	train-auc:0.995218
[606]	eval-auc:0.688902	train-auc:0.99523
[607]	eval-auc:0.688794	train-auc:0.995305
[608]	eval-auc:0.688708	train-auc:0.995269
[609]	eval-auc:0.688725	train-auc:0.995246
[610]	eval-auc:0.688813	train-auc:0.995295
[611]	eval-auc:0.688763	train-auc:0.995319
[612]	eval-auc:0.689209	train-auc:0.995403
[613]	eval-auc:0.689084	train-auc:0.995452
[614]	eval-auc:0.688871	train-auc:0.995471
[615]	eval-auc:0.688664	train-auc:0.995437
[616]	eval-auc:0.688797	train-auc:0.99547
[617]	eval-auc:0.688658	train-auc:0.995472
[618]	eval-auc:0.688382	train-auc:0.995479
[619]	eval-auc:0.688261	train-auc:0.995523
[620]	eval-auc:0.688282	train-auc:0.9956
[621]	eval-auc:0.688122	train-auc:0.995646
[622]	eval-auc:0.688186	train-auc:0.995642
[623]	eval-auc:0.688012	train-auc:0.995667
[624]	eval-auc:0.688245	train-auc:0.995688
[625]	eval-auc:0.688251	train-auc:0.995757
[626]	eval-auc:0.688105	train-auc:0.995769
[627]	eval-auc:0.687926	train-auc:0.995807
[628]	eval-auc:0.688063	train-auc:0.995817
[629]	eval-auc:0.688376	train-auc:0.995813
[630]	eval-auc:0.688618	train-auc:0.995902
[631]	eval-auc:0.688611	train-auc:0.995904
[632]	eval-auc:0.688693	train-auc:0.99592
[633]	eval-auc:0.688789	train-auc:0.995927
[634]	eval-auc:0.688856	train-auc:0.995935
[635]	eval-auc:0.688935	train-auc:0.995949
[636]	eval-auc:0.689291	train-auc:0.995992
[637]	eval-auc:0.689151	train-auc:0.996009
[638]	eval-auc:0.689084	train-auc:0.996029
[639]	eval-auc:0.689078	train-auc:0.996062
[640]	eval-auc:0.689304	train-auc:0.996051
[641]	eval-auc:0.689036	train-auc:0.99607
[642]	eval-auc:0.68876	train-auc:0.996078
[643]	eval-auc:0.689071	train-auc:0.99611
[644]	eval-auc:0.688551	train-auc:0.996128
[645]	eval-auc:0.68876	train-auc:0.996157
[646]	eval-auc:0.688663	train-auc:0.996154
[647]	eval-auc:0.688713	train-auc:0.996145
[648]	eval-auc:0.688806	train-auc:0.996143
[649]	eval-auc:0.68857	train-auc:0.996194
[650]	eval-auc:0.68871	train-auc:0.996188
[651]	eval-auc:0.689113	train-auc:0.996177
[652]	eval-auc:0.689162	train-auc:0.996172
[653]	eval-auc:0.689369	train-auc:0.996169
[654]	eval-auc:0.68908	train-auc:0.99622
[655]	eval-auc:0.68934	train-auc:0.996225
[656]	eval-auc:0.689725	train-auc:0.99629
[657]	eval-auc:0.689625	train-auc:0.996319
[658]	eval-auc:0.689454	train-auc:0.996332
[659]	eval-auc:0.689256	train-auc:0.996334
[660]	eval-auc:0.689146	train-auc:0.996357
[661]	eval-auc:0.68882	train-auc:0.996392
[662]	eval-auc:0.688851	train-auc:0.996394
[663]	eval-auc:0.68908	train-auc:0.996389
[664]	eval-auc:0.68872	train-auc:0.9964
[665]	eval-auc:0.688551	train-auc:0.996446
[666]	eval-auc:0.688072	train-auc:0.996474
[667]	eval-auc:0.688082	train-auc:0.996514
[668]	eval-auc:0.687932	train-auc:0.996539
[669]	eval-auc:0.687955	train-auc:0.996609
[670]	eval-auc:0.688245	train-auc:0.996655
[671]	eval-auc:0.688212	train-auc:0.996704
[672]	eval-auc:0.688148	train-auc:0.996732
[673]	eval-auc:0.688192	train-auc:0.996808
[674]	eval-auc:0.68827	train-auc:0.996822
[675]	eval-auc:0.688302	train-auc:0.996846
[676]	eval-auc:0.688783	train-auc:0.996854
[677]	eval-auc:0.689174	train-auc:0.996882
[678]	eval-auc:0.689419	train-auc:0.996913
[679]	eval-auc:0.689266	train-auc:0.996938
[680]	eval-auc:0.688876	train-auc:0.996968
[681]	eval-auc:0.68931	train-auc:0.996977
[682]	eval-auc:0.68968	train-auc:0.996987
[683]	eval-auc:0.689199	train-auc:0.99698
[684]	eval-auc:0.689154	train-auc:0.996984
[685]	eval-auc:0.689148	train-auc:0.996993
[686]	eval-auc:0.689062	train-auc:0.997008
[687]	eval-auc:0.689142	train-auc:0.99703
[688]	eval-auc:0.688961	train-auc:0.997047
[689]	eval-auc:0.68915	train-auc:0.997034
[690]	eval-auc:0.689115	train-auc:0.997036
[691]	eval-auc:0.688833	train-auc:0.997061
[692]	eval-auc:0.688897	train-auc:0.997089
[693]	eval-auc:0.688816	train-auc:0.997124
[694]	eval-auc:0.688716	train-auc:0.997141
[695]	eval-auc:0.688801	train-auc:0.997151
[696]	eval-auc:0.689138	train-auc:0.997142
[697]	eval-auc:0.689089	train-auc:0.997153
[698]	eval-auc:0.688912	train-auc:0.997161
[699]	eval-auc:0.68855	train-auc:0.997209
[700]	eval-auc:0.688565	train-auc:0.997204
[701]	eval-auc:0.688389	train-auc:0.997195
[702]	eval-auc:0.688404	train-auc:0.997224
[703]	eval-auc:0.688019	train-auc:0.997263
[704]	eval-auc:0.687709	train-auc:0.997263
[705]	eval-auc:0.687697	train-auc:0.997261
[706]	eval-auc:0.687755	train-auc:0.997282
[707]	eval-auc:0.688014	train-auc:0.997286
[708]	eval-auc:0.687636	train-auc:0.99732
[709]	eval-auc:0.688465	train-auc:0.997338
[710]	eval-auc:0.688682	train-auc:0.997358
[711]	eval-auc:0.688699	train-auc:0.997388
[712]	eval-auc:0.688733	train-auc:0.997395
[713]	eval-auc:0.688832	train-auc:0.9974
[714]	eval-auc:0.688713	train-auc:0.99741
[715]	eval-auc:0.688626	train-auc:0.997404
[716]	eval-auc:0.688748	train-auc:0.997436
[717]	eval-auc:0.689106	train-auc:0.997469
[718]	eval-auc:0.688926	train-auc:0.997466
[719]	eval-auc:0.688975	train-auc:0.997456
[720]	eval-auc:0.689017	train-auc:0.997465
[721]	eval-auc:0.689023	train-auc:0.997482
[722]	eval-auc:0.689199	train-auc:0.997472
[723]	eval-auc:0.689518	train-auc:0.997556
[724]	eval-auc:0.689499	train-auc:0.99757
[725]	eval-auc:0.689806	train-auc:0.997553
[726]	eval-auc:0.689887	train-auc:0.997622
[727]	eval-auc:0.689997	train-auc:0.997635
[728]	eval-auc:0.69008	train-auc:0.99765
[729]	eval-auc:0.690083	train-auc:0.997663
[730]	eval-auc:0.690494	train-auc:0.997663
[731]	eval-auc:0.690505	train-auc:0.997666
[732]	eval-auc:0.690351	train-auc:0.9977
[733]	eval-auc:0.690051	train-auc:0.997695
[734]	eval-auc:0.690292	train-auc:0.997743
[735]	eval-auc:0.690417	train-auc:0.997746
[736]	eval-auc:0.690347	train-auc:0.997735
[737]	eval-auc:0.689963	train-auc:0.997745
[738]	eval-auc:0.690181	train-auc:0.997755
[739]	eval-auc:0.690196	train-auc:0.997756
[740]	eval-auc:0.690181	train-auc:0.997765
[741]	eval-auc:0.69012	train-auc:0.997768
[742]	eval-auc:0.689969	train-auc:0.997788
[743]	eval-auc:0.68929	train-auc:0.997807
[744]	eval-auc:0.689444	train-auc:0.9978
[745]	eval-auc:0.689595	train-auc:0.997813
[746]	eval-auc:0.689139	train-auc:0.997814
[747]	eval-auc:0.689133	train-auc:0.997844
[748]	eval-auc:0.689366	train-auc:0.997867
[749]	eval-auc:0.689494	train-auc:0.997881
[750]	eval-auc:0.689791	train-auc:0.997874
[751]	eval-auc:0.689617	train-auc:0.997884
[752]	eval-auc:0.689273	train-auc:0.997894
[753]	eval-auc:0.689199	train-auc:0.997937
[754]	eval-auc:0.689209	train-auc:0.997932
[755]	eval-auc:0.689313	train-auc:0.997935
[756]	eval-auc:0.689447	train-auc:0.997947
[757]	eval-auc:0.689515	train-auc:0.997948
[758]	eval-auc:0.689598	train-auc:0.99796
[759]	eval-auc:0.689864	train-auc:0.997969
[760]	eval-auc:0.689879	train-auc:0.998005
[761]	eval-auc:0.690032	train-auc:0.998035
[762]	eval-auc:0.690019	train-auc:0.998051
[763]	eval-auc:0.689916	train-auc:0.998055
[764]	eval-auc:0.690009	train-auc:0.998058
[765]	eval-auc:0.690194	train-auc:0.998057
[766]	eval-auc:0.690368	train-auc:0.998053
[767]	eval-auc:0.69051	train-auc:0.998071
[768]	eval-auc:0.690222	train-auc:0.998066
[769]	eval-auc:0.6903	train-auc:0.99807
[770]	eval-auc:0.6901	train-auc:0.998092
[771]	eval-auc:0.690437	train-auc:0.998121
[772]	eval-auc:0.690394	train-auc:0.998086
[773]	eval-auc:0.69038	train-auc:0.99806
[774]	eval-auc:0.690706	train-auc:0.998088
[775]	eval-auc:0.69058	train-auc:0.998079
[776]	eval-auc:0.690697	train-auc:0.998083
[777]	eval-auc:0.690568	train-auc:0.998113
[778]	eval-auc:0.690639	train-auc:0.998124
[779]	eval-auc:0.691419	train-auc:0.99811
[780]	eval-auc:0.691647	train-auc:0.998175
[781]	eval-auc:0.691535	train-auc:0.998177
[782]	eval-auc:0.691486	train-auc:0.998217
[783]	eval-auc:0.691565	train-auc:0.998248
[784]	eval-auc:0.691501	train-auc:0.998308
[785]	eval-auc:0.691678	train-auc:0.998328
[786]	eval-auc:0.691743	train-auc:0.998332
[787]	eval-auc:0.691611	train-auc:0.99833
[788]	eval-auc:0.691292	train-auc:0.998376
[789]	eval-auc:0.690814	train-auc:0.998365
[790]	eval-auc:0.690811	train-auc:0.998361
[791]	eval-auc:0.690507	train-auc:0.998372
	Score 0.6905066452265225


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 6, 'min_child_weight': 2.0, 'n_estimators': 338.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.708146	train-auc:0.775882
[1]	eval-auc:0.688232	train-auc:0.807046
[2]	eval-auc:0.69802	train-auc:0.841296
[3]	eval-auc:0.690236	train-auc:0.850716
[4]	eval-auc:0.691142	train-auc:0.865516
[5]	eval-auc:0.688482	train-auc:0.878809
[6]	eval-auc:0.692638	train-auc:0.895653
[7]	eval-auc:0.693583	train-auc:0.89874
[8]	eval-auc:0.694433	train-auc:0.907583
[9]	eval-auc:0.691496	train-auc:0.914532
[10]	eval-auc:0.692674	train-auc:0.919738
[11]	eval-auc:0.692583	train-auc:0.922182
[12]	eval-auc:0.688702	train-auc:0.925366
[13]	eval-auc:0.686195	train-auc:0.932298
[14]	eval-auc:0.687409	train-auc:0.936484
[15]	eval-auc:0.685298	train-auc:0.939635
[16]	eval-auc:0.685925	train-auc:0.942034
[17]	eval-auc:0.686089	train-auc:0.942265
[18]	eval-auc:0.68668	train-auc:0.944333
[19]	eval-auc:0.687282	train-auc:0.950781
[20]	eval-auc:0.689326	train-auc:0.955057
[21]	eval-auc:0.68909	train-auc:0.955917
[22]	eval-auc:0.688901	train-auc:0.957088
[23]	eval-auc:0.691828	train-auc:0.961742
[24]	eval-auc:0.693574	train-auc:0.96343
[25]	eval-auc:0.695793	train-auc:0.965884
[26]	eval-auc:0.696565	train-auc:0.967629
[27]	eval-auc:0.69764	train-auc:0.968166
[28]	eval-auc:0.697507	train-auc:0.970687
[29]	eval-auc:0.698579	train-auc:0.971515
[30]	eval-auc:0.699036	train-auc:0.972707
[31]	eval-auc:0.699647	train-auc:0.973531
[32]	eval-auc:0.699505	train-auc:0.973835
[33]	eval-auc:0.699198	train-auc:0.973899
[34]	eval-auc:0.696548	train-auc:0.976039
[35]	eval-auc:0.696984	train-auc:0.97664
[36]	eval-auc:0.695228	train-auc:0.977416
[37]	eval-auc:0.696422	train-auc:0.97864
[38]	eval-auc:0.697281	train-auc:0.980756
[39]	eval-auc:0.698047	train-auc:0.981422
[40]	eval-auc:0.697333	train-auc:0.982995
[41]	eval-auc:0.697169	train-auc:0.983908
[42]	eval-auc:0.696197	train-auc:0.9849
[43]	eval-auc:0.695617	train-auc:0.985295
[44]	eval-auc:0.696235	train-auc:0.985528
[45]	eval-auc:0.694894	train-auc:0.986558
[46]	eval-auc:0.695357	train-auc:0.986792
[47]	eval-auc:0.695255	train-auc:0.98754
[48]	eval-auc:0.694105	train-auc:0.98833
[49]	eval-auc:0.694364	train-auc:0.988646
[50]	eval-auc:0.693583	train-auc:0.989805
[51]	eval-auc:0.692137	train-auc:0.99015
[52]	eval-auc:0.691892	train-auc:0.990119
[53]	eval-auc:0.691172	train-auc:0.990517
[54]	eval-auc:0.690368	train-auc:0.991031
[55]	eval-auc:0.689732	train-auc:0.991119
[56]	eval-auc:0.690283	train-auc:0.991813
[57]	eval-auc:0.688938	train-auc:0.992104
[58]	eval-auc:0.688893	train-auc:0.992319
[59]	eval-auc:0.688311	train-auc:0.992564
[60]	eval-auc:0.688439	train-auc:0.993173
[61]	eval-auc:0.689215	train-auc:0.993281
[62]	eval-auc:0.689334	train-auc:0.993419
[63]	eval-auc:0.689199	train-auc:0.993502
[64]	eval-auc:0.689515	train-auc:0.99353
[65]	eval-auc:0.690012	train-auc:0.99373
[66]	eval-auc:0.690508	train-auc:0.993769
[67]	eval-auc:0.693173	train-auc:0.994408
[68]	eval-auc:0.694842	train-auc:0.994932
[69]	eval-auc:0.695213	train-auc:0.994991
[70]	eval-auc:0.69652	train-auc:0.995108
[71]	eval-auc:0.69578	train-auc:0.995129
[72]	eval-auc:0.695594	train-auc:0.995348
[73]	eval-auc:0.695786	train-auc:0.995648
[74]	eval-auc:0.695553	train-auc:0.995829
[75]	eval-auc:0.694793	train-auc:0.995886
[76]	eval-auc:0.696535	train-auc:0.996317
[77]	eval-auc:0.69632	train-auc:0.996326
[78]	eval-auc:0.695124	train-auc:0.996569
[79]	eval-auc:0.695052	train-auc:0.99658
[80]	eval-auc:0.694146	train-auc:0.996932
[81]	eval-auc:0.693205	train-auc:0.997017
[82]	eval-auc:0.692951	train-auc:0.997092
[83]	eval-auc:0.691244	train-auc:0.99733
[84]	eval-auc:0.690574	train-auc:0.997451
[85]	eval-auc:0.690659	train-auc:0.99763
[86]	eval-auc:0.690258	train-auc:0.997647
[87]	eval-auc:0.688114	train-auc:0.997915
[88]	eval-auc:0.687982	train-auc:0.998064
[89]	eval-auc:0.686534	train-auc:0.998196
[90]	eval-auc:0.686123	train-auc:0.998209
[91]	eval-auc:0.685635	train-auc:0.998222
[92]	eval-auc:0.685034	train-auc:0.99855
[93]	eval-auc:0.684422	train-auc:0.99858
[94]	eval-auc:0.684716	train-auc:0.998642
[95]	eval-auc:0.684032	train-auc:0.998735
[96]	eval-auc:0.683708	train-auc:0.998751
[97]	eval-auc:0.684481	train-auc:0.998825
[98]	eval-auc:0.683895	train-auc:0.998817
[99]	eval-auc:0.683851	train-auc:0.998819
[100]	eval-auc:0.684504	train-auc:0.998836
[101]	eval-auc:0.684489	train-auc:0.998836
[102]	eval-auc:0.683951	train-auc:0.999028
[103]	eval-auc:0.684151	train-auc:0.999072
[104]	eval-auc:0.683717	train-auc:0.99911
[105]	eval-auc:0.682859	train-auc:0.999126
[106]	eval-auc:0.68236	train-auc:0.99915
[107]	eval-auc:0.682759	train-auc:0.999146
[108]	eval-auc:0.683791	train-auc:0.999242
[109]	eval-auc:0.683994	train-auc:0.999248
[110]	eval-auc:0.683901	train-auc:0.999255
[111]	eval-auc:0.683326	train-auc:0.999317
[112]	eval-auc:0.685115	train-auc:0.999386
[113]	eval-auc:0.685224	train-auc:0.999464
[114]	eval-auc:0.684425	train-auc:0.999465
[115]	eval-auc:0.684327	train-auc:0.999497
[116]	eval-auc:0.684591	train-auc:0.999503
[117]	eval-auc:0.684597	train-auc:0.999519
[118]	eval-auc:0.685581	train-auc:0.999541
[119]	eval-auc:0.684841	train-auc:0.999556
[120]	eval-auc:0.684982	train-auc:0.999556
[121]	eval-auc:0.685028	train-auc:0.999575
[122]	eval-auc:0.685296	train-auc:0.999578
[123]	eval-auc:0.685409	train-auc:0.999615
[124]	eval-auc:0.685619	train-auc:0.999615
[125]	eval-auc:0.685064	train-auc:0.999631
[126]	eval-auc:0.685119	train-auc:0.999679
[127]	eval-auc:0.684972	train-auc:0.99968
[128]	eval-auc:0.685031	train-auc:0.999684
[129]	eval-auc:0.685549	train-auc:0.999689
[130]	eval-auc:0.686771	train-auc:0.999698
[131]	eval-auc:0.686817	train-auc:0.999699
[132]	eval-auc:0.68695	train-auc:0.999699
[133]	eval-auc:0.686875	train-auc:0.999701
[134]	eval-auc:0.686514	train-auc:0.999717
[135]	eval-auc:0.687313	train-auc:0.999705
[136]	eval-auc:0.686686	train-auc:0.999707
[137]	eval-auc:0.686651	train-auc:0.999745
[138]	eval-auc:0.687154	train-auc:0.99976
[139]	eval-auc:0.687536	train-auc:0.999782
[140]	eval-auc:0.687377	train-auc:0.999794
[141]	eval-auc:0.687409	train-auc:0.999799
[142]	eval-auc:0.687371	train-auc:0.999807
[143]	eval-auc:0.687236	train-auc:0.999822
[144]	eval-auc:0.687475	train-auc:0.999827
[145]	eval-auc:0.686908	train-auc:0.999844
[146]	eval-auc:0.6871	train-auc:0.999857
[147]	eval-auc:0.687012	train-auc:0.999857
[148]	eval-auc:0.68705	train-auc:0.999858
[149]	eval-auc:0.687056	train-auc:0.999854
[150]	eval-auc:0.687065	train-auc:0.999856
[151]	eval-auc:0.686879	train-auc:0.999861
[152]	eval-auc:0.686953	train-auc:0.999863
[153]	eval-auc:0.686653	train-auc:0.999864
[154]	eval-auc:0.68661	train-auc:0.99987
[155]	eval-auc:0.687175	train-auc:0.999876
[156]	eval-auc:0.686685	train-auc:0.99988
[157]	eval-auc:0.685903	train-auc:0.999886
[158]	eval-auc:0.686328	train-auc:0.999902
[159]	eval-auc:0.686124	train-auc:0.999902
[160]	eval-auc:0.685354	train-auc:0.999911
[161]	eval-auc:0.685434	train-auc:0.999911
[162]	eval-auc:0.685421	train-auc:0.999909
[163]	eval-auc:0.685628	train-auc:0.999909
[164]	eval-auc:0.685954	train-auc:0.99992
[165]	eval-auc:0.685293	train-auc:0.999924
[166]	eval-auc:0.685571	train-auc:0.999926
[167]	eval-auc:0.686106	train-auc:0.999933
[168]	eval-auc:0.685584	train-auc:0.999933
[169]	eval-auc:0.68555	train-auc:0.99993
[170]	eval-auc:0.68589	train-auc:0.999936
[171]	eval-auc:0.68603	train-auc:0.999936
[172]	eval-auc:0.685086	train-auc:0.999946
[173]	eval-auc:0.685064	train-auc:0.999947
[174]	eval-auc:0.685504	train-auc:0.999946
[175]	eval-auc:0.685086	train-auc:0.999955
[176]	eval-auc:0.684615	train-auc:0.999955
[177]	eval-auc:0.68472	train-auc:0.999955
[178]	eval-auc:0.684166	train-auc:0.999954
[179]	eval-auc:0.683811	train-auc:0.999956
[180]	eval-auc:0.684906	train-auc:0.999962
[181]	eval-auc:0.68493	train-auc:0.999965
[182]	eval-auc:0.684239	train-auc:0.99997
[183]	eval-auc:0.684215	train-auc:0.99997
[184]	eval-auc:0.684423	train-auc:0.99997
[185]	eval-auc:0.684375	train-auc:0.99997
[186]	eval-auc:0.68453	train-auc:0.99997
[187]	eval-auc:0.684796	train-auc:0.999971
[188]	eval-auc:0.684128	train-auc:0.999971
[189]	eval-auc:0.684416	train-auc:0.999971
[190]	eval-auc:0.684435	train-auc:0.999971
[191]	eval-auc:0.684941	train-auc:0.999975
[192]	eval-auc:0.685069	train-auc:0.999976
[193]	eval-auc:0.685101	train-auc:0.999976
[194]	eval-auc:0.685635	train-auc:0.999976
[195]	eval-auc:0.685418	train-auc:0.999979
[196]	eval-auc:0.685699	train-auc:0.99998
[197]	eval-auc:0.684862	train-auc:0.99998
[198]	eval-auc:0.683971	train-auc:0.999981
[199]	eval-auc:0.683318	train-auc:0.99998
[200]	eval-auc:0.683575	train-auc:0.999983
[201]	eval-auc:0.68293	train-auc:0.999983
[202]	eval-auc:0.683794	train-auc:0.999984
[203]	eval-auc:0.683444	train-auc:0.999985
[204]	eval-auc:0.683721	train-auc:0.999985
[205]	eval-auc:0.683566	train-auc:0.999985
[206]	eval-auc:0.683271	train-auc:0.999985
[207]	eval-auc:0.683872	train-auc:0.999986
[208]	eval-auc:0.683755	train-auc:0.999986
[209]	eval-auc:0.683772	train-auc:0.999991
[210]	eval-auc:0.683485	train-auc:0.999991
[211]	eval-auc:0.683283	train-auc:0.999991
[212]	eval-auc:0.682792	train-auc:0.999993
[213]	eval-auc:0.682628	train-auc:0.999994
[214]	eval-auc:0.682969	train-auc:0.999992
[215]	eval-auc:0.682966	train-auc:0.999992
[216]	eval-auc:0.682891	train-auc:0.999992
[217]	eval-auc:0.683033	train-auc:0.999995
[218]	eval-auc:0.682989	train-auc:0.999995
[219]	eval-auc:0.682907	train-auc:0.999995
[220]	eval-auc:0.682601	train-auc:0.999998
[221]	eval-auc:0.682614	train-auc:0.999998
[222]	eval-auc:0.682561	train-auc:0.999998
[223]	eval-auc:0.681888	train-auc:0.999998
[224]	eval-auc:0.681678	train-auc:0.999998
[225]	eval-auc:0.681533	train-auc:0.999998
[226]	eval-auc:0.681783	train-auc:0.999998
[227]	eval-auc:0.682208	train-auc:0.999998
[228]	eval-auc:0.681494	train-auc:0.999998
[229]	eval-auc:0.680671	train-auc:0.999998
[230]	eval-auc:0.680335	train-auc:0.999998
[231]	eval-auc:0.680114	train-auc:0.999998
[232]	eval-auc:0.680169	train-auc:0.999998
[233]	eval-auc:0.679822	train-auc:0.999998
[234]	eval-auc:0.679759	train-auc:0.999998
[235]	eval-auc:0.679759	train-auc:0.999998
[236]	eval-auc:0.679683	train-auc:0.999998
[237]	eval-auc:0.679703	train-auc:0.999998
[238]	eval-auc:0.679375	train-auc:0.999998
[239]	eval-auc:0.679223	train-auc:0.999998
[240]	eval-auc:0.680234	train-auc:0.999998
[241]	eval-auc:0.680881	train-auc:0.999999
[242]	eval-auc:0.681422	train-auc:0.999999
[243]	eval-auc:0.681169	train-auc:0.999999
[244]	eval-auc:0.681279	train-auc:1
[245]	eval-auc:0.680878	train-auc:1
[246]	eval-auc:0.680842	train-auc:1
[247]	eval-auc:0.680811	train-auc:0.999999
[248]	eval-auc:0.680565	train-auc:0.999999
[249]	eval-auc:0.680536	train-auc:0.999999
[250]	eval-auc:0.68054	train-auc:0.999999
[251]	eval-auc:0.680615	train-auc:0.999999
[252]	eval-auc:0.680297	train-auc:0.999999
[253]	eval-auc:0.680192	train-auc:0.999999
[254]	eval-auc:0.680426	train-auc:1
[255]	eval-auc:0.680673	train-auc:1
[256]	eval-auc:0.680939	train-auc:1
[257]	eval-auc:0.68111	train-auc:1
[258]	eval-auc:0.681072	train-auc:1
[259]	eval-auc:0.680648	train-auc:1
[260]	eval-auc:0.680866	train-auc:1
[261]	eval-auc:0.680959	train-auc:1
[262]	eval-auc:0.681283	train-auc:1
[263]	eval-auc:0.681283	train-auc:1
[264]	eval-auc:0.6812	train-auc:1
[265]	eval-auc:0.68116	train-auc:1
[266]	eval-auc:0.680717	train-auc:1
[267]	eval-auc:0.680869	train-auc:1
[268]	eval-auc:0.680799	train-auc:1
[269]	eval-auc:0.680097	train-auc:1
[270]	eval-auc:0.680601	train-auc:1
[271]	eval-auc:0.680912	train-auc:1
[272]	eval-auc:0.680796	train-auc:1
[273]	eval-auc:0.680422	train-auc:1
[274]	eval-auc:0.680502	train-auc:1
[275]	eval-auc:0.680449	train-auc:1
[276]	eval-auc:0.680137	train-auc:1
[277]	eval-auc:0.681446	train-auc:1
[278]	eval-auc:0.681494	train-auc:1
[279]	eval-auc:0.681663	train-auc:1
[280]	eval-auc:0.681455	train-auc:1
[281]	eval-auc:0.681323	train-auc:1
[282]	eval-auc:0.681116	train-auc:1
[283]	eval-auc:0.681556	train-auc:1
[284]	eval-auc:0.681871	train-auc:1
[285]	eval-auc:0.682295	train-auc:1
[286]	eval-auc:0.682077	train-auc:1
[287]	eval-auc:0.682034	train-auc:1
[288]	eval-auc:0.681952	train-auc:1
[289]	eval-auc:0.682036	train-auc:1
[290]	eval-auc:0.682086	train-auc:1
[291]	eval-auc:0.682086	train-auc:1
[292]	eval-auc:0.682086	train-auc:1
[293]	eval-auc:0.682086	train-auc:1
[294]	eval-auc:0.682086	train-auc:1
[295]	eval-auc:0.682086	train-auc:1
[296]	eval-auc:0.682086	train-auc:1
[297]	eval-auc:0.682086	train-auc:1
[298]	eval-auc:0.682086	train-auc:1
[299]	eval-auc:0.682086	train-auc:1
[300]	eval-auc:0.682086	train-auc:1
[301]	eval-auc:0.682086	train-auc:1
[302]	eval-auc:0.682086	train-auc:1
[303]	eval-auc:0.682086	train-auc:1
[304]	eval-auc:0.682086	train-auc:1
[305]	eval-auc:0.682547	train-auc:1
[306]	eval-auc:0.682547	train-auc:1
[307]	eval-auc:0.682547	train-auc:1
[308]	eval-auc:0.682547	train-auc:1
[309]	eval-auc:0.682547	train-auc:1
[310]	eval-auc:0.682547	train-auc:1
[311]	eval-auc:0.682547	train-auc:1
[312]	eval-auc:0.682319	train-auc:1
[313]	eval-auc:0.682319	train-auc:1
[314]	eval-auc:0.682319	train-auc:1
[315]	eval-auc:0.682319	train-auc:1
[316]	eval-auc:0.682319	train-auc:1
[317]	eval-auc:0.682322	train-auc:1
[318]	eval-auc:0.682322	train-auc:1
[319]	eval-auc:0.682322	train-auc:1
[320]	eval-auc:0.682322	train-auc:1
[321]	eval-auc:0.682322	train-auc:1
[322]	eval-auc:0.682322	train-auc:1
[323]	eval-auc:0.682322	train-auc:1
[324]	eval-auc:0.682322	train-auc:1
[325]	eval-auc:0.682322	train-auc:1
[326]	eval-auc:0.682322	train-auc:1
[327]	eval-auc:0.682322	train-auc:1
[328]	eval-auc:0.682322	train-auc:1
[329]	eval-auc:0.682322	train-auc:1
[330]	eval-auc:0.682322	train-auc:1
[331]	eval-auc:0.682322	train-auc:1
[332]	eval-auc:0.682322	train-auc:1
[333]	eval-auc:0.682322	train-auc:1
[334]	eval-auc:0.682322	train-auc:1
[335]	eval-auc:0.682322	train-auc:1
[336]	eval-auc:0.682214	train-auc:1
[337]	eval-auc:0.682214	train-auc:1
	Score 0.6822138167111307


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 13, 'min_child_weight': 4.0, 'n_estimators': 380.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.705521	train-auc:0.890373
[1]	eval-auc:0.677512	train-auc:0.933872
[2]	eval-auc:0.692734	train-auc:0.957887
[3]	eval-auc:0.694814	train-auc:0.974616
[4]	eval-auc:0.697689	train-auc:0.981315
[5]	eval-auc:0.685604	train-auc:0.987112
[6]	eval-auc:0.685252	train-auc:0.988428
[7]	eval-auc:0.69176	train-auc:0.991136
[8]	eval-auc:0.698583	train-auc:0.992755
[9]	eval-auc:0.695465	train-auc:0.994776
[10]	eval-auc:0.694562	train-auc:0.99592
[11]	eval-auc:0.699299	train-auc:0.9968
[12]	eval-auc:0.700295	train-auc:0.997596
[13]	eval-auc:0.70179	train-auc:0.998133
[14]	eval-auc:0.701183	train-auc:0.998542
[15]	eval-auc:0.700851	train-auc:0.998887
[16]	eval-auc:0.702213	train-auc:0.999138
[17]	eval-auc:0.701915	train-auc:0.999247
[18]	eval-auc:0.702116	train-auc:0.999319
[19]	eval-auc:0.70096	train-auc:0.999349
[20]	eval-auc:0.700598	train-auc:0.999424
[21]	eval-auc:0.701617	train-auc:0.999545
[22]	eval-auc:0.699534	train-auc:0.999603
[23]	eval-auc:0.700492	train-auc:0.999648
[24]	eval-auc:0.699811	train-auc:0.999718
[25]	eval-auc:0.6995	train-auc:0.999766
[26]	eval-auc:0.700694	train-auc:0.999799
[27]	eval-auc:0.702026	train-auc:0.99981
[28]	eval-auc:0.702293	train-auc:0.999828
[29]	eval-auc:0.703681	train-auc:0.999848
[30]	eval-auc:0.703052	train-auc:0.999853
[31]	eval-auc:0.703011	train-auc:0.999863
[32]	eval-auc:0.703581	train-auc:0.999919
[33]	eval-auc:0.703664	train-auc:0.99993
[34]	eval-auc:0.703543	train-auc:0.999941
[35]	eval-auc:0.702769	train-auc:0.999946
[36]	eval-auc:0.702079	train-auc:0.999936
[37]	eval-auc:0.701703	train-auc:0.999937
[38]	eval-auc:0.701513	train-auc:0.99994
[39]	eval-auc:0.701365	train-auc:0.99996
[40]	eval-auc:0.701047	train-auc:0.999946
[41]	eval-auc:0.700627	train-auc:0.999953
[42]	eval-auc:0.699005	train-auc:0.999962
[43]	eval-auc:0.69819	train-auc:0.999964
[44]	eval-auc:0.698174	train-auc:0.99995
[45]	eval-auc:0.699186	train-auc:0.999964
[46]	eval-auc:0.699352	train-auc:0.99997
[47]	eval-auc:0.698684	train-auc:0.999976
[48]	eval-auc:0.698254	train-auc:0.999976
[49]	eval-auc:0.698591	train-auc:0.999983
[50]	eval-auc:0.698795	train-auc:0.999985
[51]	eval-auc:0.698006	train-auc:0.999985
[52]	eval-auc:0.69825	train-auc:0.999989
[53]	eval-auc:0.698538	train-auc:0.999989
[54]	eval-auc:0.698676	train-auc:0.99999
[55]	eval-auc:0.699707	train-auc:0.99999
[56]	eval-auc:0.699453	train-auc:0.99999
[57]	eval-auc:0.699541	train-auc:0.999991
[58]	eval-auc:0.699616	train-auc:0.999991
[59]	eval-auc:0.699045	train-auc:0.999992
[60]	eval-auc:0.699189	train-auc:0.999992
[61]	eval-auc:0.699564	train-auc:0.999994
[62]	eval-auc:0.699801	train-auc:0.999994
[63]	eval-auc:0.699366	train-auc:0.999996
[64]	eval-auc:0.700479	train-auc:0.999995
[65]	eval-auc:0.70045	train-auc:0.999997
[66]	eval-auc:0.700316	train-auc:0.999996
[67]	eval-auc:0.699919	train-auc:0.999997
[68]	eval-auc:0.699506	train-auc:0.999996
[69]	eval-auc:0.700348	train-auc:0.999997
[70]	eval-auc:0.700059	train-auc:0.999998
[71]	eval-auc:0.700065	train-auc:0.999997
[72]	eval-auc:0.69967	train-auc:0.999997
[73]	eval-auc:0.699168	train-auc:0.999999
[74]	eval-auc:0.699304	train-auc:0.999999
[75]	eval-auc:0.700449	train-auc:0.999999
[76]	eval-auc:0.700442	train-auc:0.999999
[77]	eval-auc:0.700628	train-auc:0.999999
[78]	eval-auc:0.700444	train-auc:0.999999
[79]	eval-auc:0.700645	train-auc:0.999999
[80]	eval-auc:0.701317	train-auc:0.999999
[81]	eval-auc:0.701361	train-auc:0.999999
[82]	eval-auc:0.700994	train-auc:1
[83]	eval-auc:0.700922	train-auc:1
[84]	eval-auc:0.700899	train-auc:1
[85]	eval-auc:0.700675	train-auc:1
[86]	eval-auc:0.700615	train-auc:1
[87]	eval-auc:0.700526	train-auc:1
[88]	eval-auc:0.700395	train-auc:1
[89]	eval-auc:0.700368	train-auc:1
[90]	eval-auc:0.700363	train-auc:1
[91]	eval-auc:0.700146	train-auc:1
[92]	eval-auc:0.699824	train-auc:1
[93]	eval-auc:0.69961	train-auc:1
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[95]	eval-auc:0.699683	train-auc:1
[96]	eval-auc:0.699524	train-auc:1
[97]	eval-auc:0.699462	train-auc:1
[98]	eval-auc:0.699048	train-auc:1
[99]	eval-auc:0.699112	train-auc:1
[100]	eval-auc:0.699433	train-auc:1
[101]	eval-auc:0.7001	train-auc:1
[102]	eval-auc:0.6998	train-auc:1
[103]	eval-auc:0.699728	train-auc:1
[104]	eval-auc:0.699847	train-auc:1
[105]	eval-auc:0.69996	train-auc:1
[106]	eval-auc:0.699905	train-auc:1
[107]	eval-auc:0.700036	train-auc:1
[108]	eval-auc:0.69929	train-auc:1
[109]	eval-auc:0.698353	train-auc:1
[110]	eval-auc:0.699195	train-auc:1
[111]	eval-auc:0.699007	train-auc:1
[112]	eval-auc:0.699221	train-auc:1
[113]	eval-auc:0.699162	train-auc:1
[114]	eval-auc:0.699145	train-auc:1
[115]	eval-auc:0.699077	train-auc:1
[116]	eval-auc:0.699358	train-auc:1
[117]	eval-auc:0.699198	train-auc:1
[118]	eval-auc:0.699268	train-auc:1
[119]	eval-auc:0.69999	train-auc:1
[120]	eval-auc:0.699996	train-auc:1
[121]	eval-auc:0.700015	train-auc:1
[122]	eval-auc:0.699871	train-auc:1
[123]	eval-auc:0.699264	train-auc:1
[124]	eval-auc:0.69971	train-auc:1
[125]	eval-auc:0.699702	train-auc:1
[126]	eval-auc:0.699972	train-auc:1
[127]	eval-auc:0.700089	train-auc:1
[128]	eval-auc:0.700117	train-auc:1
[129]	eval-auc:0.699876	train-auc:1
[130]	eval-auc:0.699651	train-auc:1
[131]	eval-auc:0.69943	train-auc:1
[132]	eval-auc:0.69967	train-auc:1
[133]	eval-auc:0.699728	train-auc:1
[134]	eval-auc:0.700319	train-auc:1
[135]	eval-auc:0.699955	train-auc:1
[136]	eval-auc:0.699731	train-auc:1
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[140]	eval-auc:0.700039	train-auc:1
[141]	eval-auc:0.699495	train-auc:1
[142]	eval-auc:0.699696	train-auc:1
[143]	eval-auc:0.699736	train-auc:1
[144]	eval-auc:0.699916	train-auc:1
[145]	eval-auc:0.69954	train-auc:1
[146]	eval-auc:0.699486	train-auc:1
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[148]	eval-auc:0.699265	train-auc:1
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[150]	eval-auc:0.69984	train-auc:1
[151]	eval-auc:0.699529	train-auc:1
[152]	eval-auc:0.699838	train-auc:1
[153]	eval-auc:0.700228	train-auc:1
[154]	eval-auc:0.700478	train-auc:1
[155]	eval-auc:0.70065	train-auc:1
[156]	eval-auc:0.700982	train-auc:1
[157]	eval-auc:0.700919	train-auc:1
[158]	eval-auc:0.70077	train-auc:1
[159]	eval-auc:0.700561	train-auc:1
[160]	eval-auc:0.700418	train-auc:1
[161]	eval-auc:0.700589	train-auc:1
[162]	eval-auc:0.700697	train-auc:1
[163]	eval-auc:0.700369	train-auc:1
[164]	eval-auc:0.700727	train-auc:1
[165]	eval-auc:0.700724	train-auc:1
[166]	eval-auc:0.70112	train-auc:1
[167]	eval-auc:0.700943	train-auc:1
[168]	eval-auc:0.700799	train-auc:1
[169]	eval-auc:0.700697	train-auc:1
[170]	eval-auc:0.700884	train-auc:1
[171]	eval-auc:0.700756	train-auc:1
[172]	eval-auc:0.700622	train-auc:1
[173]	eval-auc:0.700883	train-auc:1
[174]	eval-auc:0.701382	train-auc:1
[175]	eval-auc:0.701317	train-auc:1
[176]	eval-auc:0.701435	train-auc:1
[177]	eval-auc:0.701854	train-auc:1
[178]	eval-auc:0.701781	train-auc:1
[179]	eval-auc:0.701871	train-auc:1
[180]	eval-auc:0.701434	train-auc:1
[181]	eval-auc:0.701728	train-auc:1
[182]	eval-auc:0.701743	train-auc:1
[183]	eval-auc:0.701738	train-auc:1
[184]	eval-auc:0.702201	train-auc:1
[185]	eval-auc:0.702046	train-auc:1
[186]	eval-auc:0.702019	train-auc:1
[187]	eval-auc:0.702111	train-auc:1
[188]	eval-auc:0.702114	train-auc:1
[189]	eval-auc:0.702285	train-auc:1
[190]	eval-auc:0.702626	train-auc:1
[191]	eval-auc:0.702759	train-auc:1
[192]	eval-auc:0.702681	train-auc:1
[193]	eval-auc:0.702855	train-auc:1
[194]	eval-auc:0.703054	train-auc:1
[195]	eval-auc:0.703101	train-auc:1
[196]	eval-auc:0.703293	train-auc:1
[197]	eval-auc:0.70347	train-auc:1
[198]	eval-auc:0.703946	train-auc:1
[199]	eval-auc:0.70389	train-auc:1
[200]	eval-auc:0.703791	train-auc:1
[201]	eval-auc:0.70362	train-auc:1
[202]	eval-auc:0.703421	train-auc:1
[203]	eval-auc:0.703911	train-auc:1
[204]	eval-auc:0.703954	train-auc:1
[205]	eval-auc:0.703879	train-auc:1
[206]	eval-auc:0.703776	train-auc:1
[207]	eval-auc:0.703718	train-auc:1
[208]	eval-auc:0.703464	train-auc:1
[209]	eval-auc:0.703349	train-auc:1
[210]	eval-auc:0.703349	train-auc:1
[211]	eval-auc:0.703476	train-auc:1
[212]	eval-auc:0.703103	train-auc:1
[213]	eval-auc:0.703086	train-auc:1
[214]	eval-auc:0.703127	train-auc:1
[215]	eval-auc:0.703436	train-auc:1
[216]	eval-auc:0.703387	train-auc:1
[217]	eval-auc:0.70341	train-auc:1
[218]	eval-auc:0.703307	train-auc:1
[219]	eval-auc:0.703311	train-auc:1
[220]	eval-auc:0.703266	train-auc:1
[221]	eval-auc:0.703238	train-auc:1
[222]	eval-auc:0.703144	train-auc:1
[223]	eval-auc:0.702824	train-auc:1
[224]	eval-auc:0.702925	train-auc:1
[225]	eval-auc:0.702855	train-auc:1
[226]	eval-auc:0.702596	train-auc:1
[227]	eval-auc:0.702608	train-auc:1
[228]	eval-auc:0.702398	train-auc:1
[229]	eval-auc:0.702344	train-auc:1
[230]	eval-auc:0.702344	train-auc:1
[231]	eval-auc:0.702131	train-auc:1
[232]	eval-auc:0.702168	train-auc:1
[233]	eval-auc:0.702279	train-auc:1
[234]	eval-auc:0.702133	train-auc:1
[235]	eval-auc:0.702381	train-auc:1
[236]	eval-auc:0.702195	train-auc:1
[237]	eval-auc:0.702092	train-auc:1
[238]	eval-auc:0.701889	train-auc:1
[239]	eval-auc:0.701799	train-auc:1
[240]	eval-auc:0.701129	train-auc:1
[241]	eval-auc:0.700797	train-auc:1
[242]	eval-auc:0.70093	train-auc:1
[243]	eval-auc:0.700736	train-auc:1
[244]	eval-auc:0.700814	train-auc:1
[245]	eval-auc:0.700531	train-auc:1
[246]	eval-auc:0.700851	train-auc:1
[247]	eval-auc:0.70089	train-auc:1
[248]	eval-auc:0.700927	train-auc:1
[249]	eval-auc:0.700675	train-auc:1
[250]	eval-auc:0.700616	train-auc:1
[251]	eval-auc:0.700608	train-auc:1
[252]	eval-auc:0.700523	train-auc:1
[253]	eval-auc:0.700625	train-auc:1
[254]	eval-auc:0.700675	train-auc:1
[255]	eval-auc:0.700484	train-auc:1
[256]	eval-auc:0.700465	train-auc:1
[257]	eval-auc:0.700371	train-auc:1
[258]	eval-auc:0.700602	train-auc:1
[259]	eval-auc:0.700729	train-auc:1
[260]	eval-auc:0.700551	train-auc:1
[261]	eval-auc:0.700762	train-auc:1
[262]	eval-auc:0.700549	train-auc:1
[263]	eval-auc:0.700555	train-auc:1
[264]	eval-auc:0.700628	train-auc:1
[265]	eval-auc:0.700305	train-auc:1
[266]	eval-auc:0.700442	train-auc:1
[267]	eval-auc:0.700147	train-auc:1
[268]	eval-auc:0.700127	train-auc:1
[269]	eval-auc:0.700037	train-auc:1
[270]	eval-auc:0.699908	train-auc:1
[271]	eval-auc:0.700004	train-auc:1
[272]	eval-auc:0.699914	train-auc:1
[273]	eval-auc:0.699759	train-auc:1
[274]	eval-auc:0.699875	train-auc:1
[275]	eval-auc:0.699704	train-auc:1
[276]	eval-auc:0.699855	train-auc:1
[277]	eval-auc:0.699918	train-auc:1
[278]	eval-auc:0.699928	train-auc:1
[279]	eval-auc:0.700074	train-auc:1
[280]	eval-auc:0.700162	train-auc:1
[281]	eval-auc:0.700196	train-auc:1
[282]	eval-auc:0.700325	train-auc:1
[283]	eval-auc:0.700194	train-auc:1
[284]	eval-auc:0.700712	train-auc:1
[285]	eval-auc:0.700712	train-auc:1
[286]	eval-auc:0.700851	train-auc:1
[287]	eval-auc:0.700995	train-auc:1
[288]	eval-auc:0.700957	train-auc:1
[289]	eval-auc:0.701039	train-auc:1
[290]	eval-auc:0.700852	train-auc:1
[291]	eval-auc:0.700643	train-auc:1
[292]	eval-auc:0.700557	train-auc:1
[293]	eval-auc:0.700697	train-auc:1
[294]	eval-auc:0.700718	train-auc:1
[295]	eval-auc:0.700937	train-auc:1
[296]	eval-auc:0.700871	train-auc:1
[297]	eval-auc:0.70086	train-auc:1
[298]	eval-auc:0.700875	train-auc:1
[299]	eval-auc:0.70089	train-auc:1
[300]	eval-auc:0.700636	train-auc:1
[301]	eval-auc:0.700499	train-auc:1
[302]	eval-auc:0.700328	train-auc:1
[303]	eval-auc:0.700398	train-auc:1
[304]	eval-auc:0.700296	train-auc:1
[305]	eval-auc:0.700283	train-auc:1
[306]	eval-auc:0.700305	train-auc:1
[307]	eval-auc:0.700312	train-auc:1
[308]	eval-auc:0.700701	train-auc:1
[309]	eval-auc:0.700781	train-auc:1
[310]	eval-auc:0.700928	train-auc:1
[311]	eval-auc:0.700915	train-auc:1
[312]	eval-auc:0.701036	train-auc:1
[313]	eval-auc:0.700972	train-auc:1
[314]	eval-auc:0.700838	train-auc:1
[315]	eval-auc:0.700898	train-auc:1
[316]	eval-auc:0.700651	train-auc:1
[317]	eval-auc:0.700744	train-auc:1
[318]	eval-auc:0.700829	train-auc:1
[319]	eval-auc:0.700493	train-auc:1
[320]	eval-auc:0.700452	train-auc:1
[321]	eval-auc:0.700598	train-auc:1
[322]	eval-auc:0.700596	train-auc:1
[323]	eval-auc:0.700564	train-auc:1
[324]	eval-auc:0.700554	train-auc:1
[325]	eval-auc:0.700411	train-auc:1
[326]	eval-auc:0.700299	train-auc:1
[327]	eval-auc:0.700278	train-auc:1
[328]	eval-auc:0.70027	train-auc:1
[329]	eval-auc:0.700325	train-auc:1
[330]	eval-auc:0.69999	train-auc:1
[331]	eval-auc:0.700063	train-auc:1
[332]	eval-auc:0.699974	train-auc:1
[333]	eval-auc:0.699966	train-auc:1
[334]	eval-auc:0.699811	train-auc:1
[335]	eval-auc:0.699861	train-auc:1
[336]	eval-auc:0.699728	train-auc:1
[337]	eval-auc:0.699766	train-auc:1
[338]	eval-auc:0.699622	train-auc:1
[339]	eval-auc:0.699701	train-auc:1
[340]	eval-auc:0.699728	train-auc:1
[341]	eval-auc:0.699622	train-auc:1
[342]	eval-auc:0.699631	train-auc:1
[343]	eval-auc:0.699564	train-auc:1
[344]	eval-auc:0.699599	train-auc:1
[345]	eval-auc:0.699603	train-auc:1
[346]	eval-auc:0.6996	train-auc:1
[347]	eval-auc:0.699585	train-auc:1
[348]	eval-auc:0.699707	train-auc:1
[349]	eval-auc:0.699674	train-auc:1
[350]	eval-auc:0.699559	train-auc:1
[351]	eval-auc:0.699494	train-auc:1
[352]	eval-auc:0.699658	train-auc:1
[353]	eval-auc:0.699826	train-auc:1
[354]	eval-auc:0.699613	train-auc:1
[355]	eval-auc:0.699631	train-auc:1
[356]	eval-auc:0.699737	train-auc:1
[357]	eval-auc:0.700091	train-auc:1
[358]	eval-auc:0.699963	train-auc:1
[359]	eval-auc:0.699943	train-auc:1
[360]	eval-auc:0.700059	train-auc:1
[361]	eval-auc:0.69992	train-auc:1
[362]	eval-auc:0.700095	train-auc:1
[363]	eval-auc:0.700071	train-auc:1
[364]	eval-auc:0.700167	train-auc:1
[365]	eval-auc:0.700066	train-auc:1
[366]	eval-auc:0.700179	train-auc:1
[367]	eval-auc:0.700188	train-auc:1
[368]	eval-auc:0.700036	train-auc:1
[369]	eval-auc:0.700002	train-auc:1
[370]	eval-auc:0.699967	train-auc:1
[371]	eval-auc:0.699871	train-auc:1
[372]	eval-auc:0.699913	train-auc:1
[373]	eval-auc:0.699882	train-auc:1
[374]	eval-auc:0.699903	train-auc:1
[375]	eval-auc:0.699983	train-auc:1
[376]	eval-auc:0.700616	train-auc:1
[377]	eval-auc:0.700528	train-auc:1
[378]	eval-auc:0.700458	train-auc:1
[379]	eval-auc:0.700608	train-auc:1
	Score 0.7006084859116324


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 4, 'min_child_weight': 1.0, 'n_estimators': 782.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.691022	train-auc:0.734018
[1]	eval-auc:0.693302	train-auc:0.742043
[2]	eval-auc:0.698866	train-auc:0.755124
[3]	eval-auc:0.694494	train-auc:0.765517
[4]	eval-auc:0.689406	train-auc:0.774113
[5]	eval-auc:0.687393	train-auc:0.790287
[6]	eval-auc:0.693585	train-auc:0.789071
[7]	eval-auc:0.697129	train-auc:0.795392
[8]	eval-auc:0.698519	train-auc:0.801334
[9]	eval-auc:0.697055	train-auc:0.809994
[10]	eval-auc:0.698146	train-auc:0.816222
[11]	eval-auc:0.699351	train-auc:0.819278
[12]	eval-auc:0.702134	train-auc:0.822703
[13]	eval-auc:0.700602	train-auc:0.822682
[14]	eval-auc:0.700699	train-auc:0.825686
[15]	eval-auc:0.698396	train-auc:0.827586
[16]	eval-auc:0.698905	train-auc:0.832085
[17]	eval-auc:0.698084	train-auc:0.832329
[18]	eval-auc:0.699015	train-auc:0.836071
[19]	eval-auc:0.704227	train-auc:0.842587
[20]	eval-auc:0.707135	train-auc:0.845704
[21]	eval-auc:0.706977	train-auc:0.848463
[22]	eval-auc:0.706797	train-auc:0.850283
[23]	eval-auc:0.705756	train-auc:0.851875
[24]	eval-auc:0.707928	train-auc:0.85509
[25]	eval-auc:0.709692	train-auc:0.859312
[26]	eval-auc:0.707877	train-auc:0.861443
[27]	eval-auc:0.709952	train-auc:0.865882
[28]	eval-auc:0.707529	train-auc:0.865212
[29]	eval-auc:0.706258	train-auc:0.867336
[30]	eval-auc:0.705879	train-auc:0.872448
[31]	eval-auc:0.707816	train-auc:0.874691
[32]	eval-auc:0.710139	train-auc:0.875564
[33]	eval-auc:0.711482	train-auc:0.877015
[34]	eval-auc:0.70914	train-auc:0.878413
[35]	eval-auc:0.709166	train-auc:0.883179
[36]	eval-auc:0.708594	train-auc:0.887374
[37]	eval-auc:0.709378	train-auc:0.888976
[38]	eval-auc:0.709789	train-auc:0.890787
[39]	eval-auc:0.707368	train-auc:0.893021
[40]	eval-auc:0.706655	train-auc:0.897222
[41]	eval-auc:0.704805	train-auc:0.898393
[42]	eval-auc:0.704679	train-auc:0.899615
[43]	eval-auc:0.704277	train-auc:0.902071
[44]	eval-auc:0.704217	train-auc:0.901963
[45]	eval-auc:0.704641	train-auc:0.903968
[46]	eval-auc:0.705	train-auc:0.904257
[47]	eval-auc:0.703817	train-auc:0.905919
[48]	eval-auc:0.703742	train-auc:0.90716
[49]	eval-auc:0.701633	train-auc:0.9089
[50]	eval-auc:0.701719	train-auc:0.909987
[51]	eval-auc:0.70193	train-auc:0.912184
[52]	eval-auc:0.700348	train-auc:0.912696
[53]	eval-auc:0.700867	train-auc:0.913464
[54]	eval-auc:0.702835	train-auc:0.915173
[55]	eval-auc:0.701848	train-auc:0.916334
[56]	eval-auc:0.702131	train-auc:0.918255
[57]	eval-auc:0.701336	train-auc:0.919942
[58]	eval-auc:0.70214	train-auc:0.919729
[59]	eval-auc:0.702043	train-auc:0.920537
[60]	eval-auc:0.700878	train-auc:0.922101
[61]	eval-auc:0.700572	train-auc:0.922876
[62]	eval-auc:0.701012	train-auc:0.925787
[63]	eval-auc:0.7005	train-auc:0.926681
[64]	eval-auc:0.699849	train-auc:0.927325
[65]	eval-auc:0.700401	train-auc:0.926955
[66]	eval-auc:0.70005	train-auc:0.927741
[67]	eval-auc:0.699466	train-auc:0.928015
[68]	eval-auc:0.699407	train-auc:0.928222
[69]	eval-auc:0.700414	train-auc:0.929179
[70]	eval-auc:0.700529	train-auc:0.930081
[71]	eval-auc:0.700053	train-auc:0.931452
[72]	eval-auc:0.699313	train-auc:0.931759
[73]	eval-auc:0.699023	train-auc:0.932009
[74]	eval-auc:0.699029	train-auc:0.93281
[75]	eval-auc:0.697472	train-auc:0.934843
[76]	eval-auc:0.697482	train-auc:0.936053
[77]	eval-auc:0.697628	train-auc:0.93688
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[759]	eval-auc:0.686916	train-auc:0.999997
[760]	eval-auc:0.687112	train-auc:0.999997
[761]	eval-auc:0.687033	train-auc:0.999998
[762]	eval-auc:0.687262	train-auc:0.999998
[763]	eval-auc:0.687134	train-auc:0.999998
[764]	eval-auc:0.688318	train-auc:0.999998
[765]	eval-auc:0.688527	train-auc:0.999998
[766]	eval-auc:0.688912	train-auc:0.999998
[767]	eval-auc:0.688943	train-auc:0.999998
[768]	eval-auc:0.68842	train-auc:0.999998
[769]	eval-auc:0.688436	train-auc:0.999998
[770]	eval-auc:0.68834	train-auc:0.999998
[771]	eval-auc:0.688521	train-auc:0.999996
[772]	eval-auc:0.688634	train-auc:0.999996
[773]	eval-auc:0.689069	train-auc:0.999995
[774]	eval-auc:0.688908	train-auc:0.999996
[775]	eval-auc:0.688743	train-auc:0.999996
[776]	eval-auc:0.689011	train-auc:0.999996
[777]	eval-auc:0.689141	train-auc:0.999996
[778]	eval-auc:0.689028	train-auc:0.999996
[779]	eval-auc:0.689351	train-auc:0.999995
[780]	eval-auc:0.689613	train-auc:0.999995
[781]	eval-auc:0.689585	train-auc:0.999995
	Score 0.6895853890289807


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 999.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.713565	train-auc:0.732886
[1]	eval-auc:0.690722	train-auc:0.749095
[2]	eval-auc:0.698407	train-auc:0.764543
[3]	eval-auc:0.691019	train-auc:0.770177
[4]	eval-auc:0.692833	train-auc:0.786875
[5]	eval-auc:0.693207	train-auc:0.794897
[6]	eval-auc:0.693221	train-auc:0.801864
[7]	eval-auc:0.690261	train-auc:0.808062
[8]	eval-auc:0.691903	train-auc:0.815915
[9]	eval-auc:0.690615	train-auc:0.820832
[10]	eval-auc:0.691026	train-auc:0.823851
[11]	eval-auc:0.686842	train-auc:0.831022
[12]	eval-auc:0.684945	train-auc:0.832807
[13]	eval-auc:0.685778	train-auc:0.836613
[14]	eval-auc:0.689555	train-auc:0.841899
[15]	eval-auc:0.691435	train-auc:0.849835
[16]	eval-auc:0.690468	train-auc:0.85146
[17]	eval-auc:0.690633	train-auc:0.856676
[18]	eval-auc:0.690909	train-auc:0.857816
[19]	eval-auc:0.696088	train-auc:0.866392
[20]	eval-auc:0.695583	train-auc:0.869111
[21]	eval-auc:0.695468	train-auc:0.869651
[22]	eval-auc:0.695233	train-auc:0.870037
[23]	eval-auc:0.697121	train-auc:0.875317
[24]	eval-auc:0.696604	train-auc:0.878634
[25]	eval-auc:0.696133	train-auc:0.883394
[26]	eval-auc:0.696498	train-auc:0.883916
[27]	eval-auc:0.697164	train-auc:0.88603
[28]	eval-auc:0.699163	train-auc:0.89078
[29]	eval-auc:0.699872	train-auc:0.894847
[30]	eval-auc:0.699276	train-auc:0.897312
[31]	eval-auc:0.699336	train-auc:0.899788
[32]	eval-auc:0.699499	train-auc:0.89933
[33]	eval-auc:0.698824	train-auc:0.902943
[34]	eval-auc:0.699367	train-auc:0.904229
[35]	eval-auc:0.699425	train-auc:0.907586
[36]	eval-auc:0.698584	train-auc:0.908785
[37]	eval-auc:0.698258	train-auc:0.910706
[38]	eval-auc:0.699272	train-auc:0.912057
[39]	eval-auc:0.700548	train-auc:0.914188
[40]	eval-auc:0.700002	train-auc:0.916004
[41]	eval-auc:0.700018	train-auc:0.91794
[42]	eval-auc:0.701483	train-auc:0.919476
[43]	eval-auc:0.699007	train-auc:0.922053
[44]	eval-auc:0.698954	train-auc:0.924766
[45]	eval-auc:0.699053	train-auc:0.925441
[46]	eval-auc:0.700072	train-auc:0.926102
[47]	eval-auc:0.701223	train-auc:0.928498
[48]	eval-auc:0.7003	train-auc:0.928978
[49]	eval-auc:0.701387	train-auc:0.930637
[50]	eval-auc:0.70256	train-auc:0.931836
[51]	eval-auc:0.702556	train-auc:0.93255
[52]	eval-auc:0.702865	train-auc:0.933664
[53]	eval-auc:0.701712	train-auc:0.93599
[54]	eval-auc:0.701084	train-auc:0.936604
[55]	eval-auc:0.699911	train-auc:0.938246
[56]	eval-auc:0.700908	train-auc:0.940004
[57]	eval-auc:0.700956	train-auc:0.940437
[58]	eval-auc:0.701405	train-auc:0.942867
[59]	eval-auc:0.700537	train-auc:0.943783
[60]	eval-auc:0.701039	train-auc:0.944173
[61]	eval-auc:0.699439	train-auc:0.945619
[62]	eval-auc:0.699246	train-auc:0.945508
[63]	eval-auc:0.699294	train-auc:0.946281
[64]	eval-auc:0.698585	train-auc:0.946721
[65]	eval-auc:0.698664	train-auc:0.946658
[66]	eval-auc:0.699106	train-auc:0.946869
[67]	eval-auc:0.700056	train-auc:0.949044
[68]	eval-auc:0.700922	train-auc:0.95061
[69]	eval-auc:0.699532	train-auc:0.951453
[70]	eval-auc:0.698853	train-auc:0.952774
[71]	eval-auc:0.699173	train-auc:0.953636
[72]	eval-auc:0.698489	train-auc:0.953947
[73]	eval-auc:0.699235	train-auc:0.955227
[74]	eval-auc:0.699313	train-auc:0.956669
[75]	eval-auc:0.700484	train-auc:0.958771
[76]	eval-auc:0.701216	train-auc:0.960041
[77]	eval-auc:0.701493	train-auc:0.960298
[78]	eval-auc:0.70116	train-auc:0.960845
[79]	eval-auc:0.700849	train-auc:0.961227
[80]	eval-auc:0.700252	train-auc:0.961457
[81]	eval-auc:0.701522	train-auc:0.962056
[82]	eval-auc:0.701053	train-auc:0.962337
[83]	eval-auc:0.701958	train-auc:0.963831
[84]	eval-auc:0.701732	train-auc:0.964035
[85]	eval-auc:0.701645	train-auc:0.965092
[86]	eval-auc:0.701396	train-auc:0.96519
[87]	eval-auc:0.700968	train-auc:0.965428
[88]	eval-auc:0.701138	train-auc:0.9658
[89]	eval-auc:0.700863	train-auc:0.966219
[90]	eval-auc:0.701093	train-auc:0.966629
[91]	eval-auc:0.700749	train-auc:0.966828
[92]	eval-auc:0.700057	train-auc:0.96691
[93]	eval-auc:0.700223	train-auc:0.966877
[94]	eval-auc:0.70058	train-auc:0.967147
[95]	eval-auc:0.698012	train-auc:0.967842
[96]	eval-auc:0.69703	train-auc:0.968756
[97]	eval-auc:0.697295	train-auc:0.969201
[98]	eval-auc:0.697711	train-auc:0.970169
[99]	eval-auc:0.698026	train-auc:0.971078
[100]	eval-auc:0.697918	train-auc:0.97148
[101]	eval-auc:0.697455	train-auc:0.971997
[102]	eval-auc:0.696225	train-auc:0.972194
[103]	eval-auc:0.696582	train-auc:0.972557
[104]	eval-auc:0.697105	train-auc:0.973145
[105]	eval-auc:0.69626	train-auc:0.973838
[106]	eval-auc:0.695197	train-auc:0.974026
[107]	eval-auc:0.695009	train-auc:0.974041
[108]	eval-auc:0.693975	train-auc:0.974423
[109]	eval-auc:0.693838	train-auc:0.974821
[110]	eval-auc:0.693683	train-auc:0.975506
[111]	eval-auc:0.694767	train-auc:0.976796
[112]	eval-auc:0.693752	train-auc:0.976954
[113]	eval-auc:0.693707	train-auc:0.97715
[114]	eval-auc:0.693675	train-auc:0.97786
[115]	eval-auc:0.693574	train-auc:0.978268
[116]	eval-auc:0.693449	train-auc:0.978377
[117]	eval-auc:0.694307	train-auc:0.978725
[118]	eval-auc:0.694895	train-auc:0.979006
[119]	eval-auc:0.695326	train-auc:0.979356
[120]	eval-auc:0.69596	train-auc:0.979735
[121]	eval-auc:0.696709	train-auc:0.980303
[122]	eval-auc:0.697278	train-auc:0.980562
[123]	eval-auc:0.697156	train-auc:0.98072
[124]	eval-auc:0.697074	train-auc:0.980843
[125]	eval-auc:0.697144	train-auc:0.981282
[126]	eval-auc:0.696269	train-auc:0.981748
[127]	eval-auc:0.696703	train-auc:0.981901
[128]	eval-auc:0.696578	train-auc:0.981944
[129]	eval-auc:0.696313	train-auc:0.981916
[130]	eval-auc:0.696319	train-auc:0.981958
[131]	eval-auc:0.695973	train-auc:0.982254
[132]	eval-auc:0.696658	train-auc:0.982641
[133]	eval-auc:0.697464	train-auc:0.983112
[134]	eval-auc:0.697353	train-auc:0.983592
[135]	eval-auc:0.697461	train-auc:0.983932
[136]	eval-auc:0.697208	train-auc:0.984223
[137]	eval-auc:0.697123	train-auc:0.984304
[138]	eval-auc:0.696879	train-auc:0.984517
[139]	eval-auc:0.696168	train-auc:0.984646
[140]	eval-auc:0.696473	train-auc:0.984891
[141]	eval-auc:0.696923	train-auc:0.985157
[142]	eval-auc:0.696861	train-auc:0.98554
[143]	eval-auc:0.696234	train-auc:0.986232
[144]	eval-auc:0.696884	train-auc:0.986503
[145]	eval-auc:0.696718	train-auc:0.986578
[146]	eval-auc:0.696221	train-auc:0.986622
[147]	eval-auc:0.697038	train-auc:0.986961
[148]	eval-auc:0.696083	train-auc:0.98708
[149]	eval-auc:0.695259	train-auc:0.987481
[150]	eval-auc:0.695661	train-auc:0.987598
[151]	eval-auc:0.695149	train-auc:0.987792
[152]	eval-auc:0.694484	train-auc:0.988149
[153]	eval-auc:0.694233	train-auc:0.988182
[154]	eval-auc:0.694056	train-auc:0.988715
[155]	eval-auc:0.694784	train-auc:0.989144
[156]	eval-auc:0.69543	train-auc:0.989371
[157]	eval-auc:0.695215	train-auc:0.989591
[158]	eval-auc:0.695139	train-auc:0.989668
[159]	eval-auc:0.693809	train-auc:0.989927
[160]	eval-auc:0.693414	train-auc:0.990203
[161]	eval-auc:0.693234	train-auc:0.990323
[162]	eval-auc:0.694018	train-auc:0.990478
[163]	eval-auc:0.693645	train-auc:0.990477
[164]	eval-auc:0.693983	train-auc:0.990643
[165]	eval-auc:0.693852	train-auc:0.990781
[166]	eval-auc:0.693831	train-auc:0.990857
[167]	eval-auc:0.693778	train-auc:0.990869
[168]	eval-auc:0.693647	train-auc:0.991
[169]	eval-auc:0.693753	train-auc:0.991037
[170]	eval-auc:0.694106	train-auc:0.991073
[171]	eval-auc:0.693412	train-auc:0.99139
[172]	eval-auc:0.693214	train-auc:0.991639
[173]	eval-auc:0.692768	train-auc:0.991691
[174]	eval-auc:0.693114	train-auc:0.991738
[175]	eval-auc:0.692932	train-auc:0.992078
[176]	eval-auc:0.693044	train-auc:0.992084
[177]	eval-auc:0.692607	train-auc:0.992139
[178]	eval-auc:0.691909	train-auc:0.992221
[179]	eval-auc:0.691655	train-auc:0.992595
[180]	eval-auc:0.691828	train-auc:0.992618
[181]	eval-auc:0.691627	train-auc:0.992872
[182]	eval-auc:0.691254	train-auc:0.992907
[183]	eval-auc:0.691326	train-auc:0.993076
[184]	eval-auc:0.691419	train-auc:0.993284
[185]	eval-auc:0.691649	train-auc:0.993372
[186]	eval-auc:0.691245	train-auc:0.993439
[187]	eval-auc:0.690618	train-auc:0.993561
[188]	eval-auc:0.690526	train-auc:0.993719
[189]	eval-auc:0.690604	train-auc:0.993861
[190]	eval-auc:0.690627	train-auc:0.993907
[191]	eval-auc:0.690059	train-auc:0.994098
[192]	eval-auc:0.690332	train-auc:0.994152
[193]	eval-auc:0.691058	train-auc:0.994208
[194]	eval-auc:0.690843	train-auc:0.994293
[195]	eval-auc:0.691493	train-auc:0.994402
[196]	eval-auc:0.691758	train-auc:0.994509
[197]	eval-auc:0.691407	train-auc:0.994527
[198]	eval-auc:0.69135	train-auc:0.994531
[199]	eval-auc:0.691078	train-auc:0.994552
[200]	eval-auc:0.690482	train-auc:0.994536
[201]	eval-auc:0.690542	train-auc:0.994545
[202]	eval-auc:0.690705	train-auc:0.994598
[203]	eval-auc:0.690706	train-auc:0.994658
[204]	eval-auc:0.690889	train-auc:0.994658
[205]	eval-auc:0.690976	train-auc:0.994654
[206]	eval-auc:0.691333	train-auc:0.994801
[207]	eval-auc:0.691933	train-auc:0.99488
[208]	eval-auc:0.692425	train-auc:0.995148
[209]	eval-auc:0.692441	train-auc:0.995226
[210]	eval-auc:0.691611	train-auc:0.99543
[211]	eval-auc:0.69066	train-auc:0.995482
[212]	eval-auc:0.690933	train-auc:0.995501
[213]	eval-auc:0.691332	train-auc:0.995585
[214]	eval-auc:0.691082	train-auc:0.995701
[215]	eval-auc:0.691323	train-auc:0.995718
[216]	eval-auc:0.691758	train-auc:0.995807
[217]	eval-auc:0.691439	train-auc:0.995936
[218]	eval-auc:0.69162	train-auc:0.995936
[219]	eval-auc:0.690565	train-auc:0.996013
[220]	eval-auc:0.690475	train-auc:0.996064
[221]	eval-auc:0.68933	train-auc:0.996228
[222]	eval-auc:0.688844	train-auc:0.99627
[223]	eval-auc:0.688312	train-auc:0.996346
[224]	eval-auc:0.689422	train-auc:0.996494
[225]	eval-auc:0.689713	train-auc:0.996579
[226]	eval-auc:0.689281	train-auc:0.9966
[227]	eval-auc:0.689378	train-auc:0.996652
[228]	eval-auc:0.689908	train-auc:0.996716
[229]	eval-auc:0.688995	train-auc:0.996741
[230]	eval-auc:0.689074	train-auc:0.996741
[231]	eval-auc:0.688841	train-auc:0.996749
[232]	eval-auc:0.688635	train-auc:0.996751
[233]	eval-auc:0.689113	train-auc:0.996743
[234]	eval-auc:0.688894	train-auc:0.996727
[235]	eval-auc:0.688905	train-auc:0.996855
[236]	eval-auc:0.688043	train-auc:0.996904
[237]	eval-auc:0.688034	train-auc:0.996954
[238]	eval-auc:0.688288	train-auc:0.997073
[239]	eval-auc:0.688177	train-auc:0.997096
[240]	eval-auc:0.687598	train-auc:0.997112
[241]	eval-auc:0.687822	train-auc:0.997136
[242]	eval-auc:0.688177	train-auc:0.997207
[243]	eval-auc:0.687856	train-auc:0.997273
[244]	eval-auc:0.688037	train-auc:0.997357
[245]	eval-auc:0.688028	train-auc:0.997407
[246]	eval-auc:0.688411	train-auc:0.997471
[247]	eval-auc:0.688646	train-auc:0.99762
[248]	eval-auc:0.688177	train-auc:0.997671
[249]	eval-auc:0.68768	train-auc:0.997689
[250]	eval-auc:0.687831	train-auc:0.99769
[251]	eval-auc:0.687616	train-auc:0.99769
[252]	eval-auc:0.687364	train-auc:0.997693
[253]	eval-auc:0.687971	train-auc:0.997743
[254]	eval-auc:0.688195	train-auc:0.997751
[255]	eval-auc:0.688542	train-auc:0.997764
[256]	eval-auc:0.68823	train-auc:0.997771
[257]	eval-auc:0.688066	train-auc:0.997781
[258]	eval-auc:0.687466	train-auc:0.997808
[259]	eval-auc:0.687405	train-auc:0.997816
[260]	eval-auc:0.687278	train-auc:0.99786
[261]	eval-auc:0.687036	train-auc:0.99786
[262]	eval-auc:0.686971	train-auc:0.997862
[263]	eval-auc:0.686598	train-auc:0.997875
[264]	eval-auc:0.686672	train-auc:0.997887
[265]	eval-auc:0.686791	train-auc:0.997933
[266]	eval-auc:0.68698	train-auc:0.998004
[267]	eval-auc:0.686365	train-auc:0.998004
[268]	eval-auc:0.686596	train-auc:0.998005
[269]	eval-auc:0.686791	train-auc:0.998016
[270]	eval-auc:0.687397	train-auc:0.998082
[271]	eval-auc:0.687525	train-auc:0.998102
[272]	eval-auc:0.68762	train-auc:0.998117
[273]	eval-auc:0.687213	train-auc:0.998118
[274]	eval-auc:0.687653	train-auc:0.998117
[275]	eval-auc:0.687632	train-auc:0.998121
[276]	eval-auc:0.687927	train-auc:0.99819
[277]	eval-auc:0.687874	train-auc:0.998235
[278]	eval-auc:0.687996	train-auc:0.998241
[279]	eval-auc:0.688876	train-auc:0.998242
[280]	eval-auc:0.688641	train-auc:0.998276
[281]	eval-auc:0.688583	train-auc:0.998318
[282]	eval-auc:0.68894	train-auc:0.998372
[283]	eval-auc:0.689308	train-auc:0.998375
[284]	eval-auc:0.688422	train-auc:0.998411
[285]	eval-auc:0.688491	train-auc:0.998437
[286]	eval-auc:0.688332	train-auc:0.998508
[287]	eval-auc:0.688186	train-auc:0.998545
[288]	eval-auc:0.687751	train-auc:0.998548
[289]	eval-auc:0.687723	train-auc:0.998579
[290]	eval-auc:0.688279	train-auc:0.998585
[291]	eval-auc:0.688428	train-auc:0.998591
[292]	eval-auc:0.688469	train-auc:0.998587
[293]	eval-auc:0.68892	train-auc:0.998607
[294]	eval-auc:0.688711	train-auc:0.998636
[295]	eval-auc:0.689063	train-auc:0.998685
[296]	eval-auc:0.688998	train-auc:0.998701
[297]	eval-auc:0.688731	train-auc:0.998702
[298]	eval-auc:0.688425	train-auc:0.998717
[299]	eval-auc:0.688154	train-auc:0.998714
[300]	eval-auc:0.687017	train-auc:0.998713
[301]	eval-auc:0.687359	train-auc:0.998725
[302]	eval-auc:0.687554	train-auc:0.998729
[303]	eval-auc:0.68744	train-auc:0.998742
[304]	eval-auc:0.687784	train-auc:0.99877
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[969]	eval-auc:0.683531	train-auc:0.999808
[970]	eval-auc:0.683531	train-auc:0.999808
[971]	eval-auc:0.683531	train-auc:0.999808
[972]	eval-auc:0.683266	train-auc:0.999808
[973]	eval-auc:0.683266	train-auc:0.999808
[974]	eval-auc:0.683266	train-auc:0.999808
[975]	eval-auc:0.683266	train-auc:0.999808
[976]	eval-auc:0.683266	train-auc:0.999808
[977]	eval-auc:0.683266	train-auc:0.999808
[978]	eval-auc:0.683266	train-auc:0.999808
[979]	eval-auc:0.683266	train-auc:0.999808
[980]	eval-auc:0.683266	train-auc:0.999808
[981]	eval-auc:0.683266	train-auc:0.999808
[982]	eval-auc:0.683266	train-auc:0.999808
[983]	eval-auc:0.683266	train-auc:0.999808
[984]	eval-auc:0.683266	train-auc:0.999808
[985]	eval-auc:0.683266	train-auc:0.999808
[986]	eval-auc:0.683266	train-auc:0.999808
[987]	eval-auc:0.683266	train-auc:0.999808
[988]	eval-auc:0.683266	train-auc:0.999808
[989]	eval-auc:0.683266	train-auc:0.999808
[990]	eval-auc:0.683266	train-auc:0.999808
[991]	eval-auc:0.683266	train-auc:0.999808
[992]	eval-auc:0.683266	train-auc:0.999808
[993]	eval-auc:0.683266	train-auc:0.999808
[994]	eval-auc:0.683266	train-auc:0.999808
[995]	eval-auc:0.683266	train-auc:0.999808
[996]	eval-auc:0.683266	train-auc:0.999808
[997]	eval-auc:0.683266	train-auc:0.999808
[998]	eval-auc:0.683266	train-auc:0.999808
	Score 0.6832660283350996


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 3, 'min_child_weight': 4.0, 'n_estimators': 754.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.704885	train-auc:0.720981
[1]	eval-auc:0.691282	train-auc:0.725818
[2]	eval-auc:0.705838	train-auc:0.728087
[3]	eval-auc:0.705136	train-auc:0.729691
[4]	eval-auc:0.706556	train-auc:0.730862
[5]	eval-auc:0.697691	train-auc:0.733949
[6]	eval-auc:0.695989	train-auc:0.731844
[7]	eval-auc:0.696284	train-auc:0.734416
[8]	eval-auc:0.699222	train-auc:0.737936
[9]	eval-auc:0.703812	train-auc:0.737933
[10]	eval-auc:0.703688	train-auc:0.739655
[11]	eval-auc:0.703755	train-auc:0.740192
[12]	eval-auc:0.703042	train-auc:0.740759
[13]	eval-auc:0.706709	train-auc:0.740217
[14]	eval-auc:0.703431	train-auc:0.740068
[15]	eval-auc:0.70429	train-auc:0.740478
[16]	eval-auc:0.70512	train-auc:0.740561
[17]	eval-auc:0.703663	train-auc:0.742957
[18]	eval-auc:0.70364	train-auc:0.744305
[19]	eval-auc:0.703866	train-auc:0.744636
[20]	eval-auc:0.703641	train-auc:0.743574
[21]	eval-auc:0.703777	train-auc:0.744452
[22]	eval-auc:0.703747	train-auc:0.744487
[23]	eval-auc:0.702973	train-auc:0.745193
[24]	eval-auc:0.703793	train-auc:0.746668
[25]	eval-auc:0.702603	train-auc:0.74814
[26]	eval-auc:0.703287	train-auc:0.749318
[27]	eval-auc:0.703805	train-auc:0.750577
[28]	eval-auc:0.703127	train-auc:0.749209
[29]	eval-auc:0.703321	train-auc:0.749012
[30]	eval-auc:0.70284	train-auc:0.749581
[31]	eval-auc:0.703103	train-auc:0.750277
[32]	eval-auc:0.703563	train-auc:0.751073
[33]	eval-auc:0.702976	train-auc:0.75131
[34]	eval-auc:0.702922	train-auc:0.752577
[35]	eval-auc:0.703012	train-auc:0.75272
[36]	eval-auc:0.703127	train-auc:0.753245
[37]	eval-auc:0.701871	train-auc:0.752434
[38]	eval-auc:0.70235	train-auc:0.752327
[39]	eval-auc:0.702495	train-auc:0.752522
[40]	eval-auc:0.703666	train-auc:0.753056
[41]	eval-auc:0.7037	train-auc:0.753318
[42]	eval-auc:0.703478	train-auc:0.753468
[43]	eval-auc:0.703747	train-auc:0.754015
[44]	eval-auc:0.703961	train-auc:0.754443
[45]	eval-auc:0.704536	train-auc:0.754578
[46]	eval-auc:0.705177	train-auc:0.755183
[47]	eval-auc:0.706048	train-auc:0.756147
[48]	eval-auc:0.706396	train-auc:0.756514
[49]	eval-auc:0.705445	train-auc:0.757943
[50]	eval-auc:0.705942	train-auc:0.759947
[51]	eval-auc:0.706227	train-auc:0.761324
[52]	eval-auc:0.705683	train-auc:0.761971
[53]	eval-auc:0.706024	train-auc:0.763034
[54]	eval-auc:0.705433	train-auc:0.763874
[55]	eval-auc:0.705328	train-auc:0.765041
[56]	eval-auc:0.705	train-auc:0.766465
[57]	eval-auc:0.704919	train-auc:0.766877
[58]	eval-auc:0.705366	train-auc:0.76692
[59]	eval-auc:0.705317	train-auc:0.76752
[60]	eval-auc:0.704816	train-auc:0.767995
[61]	eval-auc:0.705128	train-auc:0.767979
[62]	eval-auc:0.70497	train-auc:0.768484
[63]	eval-auc:0.704988	train-auc:0.768956
[64]	eval-auc:0.704593	train-auc:0.769595
[65]	eval-auc:0.704648	train-auc:0.769622
[66]	eval-auc:0.704581	train-auc:0.769881
[67]	eval-auc:0.704764	train-auc:0.770203
[68]	eval-auc:0.70437	train-auc:0.771178
[69]	eval-auc:0.704115	train-auc:0.771903
[70]	eval-auc:0.705005	train-auc:0.77238
[71]	eval-auc:0.705163	train-auc:0.772933
[72]	eval-auc:0.705007	train-auc:0.773704
[73]	eval-auc:0.705274	train-auc:0.773825
[74]	eval-auc:0.705825	train-auc:0.773918
[75]	eval-auc:0.706224	train-auc:0.774948
[76]	eval-auc:0.706413	train-auc:0.775301
[77]	eval-auc:0.705922	train-auc:0.776094
[78]	eval-auc:0.705901	train-auc:0.776837
[79]	eval-auc:0.706692	train-auc:0.777421
[80]	eval-auc:0.706637	train-auc:0.777904
[81]	eval-auc:0.706279	train-auc:0.778928
[82]	eval-auc:0.706734	train-auc:0.779036
[83]	eval-auc:0.70706	train-auc:0.778806
[84]	eval-auc:0.707965	train-auc:0.780093
[85]	eval-auc:0.707104	train-auc:0.780924
[86]	eval-auc:0.707205	train-auc:0.78098
[87]	eval-auc:0.707178	train-auc:0.781967
[88]	eval-auc:0.707322	train-auc:0.78366
[89]	eval-auc:0.706998	train-auc:0.783534
[90]	eval-auc:0.706299	train-auc:0.783125
[91]	eval-auc:0.706134	train-auc:0.783954
[92]	eval-auc:0.705914	train-auc:0.784597
[93]	eval-auc:0.704562	train-auc:0.785376
[94]	eval-auc:0.705136	train-auc:0.78591
[95]	eval-auc:0.705504	train-auc:0.78586
[96]	eval-auc:0.705352	train-auc:0.786506
[97]	eval-auc:0.705193	train-auc:0.786849
[98]	eval-auc:0.705206	train-auc:0.787828
[99]	eval-auc:0.705231	train-auc:0.788418
[100]	eval-auc:0.704987	train-auc:0.788625
[101]	eval-auc:0.705439	train-auc:0.789025
[102]	eval-auc:0.705519	train-auc:0.789633
[103]	eval-auc:0.705201	train-auc:0.789706
[104]	eval-auc:0.705183	train-auc:0.789975
[105]	eval-auc:0.705383	train-auc:0.790157
[106]	eval-auc:0.705286	train-auc:0.790314
[107]	eval-auc:0.705249	train-auc:0.791131
[108]	eval-auc:0.705567	train-auc:0.791187
[109]	eval-auc:0.705348	train-auc:0.791332
[110]	eval-auc:0.705422	train-auc:0.791943
[111]	eval-auc:0.705643	train-auc:0.792426
[112]	eval-auc:0.705687	train-auc:0.793136
[113]	eval-auc:0.70608	train-auc:0.793196
[114]	eval-auc:0.706294	train-auc:0.793315
[115]	eval-auc:0.705925	train-auc:0.793844
[116]	eval-auc:0.706388	train-auc:0.794055
[117]	eval-auc:0.706416	train-auc:0.794281
[118]	eval-auc:0.706757	train-auc:0.794724
[119]	eval-auc:0.707384	train-auc:0.795792
[120]	eval-auc:0.707446	train-auc:0.796177
[121]	eval-auc:0.707979	train-auc:0.796713
[122]	eval-auc:0.708106	train-auc:0.797296
[123]	eval-auc:0.708262	train-auc:0.797355
[124]	eval-auc:0.708413	train-auc:0.797723
[125]	eval-auc:0.708657	train-auc:0.797956
[126]	eval-auc:0.708409	train-auc:0.799089
[127]	eval-auc:0.708457	train-auc:0.799285
[128]	eval-auc:0.708937	train-auc:0.799451
[129]	eval-auc:0.708502	train-auc:0.799364
[130]	eval-auc:0.708394	train-auc:0.799703
[131]	eval-auc:0.708713	train-auc:0.799971
[132]	eval-auc:0.708676	train-auc:0.800644
[133]	eval-auc:0.709016	train-auc:0.80129
[134]	eval-auc:0.709051	train-auc:0.801343
[135]	eval-auc:0.709448	train-auc:0.801971
[136]	eval-auc:0.709332	train-auc:0.802063
[137]	eval-auc:0.709399	train-auc:0.802155
[138]	eval-auc:0.709095	train-auc:0.802679
[139]	eval-auc:0.709355	train-auc:0.802904
[140]	eval-auc:0.708939	train-auc:0.803341
[141]	eval-auc:0.708987	train-auc:0.803838
[142]	eval-auc:0.70916	train-auc:0.804022
[143]	eval-auc:0.709294	train-auc:0.804434
[144]	eval-auc:0.709334	train-auc:0.804817
[145]	eval-auc:0.708815	train-auc:0.805801
[146]	eval-auc:0.708455	train-auc:0.806085
[147]	eval-auc:0.708295	train-auc:0.805893
[148]	eval-auc:0.708385	train-auc:0.806026
[149]	eval-auc:0.708519	train-auc:0.806194
[150]	eval-auc:0.708454	train-auc:0.806791
[151]	eval-auc:0.708426	train-auc:0.807945
[152]	eval-auc:0.708087	train-auc:0.807711
[153]	eval-auc:0.708548	train-auc:0.808324
[154]	eval-auc:0.708661	train-auc:0.808248
[155]	eval-auc:0.708982	train-auc:0.809517
[156]	eval-auc:0.709116	train-auc:0.810504
[157]	eval-auc:0.708449	train-auc:0.811203
[158]	eval-auc:0.708478	train-auc:0.811338
[159]	eval-auc:0.708158	train-auc:0.811654
[160]	eval-auc:0.708274	train-auc:0.812487
[161]	eval-auc:0.708318	train-auc:0.812523
[162]	eval-auc:0.708283	train-auc:0.813105
[163]	eval-auc:0.707793	train-auc:0.813629
[164]	eval-auc:0.707828	train-auc:0.813574
[165]	eval-auc:0.7077	train-auc:0.813427
[166]	eval-auc:0.708163	train-auc:0.813039
[167]	eval-auc:0.70794	train-auc:0.812994
[168]	eval-auc:0.707625	train-auc:0.813377
[169]	eval-auc:0.707475	train-auc:0.813638
[170]	eval-auc:0.707325	train-auc:0.81415
[171]	eval-auc:0.707488	train-auc:0.814198
[172]	eval-auc:0.707546	train-auc:0.814333
[173]	eval-auc:0.707733	train-auc:0.81441
[174]	eval-auc:0.708591	train-auc:0.815208
[175]	eval-auc:0.708592	train-auc:0.815417
[176]	eval-auc:0.708615	train-auc:0.815305
[177]	eval-auc:0.708583	train-auc:0.815356
[178]	eval-auc:0.708324	train-auc:0.815723
[179]	eval-auc:0.708239	train-auc:0.816278
[180]	eval-auc:0.708262	train-auc:0.816514
[181]	eval-auc:0.708389	train-auc:0.816484
[182]	eval-auc:0.708251	train-auc:0.816677
[183]	eval-auc:0.707601	train-auc:0.817225
[184]	eval-auc:0.707784	train-auc:0.817371
[185]	eval-auc:0.70798	train-auc:0.817826
[186]	eval-auc:0.708164	train-auc:0.818349
[187]	eval-auc:0.708237	train-auc:0.819039
[188]	eval-auc:0.708425	train-auc:0.819833
[189]	eval-auc:0.708149	train-auc:0.820209
[190]	eval-auc:0.707921	train-auc:0.820495
[191]	eval-auc:0.70817	train-auc:0.820519
[192]	eval-auc:0.708314	train-auc:0.820884
[193]	eval-auc:0.707889	train-auc:0.821754
[194]	eval-auc:0.70787	train-auc:0.822046
[195]	eval-auc:0.708329	train-auc:0.823209
[196]	eval-auc:0.707905	train-auc:0.823218
[197]	eval-auc:0.707963	train-auc:0.823433
[198]	eval-auc:0.707697	train-auc:0.823822
[199]	eval-auc:0.707639	train-auc:0.82404
[200]	eval-auc:0.708	train-auc:0.824576
[201]	eval-auc:0.707887	train-auc:0.825097
[202]	eval-auc:0.707762	train-auc:0.825018
[203]	eval-auc:0.708011	train-auc:0.825188
[204]	eval-auc:0.707853	train-auc:0.825232
[205]	eval-auc:0.707409	train-auc:0.825278
[206]	eval-auc:0.706568	train-auc:0.825764
[207]	eval-auc:0.707019	train-auc:0.826364
[208]	eval-auc:0.706734	train-auc:0.827064
[209]	eval-auc:0.706833	train-auc:0.827049
[210]	eval-auc:0.706765	train-auc:0.826852
[211]	eval-auc:0.70675	train-auc:0.826831
[212]	eval-auc:0.706639	train-auc:0.827071
[213]	eval-auc:0.70666	train-auc:0.827162
[214]	eval-auc:0.706795	train-auc:0.827359
[215]	eval-auc:0.706794	train-auc:0.827548
[216]	eval-auc:0.707161	train-auc:0.827842
[217]	eval-auc:0.70712	train-auc:0.827849
[218]	eval-auc:0.707242	train-auc:0.828257
[219]	eval-auc:0.707242	train-auc:0.828715
[220]	eval-auc:0.707436	train-auc:0.829349
[221]	eval-auc:0.707471	train-auc:0.829925
[222]	eval-auc:0.707407	train-auc:0.829852
[223]	eval-auc:0.707511	train-auc:0.83003
[224]	eval-auc:0.707727	train-auc:0.830035
[225]	eval-auc:0.707593	train-auc:0.830093
[226]	eval-auc:0.707379	train-auc:0.830515
[227]	eval-auc:0.707153	train-auc:0.83076
[228]	eval-auc:0.706926	train-auc:0.831167
[229]	eval-auc:0.706808	train-auc:0.8315
[230]	eval-auc:0.706849	train-auc:0.831619
[231]	eval-auc:0.707144	train-auc:0.832212
[232]	eval-auc:0.70713	train-auc:0.832206
[233]	eval-auc:0.707421	train-auc:0.832709
[234]	eval-auc:0.707345	train-auc:0.832722
[235]	eval-auc:0.706881	train-auc:0.833295
[236]	eval-auc:0.706538	train-auc:0.833598
[237]	eval-auc:0.706428	train-auc:0.834069
[238]	eval-auc:0.706401	train-auc:0.834576
[239]	eval-auc:0.706313	train-auc:0.834874
[240]	eval-auc:0.706304	train-auc:0.835135
[241]	eval-auc:0.706267	train-auc:0.835197
[242]	eval-auc:0.706156	train-auc:0.835101
[243]	eval-auc:0.706415	train-auc:0.835608
[244]	eval-auc:0.706244	train-auc:0.835685
[245]	eval-auc:0.706014	train-auc:0.835857
[246]	eval-auc:0.706308	train-auc:0.836209
[247]	eval-auc:0.706168	train-auc:0.836842
[248]	eval-auc:0.70615	train-auc:0.836954
[249]	eval-auc:0.70611	train-auc:0.8373
[250]	eval-auc:0.705938	train-auc:0.837651
[251]	eval-auc:0.705848	train-auc:0.838288
[252]	eval-auc:0.705868	train-auc:0.838501
[253]	eval-auc:0.705968	train-auc:0.838781
[254]	eval-auc:0.705943	train-auc:0.839094
[255]	eval-auc:0.705905	train-auc:0.839408
[256]	eval-auc:0.70614	train-auc:0.839927
[257]	eval-auc:0.705998	train-auc:0.840245
[258]	eval-auc:0.705971	train-auc:0.840371
[259]	eval-auc:0.706157	train-auc:0.840865
[260]	eval-auc:0.706096	train-auc:0.841181
[261]	eval-auc:0.70623	train-auc:0.841386
[262]	eval-auc:0.706367	train-auc:0.84159
[263]	eval-auc:0.706372	train-auc:0.841612
[264]	eval-auc:0.706471	train-auc:0.842056
[265]	eval-auc:0.706287	train-auc:0.841993
[266]	eval-auc:0.705828	train-auc:0.84255
[267]	eval-auc:0.705685	train-auc:0.842857
[268]	eval-auc:0.706055	train-auc:0.843241
[269]	eval-auc:0.70628	train-auc:0.843545
[270]	eval-auc:0.706367	train-auc:0.843901
[271]	eval-auc:0.706365	train-auc:0.844088
[272]	eval-auc:0.706146	train-auc:0.844377
[273]	eval-auc:0.705937	train-auc:0.844818
[274]	eval-auc:0.705778	train-auc:0.845114
[275]	eval-auc:0.7058	train-auc:0.845384
[276]	eval-auc:0.705751	train-auc:0.845647
[277]	eval-auc:0.705685	train-auc:0.846059
[278]	eval-auc:0.705711	train-auc:0.846134
[279]	eval-auc:0.706031	train-auc:0.846361
[280]	eval-auc:0.706205	train-auc:0.846653
[281]	eval-auc:0.706451	train-auc:0.847191
[282]	eval-auc:0.706473	train-auc:0.847217
[283]	eval-auc:0.706424	train-auc:0.84751
[284]	eval-auc:0.706474	train-auc:0.848009
[285]	eval-auc:0.706688	train-auc:0.848185
[286]	eval-auc:0.706789	train-auc:0.848169
[287]	eval-auc:0.706954	train-auc:0.848379
[288]	eval-auc:0.707164	train-auc:0.848934
[289]	eval-auc:0.707044	train-auc:0.84905
[290]	eval-auc:0.707039	train-auc:0.849102
[291]	eval-auc:0.707414	train-auc:0.849762
[292]	eval-auc:0.707254	train-auc:0.849991
[293]	eval-auc:0.707216	train-auc:0.850228
[294]	eval-auc:0.707229	train-auc:0.850207
[295]	eval-auc:0.707326	train-auc:0.850536
[296]	eval-auc:0.707723	train-auc:0.850763
[297]	eval-auc:0.707369	train-auc:0.850789
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[637]	eval-auc:0.708117	train-auc:0.911253
[638]	eval-auc:0.708149	train-auc:0.91142
[639]	eval-auc:0.708228	train-auc:0.911561
[640]	eval-auc:0.707947	train-auc:0.911696
[641]	eval-auc:0.707953	train-auc:0.911759
[642]	eval-auc:0.707959	train-auc:0.911708
[643]	eval-auc:0.707936	train-auc:0.911791
[644]	eval-auc:0.70771	train-auc:0.911848
[645]	eval-auc:0.707872	train-auc:0.911874
[646]	eval-auc:0.707832	train-auc:0.912091
[647]	eval-auc:0.707782	train-auc:0.91211
[648]	eval-auc:0.707741	train-auc:0.912116
[649]	eval-auc:0.70768	train-auc:0.912224
[650]	eval-auc:0.707752	train-auc:0.912189
[651]	eval-auc:0.707834	train-auc:0.912253
[652]	eval-auc:0.707842	train-auc:0.912445
[653]	eval-auc:0.707924	train-auc:0.912577
[654]	eval-auc:0.707928	train-auc:0.912606
[655]	eval-auc:0.707988	train-auc:0.912719
[656]	eval-auc:0.708207	train-auc:0.912743
[657]	eval-auc:0.708222	train-auc:0.912856
[658]	eval-auc:0.708243	train-auc:0.912916
[659]	eval-auc:0.708218	train-auc:0.912963
[660]	eval-auc:0.708256	train-auc:0.913018
[661]	eval-auc:0.708157	train-auc:0.913011
[662]	eval-auc:0.708141	train-auc:0.913178
[663]	eval-auc:0.708208	train-auc:0.913317
[664]	eval-auc:0.708243	train-auc:0.913449
[665]	eval-auc:0.708169	train-auc:0.913485
[666]	eval-auc:0.708023	train-auc:0.91358
[667]	eval-auc:0.707997	train-auc:0.913672
[668]	eval-auc:0.707934	train-auc:0.913709
[669]	eval-auc:0.70816	train-auc:0.91375
[670]	eval-auc:0.708167	train-auc:0.913812
[671]	eval-auc:0.70824	train-auc:0.913778
[672]	eval-auc:0.708268	train-auc:0.913871
[673]	eval-auc:0.708403	train-auc:0.913897
[674]	eval-auc:0.708181	train-auc:0.914095
[675]	eval-auc:0.708058	train-auc:0.914231
[676]	eval-auc:0.708201	train-auc:0.914364
[677]	eval-auc:0.708149	train-auc:0.914426
[678]	eval-auc:0.708116	train-auc:0.91456
[679]	eval-auc:0.708084	train-auc:0.91465
[680]	eval-auc:0.708128	train-auc:0.914729
[681]	eval-auc:0.708023	train-auc:0.914934
[682]	eval-auc:0.708074	train-auc:0.915018
[683]	eval-auc:0.708062	train-auc:0.91513
[684]	eval-auc:0.707995	train-auc:0.915178
[685]	eval-auc:0.707986	train-auc:0.915235
[686]	eval-auc:0.708038	train-auc:0.915343
[687]	eval-auc:0.708043	train-auc:0.915365
[688]	eval-auc:0.707995	train-auc:0.915404
[689]	eval-auc:0.707942	train-auc:0.915652
[690]	eval-auc:0.707992	train-auc:0.915729
[691]	eval-auc:0.708125	train-auc:0.915771
[692]	eval-auc:0.708265	train-auc:0.915737
[693]	eval-auc:0.708167	train-auc:0.915808
[694]	eval-auc:0.708067	train-auc:0.915805
[695]	eval-auc:0.707943	train-auc:0.915928
[696]	eval-auc:0.708119	train-auc:0.916252
[697]	eval-auc:0.708286	train-auc:0.916409
[698]	eval-auc:0.708373	train-auc:0.916525
[699]	eval-auc:0.708289	train-auc:0.916605
[700]	eval-auc:0.708202	train-auc:0.916498
[701]	eval-auc:0.708178	train-auc:0.916642
[702]	eval-auc:0.70831	train-auc:0.916831
[703]	eval-auc:0.708263	train-auc:0.916868
[704]	eval-auc:0.708326	train-auc:0.917063
[705]	eval-auc:0.708312	train-auc:0.917207
[706]	eval-auc:0.70814	train-auc:0.917311
[707]	eval-auc:0.708102	train-auc:0.917252
[708]	eval-auc:0.707979	train-auc:0.917489
[709]	eval-auc:0.708105	train-auc:0.917659
[710]	eval-auc:0.708138	train-auc:0.917848
[711]	eval-auc:0.708143	train-auc:0.917938
[712]	eval-auc:0.708221	train-auc:0.918095
[713]	eval-auc:0.708052	train-auc:0.918204
[714]	eval-auc:0.707909	train-auc:0.918263
[715]	eval-auc:0.707829	train-auc:0.918413
[716]	eval-auc:0.707898	train-auc:0.918435
[717]	eval-auc:0.707837	train-auc:0.918605
[718]	eval-auc:0.707846	train-auc:0.918718
[719]	eval-auc:0.707877	train-auc:0.918885
[720]	eval-auc:0.707803	train-auc:0.918985
[721]	eval-auc:0.707538	train-auc:0.919106
[722]	eval-auc:0.707511	train-auc:0.919216
[723]	eval-auc:0.707497	train-auc:0.919279
[724]	eval-auc:0.707406	train-auc:0.919345
[725]	eval-auc:0.707371	train-auc:0.919321
[726]	eval-auc:0.707266	train-auc:0.919289
[727]	eval-auc:0.707298	train-auc:0.919322
[728]	eval-auc:0.707199	train-auc:0.919338
[729]	eval-auc:0.707068	train-auc:0.919513
[730]	eval-auc:0.707255	train-auc:0.91953
[731]	eval-auc:0.707284	train-auc:0.919618
[732]	eval-auc:0.707222	train-auc:0.919614
[733]	eval-auc:0.707168	train-auc:0.919639
[734]	eval-auc:0.70726	train-auc:0.919705
[735]	eval-auc:0.707337	train-auc:0.919875
[736]	eval-auc:0.707298	train-auc:0.919916
[737]	eval-auc:0.707398	train-auc:0.919998
[738]	eval-auc:0.707465	train-auc:0.92017
[739]	eval-auc:0.707627	train-auc:0.920369
[740]	eval-auc:0.707642	train-auc:0.920359
[741]	eval-auc:0.707569	train-auc:0.92042
[742]	eval-auc:0.707721	train-auc:0.920596
[743]	eval-auc:0.707701	train-auc:0.920752
[744]	eval-auc:0.707892	train-auc:0.920882
[745]	eval-auc:0.707873	train-auc:0.920887
[746]	eval-auc:0.707851	train-auc:0.920888
[747]	eval-auc:0.70777	train-auc:0.920996
[748]	eval-auc:0.707657	train-auc:0.921175
[749]	eval-auc:0.707689	train-auc:0.921193
[750]	eval-auc:0.707485	train-auc:0.921257
[751]	eval-auc:0.707226	train-auc:0.921374
[752]	eval-auc:0.70724	train-auc:0.921475
[753]	eval-auc:0.707479	train-auc:0.921612
	Score 0.707479077586522


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 10, 'min_child_weight': 4.0, 'n_estimators': 773.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.701809	train-auc:0.833411
[1]	eval-auc:0.717448	train-auc:0.895221
[2]	eval-auc:0.714952	train-auc:0.918392
[3]	eval-auc:0.707977	train-auc:0.933475
[4]	eval-auc:0.704839	train-auc:0.946697
[5]	eval-auc:0.702821	train-auc:0.955351
[6]	eval-auc:0.704787	train-auc:0.962044
[7]	eval-auc:0.704545	train-auc:0.967962
[8]	eval-auc:0.704996	train-auc:0.972581
[9]	eval-auc:0.706352	train-auc:0.976669
[10]	eval-auc:0.704836	train-auc:0.979711
[11]	eval-auc:0.705248	train-auc:0.981998
[12]	eval-auc:0.708924	train-auc:0.98508
[13]	eval-auc:0.708664	train-auc:0.986478
[14]	eval-auc:0.709882	train-auc:0.989254
[15]	eval-auc:0.709567	train-auc:0.9905
[16]	eval-auc:0.710121	train-auc:0.991728
[17]	eval-auc:0.710011	train-auc:0.992692
[18]	eval-auc:0.709162	train-auc:0.993421
[19]	eval-auc:0.709929	train-auc:0.994373
[20]	eval-auc:0.709317	train-auc:0.99488
[21]	eval-auc:0.709495	train-auc:0.99539
[22]	eval-auc:0.709445	train-auc:0.995693
[23]	eval-auc:0.708402	train-auc:0.996011
[24]	eval-auc:0.70828	train-auc:0.996415
[25]	eval-auc:0.709372	train-auc:0.99698
[26]	eval-auc:0.708588	train-auc:0.997128
[27]	eval-auc:0.707404	train-auc:0.997734
[28]	eval-auc:0.70632	train-auc:0.997925
[29]	eval-auc:0.704342	train-auc:0.997971
[30]	eval-auc:0.703295	train-auc:0.998088
[31]	eval-auc:0.704166	train-auc:0.998278
[32]	eval-auc:0.7056	train-auc:0.998463
[33]	eval-auc:0.706377	train-auc:0.998673
[34]	eval-auc:0.705487	train-auc:0.998847
[35]	eval-auc:0.705949	train-auc:0.998896
[36]	eval-auc:0.706453	train-auc:0.998913
[37]	eval-auc:0.707214	train-auc:0.998971
[38]	eval-auc:0.707741	train-auc:0.999074
[39]	eval-auc:0.706734	train-auc:0.999114
[40]	eval-auc:0.707535	train-auc:0.999251
[41]	eval-auc:0.708082	train-auc:0.999298
[42]	eval-auc:0.707056	train-auc:0.999354
[43]	eval-auc:0.707965	train-auc:0.999447
[44]	eval-auc:0.708848	train-auc:0.999477
[45]	eval-auc:0.709532	train-auc:0.999502
[46]	eval-auc:0.709005	train-auc:0.999593
[47]	eval-auc:0.709766	train-auc:0.999636
[48]	eval-auc:0.709439	train-auc:0.99965
[49]	eval-auc:0.710159	train-auc:0.999655
[50]	eval-auc:0.708811	train-auc:0.999659
[51]	eval-auc:0.708839	train-auc:0.999673
[52]	eval-auc:0.708901	train-auc:0.999702
[53]	eval-auc:0.707985	train-auc:0.999768
[54]	eval-auc:0.708483	train-auc:0.999804
[55]	eval-auc:0.708716	train-auc:0.999834
[56]	eval-auc:0.708318	train-auc:0.999871
[57]	eval-auc:0.708055	train-auc:0.999878
[58]	eval-auc:0.707334	train-auc:0.999881
[59]	eval-auc:0.705937	train-auc:0.99988
[60]	eval-auc:0.70579	train-auc:0.999884
[61]	eval-auc:0.704683	train-auc:0.999901
[62]	eval-auc:0.703919	train-auc:0.9999
[63]	eval-auc:0.703197	train-auc:0.99992
[64]	eval-auc:0.702861	train-auc:0.999923
[65]	eval-auc:0.703305	train-auc:0.999936
[66]	eval-auc:0.703651	train-auc:0.99994
[67]	eval-auc:0.703313	train-auc:0.999944
[68]	eval-auc:0.702737	train-auc:0.999942
[69]	eval-auc:0.702855	train-auc:0.999948
[70]	eval-auc:0.701181	train-auc:0.99995
[71]	eval-auc:0.701291	train-auc:0.999954
[72]	eval-auc:0.700419	train-auc:0.999954
[73]	eval-auc:0.699925	train-auc:0.999952
[74]	eval-auc:0.699698	train-auc:0.999946
[75]	eval-auc:0.699556	train-auc:0.999952
[76]	eval-auc:0.70001	train-auc:0.999947
[77]	eval-auc:0.699527	train-auc:0.999948
[78]	eval-auc:0.6996	train-auc:0.99995
[79]	eval-auc:0.699404	train-auc:0.999951
[80]	eval-auc:0.699774	train-auc:0.999939
[81]	eval-auc:0.699214	train-auc:0.99994
[82]	eval-auc:0.698771	train-auc:0.999952
[83]	eval-auc:0.69929	train-auc:0.999957
[84]	eval-auc:0.700237	train-auc:0.999958
[85]	eval-auc:0.699657	train-auc:0.999976
[86]	eval-auc:0.698553	train-auc:0.999975
[87]	eval-auc:0.698265	train-auc:0.999984
[88]	eval-auc:0.697982	train-auc:0.999989
[89]	eval-auc:0.698946	train-auc:0.999993
[90]	eval-auc:0.698329	train-auc:0.999993
[91]	eval-auc:0.698486	train-auc:0.999994
[92]	eval-auc:0.699233	train-auc:0.999996
[93]	eval-auc:0.699323	train-auc:0.999996
[94]	eval-auc:0.698999	train-auc:0.999996
[95]	eval-auc:0.698868	train-auc:0.999997
[96]	eval-auc:0.697908	train-auc:0.999997
[97]	eval-auc:0.698174	train-auc:0.999997
[98]	eval-auc:0.698245	train-auc:0.999997
[99]	eval-auc:0.698149	train-auc:0.999998
[100]	eval-auc:0.697801	train-auc:0.999997
[101]	eval-auc:0.697689	train-auc:0.999998
[102]	eval-auc:0.696771	train-auc:0.999997
[103]	eval-auc:0.69728	train-auc:0.999998
[104]	eval-auc:0.697823	train-auc:0.999998
[105]	eval-auc:0.69793	train-auc:0.999998
[106]	eval-auc:0.698679	train-auc:0.999998
[107]	eval-auc:0.700076	train-auc:0.999998
[108]	eval-auc:0.699741	train-auc:0.999999
[109]	eval-auc:0.700147	train-auc:0.999999
[110]	eval-auc:0.70021	train-auc:0.999999
[111]	eval-auc:0.700077	train-auc:0.999999
[112]	eval-auc:0.699436	train-auc:0.999999
[113]	eval-auc:0.700915	train-auc:0.999999
[114]	eval-auc:0.701166	train-auc:0.999999
[115]	eval-auc:0.70139	train-auc:0.999999
[116]	eval-auc:0.702142	train-auc:0.999999
[117]	eval-auc:0.702226	train-auc:0.999999
[118]	eval-auc:0.702716	train-auc:0.999999
[119]	eval-auc:0.702915	train-auc:0.999999
[120]	eval-auc:0.703613	train-auc:0.999999
[121]	eval-auc:0.703034	train-auc:0.999999
[122]	eval-auc:0.702605	train-auc:0.999999
[123]	eval-auc:0.703234	train-auc:1
[124]	eval-auc:0.702293	train-auc:1
[125]	eval-auc:0.702148	train-auc:1
[126]	eval-auc:0.702346	train-auc:1
[127]	eval-auc:0.702175	train-auc:1
[128]	eval-auc:0.702791	train-auc:1
[129]	eval-auc:0.703279	train-auc:1
[130]	eval-auc:0.704086	train-auc:1
[131]	eval-auc:0.70437	train-auc:1
[132]	eval-auc:0.703553	train-auc:1
[133]	eval-auc:0.703158	train-auc:1
[134]	eval-auc:0.70359	train-auc:1
[135]	eval-auc:0.703977	train-auc:1
[136]	eval-auc:0.704516	train-auc:1
[137]	eval-auc:0.705063	train-auc:1
[138]	eval-auc:0.705327	train-auc:1
[139]	eval-auc:0.70493	train-auc:1
[140]	eval-auc:0.704632	train-auc:1
[141]	eval-auc:0.705017	train-auc:1
[142]	eval-auc:0.70498	train-auc:1
[143]	eval-auc:0.704368	train-auc:1
[144]	eval-auc:0.704606	train-auc:1
[145]	eval-auc:0.70482	train-auc:1
[146]	eval-auc:0.705358	train-auc:1
[147]	eval-auc:0.705397	train-auc:1
[148]	eval-auc:0.705219	train-auc:1
[149]	eval-auc:0.705299	train-auc:1
[150]	eval-auc:0.705061	train-auc:1
[151]	eval-auc:0.704581	train-auc:1
[152]	eval-auc:0.704548	train-auc:1
[153]	eval-auc:0.704414	train-auc:1
[154]	eval-auc:0.704775	train-auc:1
[155]	eval-auc:0.704711	train-auc:1
[156]	eval-auc:0.705026	train-auc:1
[157]	eval-auc:0.704948	train-auc:1
[158]	eval-auc:0.704782	train-auc:1
[159]	eval-auc:0.704064	train-auc:1
[160]	eval-auc:0.703937	train-auc:1
[161]	eval-auc:0.703965	train-auc:1
[162]	eval-auc:0.703828	train-auc:1
[163]	eval-auc:0.7037	train-auc:1
[164]	eval-auc:0.703596	train-auc:1
[165]	eval-auc:0.70393	train-auc:1
[166]	eval-auc:0.703627	train-auc:1
[167]	eval-auc:0.704105	train-auc:1
[168]	eval-auc:0.704514	train-auc:1
[169]	eval-auc:0.704365	train-auc:1
[170]	eval-auc:0.704082	train-auc:1
[171]	eval-auc:0.703675	train-auc:1
[172]	eval-auc:0.703933	train-auc:1
[173]	eval-auc:0.703809	train-auc:1
[174]	eval-auc:0.703482	train-auc:1
[175]	eval-auc:0.703254	train-auc:1
[176]	eval-auc:0.703445	train-auc:1
[177]	eval-auc:0.703569	train-auc:1
[178]	eval-auc:0.703599	train-auc:1
[179]	eval-auc:0.703908	train-auc:1
[180]	eval-auc:0.703729	train-auc:1
[181]	eval-auc:0.704039	train-auc:1
[182]	eval-auc:0.704021	train-auc:1
[183]	eval-auc:0.704223	train-auc:1
[184]	eval-auc:0.704418	train-auc:1
[185]	eval-auc:0.704507	train-auc:1
[186]	eval-auc:0.704382	train-auc:1
[187]	eval-auc:0.70419	train-auc:1
[188]	eval-auc:0.703767	train-auc:1
[189]	eval-auc:0.704234	train-auc:1
[190]	eval-auc:0.704112	train-auc:1
[191]	eval-auc:0.703865	train-auc:1
[192]	eval-auc:0.703966	train-auc:1
[193]	eval-auc:0.703966	train-auc:1
[194]	eval-auc:0.70341	train-auc:1
[195]	eval-auc:0.703188	train-auc:1
[196]	eval-auc:0.702873	train-auc:1
[197]	eval-auc:0.702635	train-auc:1
[198]	eval-auc:0.702475	train-auc:1
[199]	eval-auc:0.702188	train-auc:1
[200]	eval-auc:0.702201	train-auc:1
[201]	eval-auc:0.702143	train-auc:1
[202]	eval-auc:0.702023	train-auc:1
[203]	eval-auc:0.702527	train-auc:1
[204]	eval-auc:0.702386	train-auc:1
[205]	eval-auc:0.702611	train-auc:1
[206]	eval-auc:0.702641	train-auc:1
[207]	eval-auc:0.702777	train-auc:1
[208]	eval-auc:0.702847	train-auc:1
[209]	eval-auc:0.702689	train-auc:1
[210]	eval-auc:0.70255	train-auc:1
[211]	eval-auc:0.702614	train-auc:1
[212]	eval-auc:0.702414	train-auc:1
[213]	eval-auc:0.702314	train-auc:1
[214]	eval-auc:0.702236	train-auc:1
[215]	eval-auc:0.70244	train-auc:1
[216]	eval-auc:0.702562	train-auc:1
[217]	eval-auc:0.702652	train-auc:1
[218]	eval-auc:0.702303	train-auc:1
[219]	eval-auc:0.702186	train-auc:1
[220]	eval-auc:0.701938	train-auc:1
[221]	eval-auc:0.701556	train-auc:1
[222]	eval-auc:0.701551	train-auc:1
[223]	eval-auc:0.701522	train-auc:1
[224]	eval-auc:0.70126	train-auc:1
[225]	eval-auc:0.700989	train-auc:1
[226]	eval-auc:0.700916	train-auc:1
[227]	eval-auc:0.701419	train-auc:1
[228]	eval-auc:0.701996	train-auc:1
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[629]	eval-auc:0.698043	train-auc:1
[630]	eval-auc:0.698113	train-auc:1
[631]	eval-auc:0.698014	train-auc:1
[632]	eval-auc:0.697808	train-auc:1
[633]	eval-auc:0.69777	train-auc:1
[634]	eval-auc:0.69775	train-auc:1
[635]	eval-auc:0.697667	train-auc:1
[636]	eval-auc:0.69766	train-auc:1
[637]	eval-auc:0.697874	train-auc:1
[638]	eval-auc:0.69796	train-auc:1
[639]	eval-auc:0.698011	train-auc:1
[640]	eval-auc:0.697837	train-auc:1
[641]	eval-auc:0.697743	train-auc:1
[642]	eval-auc:0.697424	train-auc:1
[643]	eval-auc:0.697523	train-auc:1
[644]	eval-auc:0.697831	train-auc:1
[645]	eval-auc:0.697558	train-auc:1
[646]	eval-auc:0.697657	train-auc:1
[647]	eval-auc:0.697761	train-auc:1
[648]	eval-auc:0.697683	train-auc:1
[649]	eval-auc:0.697828	train-auc:1
[650]	eval-auc:0.697927	train-auc:1
[651]	eval-auc:0.697999	train-auc:1
[652]	eval-auc:0.697999	train-auc:1
[653]	eval-auc:0.698027	train-auc:1
[654]	eval-auc:0.698026	train-auc:1
[655]	eval-auc:0.698026	train-auc:1
[656]	eval-auc:0.697756	train-auc:1
[657]	eval-auc:0.697878	train-auc:1
[658]	eval-auc:0.698116	train-auc:1
[659]	eval-auc:0.698116	train-auc:1
[660]	eval-auc:0.698116	train-auc:1
[661]	eval-auc:0.697924	train-auc:1
[662]	eval-auc:0.698035	train-auc:1
[663]	eval-auc:0.69802	train-auc:1
[664]	eval-auc:0.698096	train-auc:1
[665]	eval-auc:0.698096	train-auc:1
[666]	eval-auc:0.698096	train-auc:1
[667]	eval-auc:0.698104	train-auc:1
[668]	eval-auc:0.698023	train-auc:1
[669]	eval-auc:0.698117	train-auc:1
[670]	eval-auc:0.697973	train-auc:1
[671]	eval-auc:0.697834	train-auc:1
[672]	eval-auc:0.697834	train-auc:1
[673]	eval-auc:0.697901	train-auc:1
[674]	eval-auc:0.697868	train-auc:1
[675]	eval-auc:0.697868	train-auc:1
[676]	eval-auc:0.697904	train-auc:1
[677]	eval-auc:0.697965	train-auc:1
[678]	eval-auc:0.697711	train-auc:1
[679]	eval-auc:0.697682	train-auc:1
[680]	eval-auc:0.697682	train-auc:1
[681]	eval-auc:0.697622	train-auc:1
[682]	eval-auc:0.697799	train-auc:1
[683]	eval-auc:0.697648	train-auc:1
[684]	eval-auc:0.697648	train-auc:1
[685]	eval-auc:0.697747	train-auc:1
[686]	eval-auc:0.697817	train-auc:1
[687]	eval-auc:0.697779	train-auc:1
[688]	eval-auc:0.697779	train-auc:1
[689]	eval-auc:0.697784	train-auc:1
[690]	eval-auc:0.697848	train-auc:1
[691]	eval-auc:0.697764	train-auc:1
[692]	eval-auc:0.697831	train-auc:1
[693]	eval-auc:0.697613	train-auc:1
[694]	eval-auc:0.697609	train-auc:1
[695]	eval-auc:0.697495	train-auc:1
[696]	eval-auc:0.697383	train-auc:1
[697]	eval-auc:0.697389	train-auc:1
[698]	eval-auc:0.697389	train-auc:1
[699]	eval-auc:0.697269	train-auc:1
[700]	eval-auc:0.697234	train-auc:1
[701]	eval-auc:0.697234	train-auc:1
[702]	eval-auc:0.697234	train-auc:1
[703]	eval-auc:0.697234	train-auc:1
[704]	eval-auc:0.697242	train-auc:1
[705]	eval-auc:0.697242	train-auc:1
[706]	eval-auc:0.697202	train-auc:1
[707]	eval-auc:0.697202	train-auc:1
[708]	eval-auc:0.697112	train-auc:1
[709]	eval-auc:0.697112	train-auc:1
[710]	eval-auc:0.69712	train-auc:1
[711]	eval-auc:0.69721	train-auc:1
[712]	eval-auc:0.69721	train-auc:1
[713]	eval-auc:0.697319	train-auc:1
[714]	eval-auc:0.69731	train-auc:1
[715]	eval-auc:0.69731	train-auc:1
[716]	eval-auc:0.697326	train-auc:1
[717]	eval-auc:0.697249	train-auc:1
[718]	eval-auc:0.697315	train-auc:1
[719]	eval-auc:0.697348	train-auc:1
[720]	eval-auc:0.697409	train-auc:1
[721]	eval-auc:0.697409	train-auc:1
[722]	eval-auc:0.697376	train-auc:1
[723]	eval-auc:0.697376	train-auc:1
[724]	eval-auc:0.697303	train-auc:1
[725]	eval-auc:0.697303	train-auc:1
[726]	eval-auc:0.697303	train-auc:1
[727]	eval-auc:0.697303	train-auc:1
[728]	eval-auc:0.69749	train-auc:1
[729]	eval-auc:0.69749	train-auc:1
[730]	eval-auc:0.697601	train-auc:1
[731]	eval-auc:0.697612	train-auc:1
[732]	eval-auc:0.697753	train-auc:1
[733]	eval-auc:0.697679	train-auc:1
[734]	eval-auc:0.697612	train-auc:1
[735]	eval-auc:0.697495	train-auc:1
[736]	eval-auc:0.697495	train-auc:1
[737]	eval-auc:0.697495	train-auc:1
[738]	eval-auc:0.697495	train-auc:1
[739]	eval-auc:0.697479	train-auc:1
[740]	eval-auc:0.697467	train-auc:1
[741]	eval-auc:0.697493	train-auc:1
[742]	eval-auc:0.697549	train-auc:1
[743]	eval-auc:0.697464	train-auc:1
[744]	eval-auc:0.69751	train-auc:1
[745]	eval-auc:0.69751	train-auc:1
[746]	eval-auc:0.697511	train-auc:1
[747]	eval-auc:0.697467	train-auc:1
[748]	eval-auc:0.697487	train-auc:1
[749]	eval-auc:0.698052	train-auc:1
[750]	eval-auc:0.698014	train-auc:1
[751]	eval-auc:0.698014	train-auc:1
[752]	eval-auc:0.698014	train-auc:1
[753]	eval-auc:0.698014	train-auc:1
[754]	eval-auc:0.697907	train-auc:1
[755]	eval-auc:0.6979	train-auc:1
[756]	eval-auc:0.6979	train-auc:1
[757]	eval-auc:0.697872	train-auc:1
[758]	eval-auc:0.697834	train-auc:1
[759]	eval-auc:0.697834	train-auc:1
[760]	eval-auc:0.697957	train-auc:1
[761]	eval-auc:0.698049	train-auc:1
[762]	eval-auc:0.697974	train-auc:1
[763]	eval-auc:0.697932	train-auc:1
[764]	eval-auc:0.698008	train-auc:1
[765]	eval-auc:0.698024	train-auc:1
[766]	eval-auc:0.697932	train-auc:1
[767]	eval-auc:0.697932	train-auc:1
[768]	eval-auc:0.697932	train-auc:1
[769]	eval-auc:0.697731	train-auc:1
[770]	eval-auc:0.697731	train-auc:1
[771]	eval-auc:0.697683	train-auc:1
[772]	eval-auc:0.697683	train-auc:1
	Score 0.697683307142248


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 13, 'min_child_weight': 5.0, 'n_estimators': 412.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.634922	train-auc:0.819319
[1]	eval-auc:0.642337	train-auc:0.902155
[2]	eval-auc:0.638668	train-auc:0.939837
[3]	eval-auc:0.663607	train-auc:0.955961
[4]	eval-auc:0.689986	train-auc:0.969269
[5]	eval-auc:0.675758	train-auc:0.979595
[6]	eval-auc:0.680552	train-auc:0.981544
[7]	eval-auc:0.671753	train-auc:0.984249
[8]	eval-auc:0.67901	train-auc:0.988016
[9]	eval-auc:0.684587	train-auc:0.991083
[10]	eval-auc:0.692939	train-auc:0.993342
[11]	eval-auc:0.689669	train-auc:0.994944
[12]	eval-auc:0.686617	train-auc:0.995066
[13]	eval-auc:0.689241	train-auc:0.996042
[14]	eval-auc:0.686375	train-auc:0.995968
[15]	eval-auc:0.684806	train-auc:0.996694
[16]	eval-auc:0.683791	train-auc:0.99686
[17]	eval-auc:0.688285	train-auc:0.997208
[18]	eval-auc:0.686426	train-auc:0.997457
[19]	eval-auc:0.688953	train-auc:0.997563
[20]	eval-auc:0.690057	train-auc:0.99782
[21]	eval-auc:0.69572	train-auc:0.99823
[22]	eval-auc:0.695524	train-auc:0.998292
[23]	eval-auc:0.696435	train-auc:0.998488
[24]	eval-auc:0.698513	train-auc:0.998826
[25]	eval-auc:0.698386	train-auc:0.998892
[26]	eval-auc:0.697074	train-auc:0.999054
[27]	eval-auc:0.698411	train-auc:0.999252
[28]	eval-auc:0.699421	train-auc:0.999268
[29]	eval-auc:0.698658	train-auc:0.999278
[30]	eval-auc:0.697756	train-auc:0.999303
[31]	eval-auc:0.697307	train-auc:0.999438
[32]	eval-auc:0.698259	train-auc:0.999436
[33]	eval-auc:0.699183	train-auc:0.999469
[34]	eval-auc:0.698382	train-auc:0.999543
[35]	eval-auc:0.69918	train-auc:0.999566
[36]	eval-auc:0.699843	train-auc:0.999585
[37]	eval-auc:0.7001	train-auc:0.999614
[38]	eval-auc:0.699556	train-auc:0.999639
[39]	eval-auc:0.699818	train-auc:0.999642
[40]	eval-auc:0.700718	train-auc:0.999638
[41]	eval-auc:0.700714	train-auc:0.999699
[42]	eval-auc:0.700158	train-auc:0.999719
[43]	eval-auc:0.700665	train-auc:0.999741
[44]	eval-auc:0.700864	train-auc:0.99974
[45]	eval-auc:0.700161	train-auc:0.999754
[46]	eval-auc:0.700502	train-auc:0.999769
[47]	eval-auc:0.70116	train-auc:0.999813
[48]	eval-auc:0.700657	train-auc:0.999811
[49]	eval-auc:0.701414	train-auc:0.999837
[50]	eval-auc:0.70008	train-auc:0.999844
[51]	eval-auc:0.699205	train-auc:0.999837
[52]	eval-auc:0.69967	train-auc:0.999844
[53]	eval-auc:0.699553	train-auc:0.999857
[54]	eval-auc:0.699342	train-auc:0.999868
[55]	eval-auc:0.698909	train-auc:0.999884
[56]	eval-auc:0.698442	train-auc:0.99989
[57]	eval-auc:0.697306	train-auc:0.999894
[58]	eval-auc:0.6965	train-auc:0.999906
[59]	eval-auc:0.696645	train-auc:0.99991
[60]	eval-auc:0.696582	train-auc:0.999912
[61]	eval-auc:0.69571	train-auc:0.999917
[62]	eval-auc:0.695859	train-auc:0.99992
[63]	eval-auc:0.697266	train-auc:0.999943
[64]	eval-auc:0.69731	train-auc:0.999951
[65]	eval-auc:0.698352	train-auc:0.999947
[66]	eval-auc:0.697632	train-auc:0.999945
[67]	eval-auc:0.696508	train-auc:0.999946
[68]	eval-auc:0.696237	train-auc:0.999951
[69]	eval-auc:0.696101	train-auc:0.999952
[70]	eval-auc:0.695937	train-auc:0.99996
[71]	eval-auc:0.696136	train-auc:0.999962
[72]	eval-auc:0.696336	train-auc:0.999958
[73]	eval-auc:0.695911	train-auc:0.999958
[74]	eval-auc:0.696579	train-auc:0.99996
[75]	eval-auc:0.69613	train-auc:0.999963
[76]	eval-auc:0.695949	train-auc:0.999964
[77]	eval-auc:0.696247	train-auc:0.999962
[78]	eval-auc:0.696033	train-auc:0.99996
[79]	eval-auc:0.695984	train-auc:0.999958
[80]	eval-auc:0.696658	train-auc:0.999961
[81]	eval-auc:0.697088	train-auc:0.99996
[82]	eval-auc:0.696684	train-auc:0.999964
[83]	eval-auc:0.697201	train-auc:0.999966
[84]	eval-auc:0.697526	train-auc:0.999967
[85]	eval-auc:0.697086	train-auc:0.999967
[86]	eval-auc:0.697191	train-auc:0.999968
[87]	eval-auc:0.697605	train-auc:0.999972
[88]	eval-auc:0.697732	train-auc:0.999973
[89]	eval-auc:0.697441	train-auc:0.999976
[90]	eval-auc:0.697443	train-auc:0.999979
[91]	eval-auc:0.696605	train-auc:0.999979
[92]	eval-auc:0.696546	train-auc:0.999982
[93]	eval-auc:0.697178	train-auc:0.999983
[94]	eval-auc:0.696895	train-auc:0.999983
[95]	eval-auc:0.697461	train-auc:0.999982
[96]	eval-auc:0.697606	train-auc:0.999979
[97]	eval-auc:0.697903	train-auc:0.999981
[98]	eval-auc:0.697813	train-auc:0.999983
[99]	eval-auc:0.698081	train-auc:0.999983
[100]	eval-auc:0.697991	train-auc:0.99999
[101]	eval-auc:0.698129	train-auc:0.999989
[102]	eval-auc:0.698818	train-auc:0.999993
[103]	eval-auc:0.699751	train-auc:0.999995
[104]	eval-auc:0.699549	train-auc:0.999995
[105]	eval-auc:0.700417	train-auc:0.999995
[106]	eval-auc:0.700581	train-auc:0.999995
[107]	eval-auc:0.70042	train-auc:0.999994
[108]	eval-auc:0.69973	train-auc:0.999994
[109]	eval-auc:0.699791	train-auc:0.999994
[110]	eval-auc:0.700094	train-auc:0.999995
[111]	eval-auc:0.700345	train-auc:0.999995
[112]	eval-auc:0.700115	train-auc:0.999994
[113]	eval-auc:0.700039	train-auc:0.999996
[114]	eval-auc:0.700596	train-auc:0.999995
[115]	eval-auc:0.700287	train-auc:0.999996
[116]	eval-auc:0.700478	train-auc:0.999997
[117]	eval-auc:0.700619	train-auc:0.999997
[118]	eval-auc:0.700959	train-auc:0.999997
[119]	eval-auc:0.700601	train-auc:0.999998
[120]	eval-auc:0.700742	train-auc:0.999998
[121]	eval-auc:0.700695	train-auc:0.999998
[122]	eval-auc:0.70084	train-auc:0.999999
[123]	eval-auc:0.700872	train-auc:0.999999
[124]	eval-auc:0.700538	train-auc:0.999999
[125]	eval-auc:0.700962	train-auc:0.999999
[126]	eval-auc:0.700624	train-auc:0.999999
[127]	eval-auc:0.700398	train-auc:0.999999
[128]	eval-auc:0.700136	train-auc:0.999999
[129]	eval-auc:0.700098	train-auc:0.999999
[130]	eval-auc:0.699859	train-auc:0.999999
[131]	eval-auc:0.699593	train-auc:0.999999
[132]	eval-auc:0.699865	train-auc:0.999999
[133]	eval-auc:0.699623	train-auc:0.999999
[134]	eval-auc:0.699504	train-auc:0.999999
[135]	eval-auc:0.698961	train-auc:0.999999
[136]	eval-auc:0.699201	train-auc:0.999999
[137]	eval-auc:0.699486	train-auc:0.999999
[138]	eval-auc:0.69901	train-auc:0.999999
[139]	eval-auc:0.699555	train-auc:0.999999
[140]	eval-auc:0.699884	train-auc:0.999999
[141]	eval-auc:0.699578	train-auc:1
[142]	eval-auc:0.699664	train-auc:1
[143]	eval-auc:0.699696	train-auc:1
[144]	eval-auc:0.699986	train-auc:1
[145]	eval-auc:0.699607	train-auc:1
[146]	eval-auc:0.699637	train-auc:1
[147]	eval-auc:0.69978	train-auc:1
[148]	eval-auc:0.699544	train-auc:1
[149]	eval-auc:0.699428	train-auc:1
[150]	eval-auc:0.699119	train-auc:1
[151]	eval-auc:0.698615	train-auc:1
[152]	eval-auc:0.699013	train-auc:1
[153]	eval-auc:0.699142	train-auc:1
[154]	eval-auc:0.698964	train-auc:1
[155]	eval-auc:0.698583	train-auc:1
[156]	eval-auc:0.698259	train-auc:1
[157]	eval-auc:0.698288	train-auc:1
[158]	eval-auc:0.698044	train-auc:1
[159]	eval-auc:0.698247	train-auc:1
[160]	eval-auc:0.698478	train-auc:1
[161]	eval-auc:0.698474	train-auc:1
[162]	eval-auc:0.698308	train-auc:1
[163]	eval-auc:0.698164	train-auc:1
[164]	eval-auc:0.698174	train-auc:1
[165]	eval-auc:0.697945	train-auc:1
[166]	eval-auc:0.698044	train-auc:1
[167]	eval-auc:0.698419	train-auc:1
[168]	eval-auc:0.698486	train-auc:1
[169]	eval-auc:0.698334	train-auc:1
[170]	eval-auc:0.698414	train-auc:1
[171]	eval-auc:0.698049	train-auc:1
[172]	eval-auc:0.697781	train-auc:1
[173]	eval-auc:0.697628	train-auc:1
[174]	eval-auc:0.697686	train-auc:1
[175]	eval-auc:0.697488	train-auc:1
[176]	eval-auc:0.697686	train-auc:1
[177]	eval-auc:0.697883	train-auc:1
[178]	eval-auc:0.69772	train-auc:1
[179]	eval-auc:0.697737	train-auc:1
[180]	eval-auc:0.697959	train-auc:1
[181]	eval-auc:0.69788	train-auc:1
[182]	eval-auc:0.698218	train-auc:1
[183]	eval-auc:0.698239	train-auc:1
[184]	eval-auc:0.698393	train-auc:1
[185]	eval-auc:0.698585	train-auc:1
[186]	eval-auc:0.698618	train-auc:1
[187]	eval-auc:0.698571	train-auc:1
[188]	eval-auc:0.6989	train-auc:1
[189]	eval-auc:0.698771	train-auc:1
[190]	eval-auc:0.698638	train-auc:1
[191]	eval-auc:0.698276	train-auc:1
[192]	eval-auc:0.698239	train-auc:1
[193]	eval-auc:0.69811	train-auc:1
[194]	eval-auc:0.697903	train-auc:1
[195]	eval-auc:0.698072	train-auc:1
[196]	eval-auc:0.698105	train-auc:1
[197]	eval-auc:0.697828	train-auc:1
[198]	eval-auc:0.69759	train-auc:1
[199]	eval-auc:0.697574	train-auc:1
[200]	eval-auc:0.697655	train-auc:1
[201]	eval-auc:0.697281	train-auc:1
[202]	eval-auc:0.697175	train-auc:1
[203]	eval-auc:0.696895	train-auc:1
[204]	eval-auc:0.696861	train-auc:1
[205]	eval-auc:0.69662	train-auc:1
[206]	eval-auc:0.696616	train-auc:1
[207]	eval-auc:0.696782	train-auc:1
[208]	eval-auc:0.696931	train-auc:1
[209]	eval-auc:0.696811	train-auc:1
[210]	eval-auc:0.69689	train-auc:1
[211]	eval-auc:0.696837	train-auc:1
[212]	eval-auc:0.697164	train-auc:1
[213]	eval-auc:0.697033	train-auc:1
[214]	eval-auc:0.696895	train-auc:1
[215]	eval-auc:0.697041	train-auc:1
[216]	eval-auc:0.697266	train-auc:1
[217]	eval-auc:0.697135	train-auc:1
[218]	eval-auc:0.697124	train-auc:1
[219]	eval-auc:0.697211	train-auc:1
[220]	eval-auc:0.697663	train-auc:1
[221]	eval-auc:0.697625	train-auc:1
[222]	eval-auc:0.697825	train-auc:1
[223]	eval-auc:0.697951	train-auc:1
[224]	eval-auc:0.69786	train-auc:1
[225]	eval-auc:0.697551	train-auc:1
[226]	eval-auc:0.697766	train-auc:1
[227]	eval-auc:0.697974	train-auc:1
[228]	eval-auc:0.697724	train-auc:1
[229]	eval-auc:0.697679	train-auc:1
[230]	eval-auc:0.697682	train-auc:1
[231]	eval-auc:0.697409	train-auc:1
[232]	eval-auc:0.697577	train-auc:1
[233]	eval-auc:0.697045	train-auc:1
[234]	eval-auc:0.69691	train-auc:1
[235]	eval-auc:0.697126	train-auc:1
[236]	eval-auc:0.696951	train-auc:1
[237]	eval-auc:0.697006	train-auc:1
[238]	eval-auc:0.696969	train-auc:1
[239]	eval-auc:0.697071	train-auc:1
[240]	eval-auc:0.696703	train-auc:1
[241]	eval-auc:0.696768	train-auc:1
[242]	eval-auc:0.696544	train-auc:1
[243]	eval-auc:0.696477	train-auc:1
[244]	eval-auc:0.696285	train-auc:1
[245]	eval-auc:0.696295	train-auc:1
[246]	eval-auc:0.696355	train-auc:1
[247]	eval-auc:0.69648	train-auc:1
[248]	eval-auc:0.696403	train-auc:1
[249]	eval-auc:0.69645	train-auc:1
[250]	eval-auc:0.696598	train-auc:1
[251]	eval-auc:0.696856	train-auc:1
[252]	eval-auc:0.696866	train-auc:1
[253]	eval-auc:0.69687	train-auc:1
[254]	eval-auc:0.696823	train-auc:1
[255]	eval-auc:0.696735	train-auc:1
[256]	eval-auc:0.696776	train-auc:1
[257]	eval-auc:0.696902	train-auc:1
[258]	eval-auc:0.696869	train-auc:1
[259]	eval-auc:0.696809	train-auc:1
[260]	eval-auc:0.696692	train-auc:1
[261]	eval-auc:0.696694	train-auc:1
[262]	eval-auc:0.696625	train-auc:1
[263]	eval-auc:0.696613	train-auc:1
[264]	eval-auc:0.696403	train-auc:1
[265]	eval-auc:0.696578	train-auc:1
[266]	eval-auc:0.696263	train-auc:1
[267]	eval-auc:0.696471	train-auc:1
[268]	eval-auc:0.696476	train-auc:1
[269]	eval-auc:0.696278	train-auc:1
[270]	eval-auc:0.696339	train-auc:1
[271]	eval-auc:0.696185	train-auc:1
[272]	eval-auc:0.696203	train-auc:1
[273]	eval-auc:0.696212	train-auc:1
[274]	eval-auc:0.696287	train-auc:1
[275]	eval-auc:0.696389	train-auc:1
[276]	eval-auc:0.696322	train-auc:1
[277]	eval-auc:0.696331	train-auc:1
[278]	eval-auc:0.696317	train-auc:1
[279]	eval-auc:0.696267	train-auc:1
[280]	eval-auc:0.696177	train-auc:1
[281]	eval-auc:0.695993	train-auc:1
[282]	eval-auc:0.695941	train-auc:1
[283]	eval-auc:0.695975	train-auc:1
[284]	eval-auc:0.696112	train-auc:1
[285]	eval-auc:0.696372	train-auc:1
[286]	eval-auc:0.696578	train-auc:1
[287]	eval-auc:0.696547	train-auc:1
[288]	eval-auc:0.696724	train-auc:1
[289]	eval-auc:0.696745	train-auc:1
[290]	eval-auc:0.696598	train-auc:1
[291]	eval-auc:0.696474	train-auc:1
[292]	eval-auc:0.696555	train-auc:1
[293]	eval-auc:0.696521	train-auc:1
[294]	eval-auc:0.69643	train-auc:1
[295]	eval-auc:0.696412	train-auc:1
[296]	eval-auc:0.696395	train-auc:1
[297]	eval-auc:0.696514	train-auc:1
[298]	eval-auc:0.696499	train-auc:1
[299]	eval-auc:0.696587	train-auc:1
[300]	eval-auc:0.696566	train-auc:1
[301]	eval-auc:0.696425	train-auc:1
[302]	eval-auc:0.696761	train-auc:1
[303]	eval-auc:0.696775	train-auc:1
[304]	eval-auc:0.696998	train-auc:1
[305]	eval-auc:0.696905	train-auc:1
[306]	eval-auc:0.696869	train-auc:1
[307]	eval-auc:0.696756	train-auc:1
[308]	eval-auc:0.696847	train-auc:1
[309]	eval-auc:0.696852	train-auc:1
[310]	eval-auc:0.696927	train-auc:1
[311]	eval-auc:0.696935	train-auc:1
[312]	eval-auc:0.696951	train-auc:1
[313]	eval-auc:0.697036	train-auc:1
[314]	eval-auc:0.69699	train-auc:1
[315]	eval-auc:0.696987	train-auc:1
[316]	eval-auc:0.69712	train-auc:1
[317]	eval-auc:0.697045	train-auc:1
[318]	eval-auc:0.696981	train-auc:1
[319]	eval-auc:0.696829	train-auc:1
[320]	eval-auc:0.696724	train-auc:1
[321]	eval-auc:0.696858	train-auc:1
[322]	eval-auc:0.69685	train-auc:1
[323]	eval-auc:0.696824	train-auc:1
[324]	eval-auc:0.69664	train-auc:1
[325]	eval-auc:0.696547	train-auc:1
[326]	eval-auc:0.69668	train-auc:1
[327]	eval-auc:0.696907	train-auc:1
[328]	eval-auc:0.696869	train-auc:1
[329]	eval-auc:0.696945	train-auc:1
[330]	eval-auc:0.696872	train-auc:1
[331]	eval-auc:0.696814	train-auc:1
[332]	eval-auc:0.696764	train-auc:1
[333]	eval-auc:0.696611	train-auc:1
[334]	eval-auc:0.696604	train-auc:1
[335]	eval-auc:0.696601	train-auc:1
[336]	eval-auc:0.696526	train-auc:1
[337]	eval-auc:0.696422	train-auc:1
[338]	eval-auc:0.696595	train-auc:1
[339]	eval-auc:0.696578	train-auc:1
[340]	eval-auc:0.696499	train-auc:1
[341]	eval-auc:0.696523	train-auc:1
[342]	eval-auc:0.696555	train-auc:1
[343]	eval-auc:0.696502	train-auc:1
[344]	eval-auc:0.69659	train-auc:1
[345]	eval-auc:0.696526	train-auc:1
[346]	eval-auc:0.696665	train-auc:1
[347]	eval-auc:0.69662	train-auc:1
[348]	eval-auc:0.696632	train-auc:1
[349]	eval-auc:0.696716	train-auc:1
[350]	eval-auc:0.696669	train-auc:1
[351]	eval-auc:0.69673	train-auc:1
[352]	eval-auc:0.696739	train-auc:1
[353]	eval-auc:0.69698	train-auc:1
[354]	eval-auc:0.696805	train-auc:1
[355]	eval-auc:0.696818	train-auc:1
[356]	eval-auc:0.696677	train-auc:1
[357]	eval-auc:0.696613	train-auc:1
[358]	eval-auc:0.696639	train-auc:1
[359]	eval-auc:0.696735	train-auc:1
[360]	eval-auc:0.696885	train-auc:1
[361]	eval-auc:0.696866	train-auc:1
[362]	eval-auc:0.696742	train-auc:1
[363]	eval-auc:0.696681	train-auc:1
[364]	eval-auc:0.696732	train-auc:1
[365]	eval-auc:0.696796	train-auc:1
[366]	eval-auc:0.696642	train-auc:1
[367]	eval-auc:0.696643	train-auc:1
[368]	eval-auc:0.696642	train-auc:1
[369]	eval-auc:0.69656	train-auc:1
[370]	eval-auc:0.696597	train-auc:1
[371]	eval-auc:0.69648	train-auc:1
[372]	eval-auc:0.696509	train-auc:1
[373]	eval-auc:0.696675	train-auc:1
[374]	eval-auc:0.696846	train-auc:1
[375]	eval-auc:0.696732	train-auc:1
[376]	eval-auc:0.696736	train-auc:1
[377]	eval-auc:0.696631	train-auc:1
[378]	eval-auc:0.696605	train-auc:1
[379]	eval-auc:0.696567	train-auc:1
[380]	eval-auc:0.696645	train-auc:1
[381]	eval-auc:0.696482	train-auc:1
[382]	eval-auc:0.696439	train-auc:1
[383]	eval-auc:0.696535	train-auc:1
[384]	eval-auc:0.696581	train-auc:1
[385]	eval-auc:0.69663	train-auc:1
[386]	eval-auc:0.696744	train-auc:1
[387]	eval-auc:0.696824	train-auc:1
[388]	eval-auc:0.696724	train-auc:1
[389]	eval-auc:0.696756	train-auc:1
[390]	eval-auc:0.696703	train-auc:1
[391]	eval-auc:0.696698	train-auc:1
[392]	eval-auc:0.696732	train-auc:1
[393]	eval-auc:0.69678	train-auc:1
[394]	eval-auc:0.696648	train-auc:1
[395]	eval-auc:0.696634	train-auc:1
[396]	eval-auc:0.696585	train-auc:1
[397]	eval-auc:0.696587	train-auc:1
[398]	eval-auc:0.696863	train-auc:1
[399]	eval-auc:0.696882	train-auc:1
[400]	eval-auc:0.696989	train-auc:1
[401]	eval-auc:0.696942	train-auc:1
[402]	eval-auc:0.696997	train-auc:1
[403]	eval-auc:0.696923	train-auc:1
[404]	eval-auc:0.696957	train-auc:1
[405]	eval-auc:0.696901	train-auc:1
[406]	eval-auc:0.696946	train-auc:1
[407]	eval-auc:0.696911	train-auc:1
[408]	eval-auc:0.696934	train-auc:1
[409]	eval-auc:0.697144	train-auc:1
[410]	eval-auc:0.697175	train-auc:1
[411]	eval-auc:0.697118	train-auc:1
	Score 0.6971183715235902


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 716.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.669357	train-auc:0.684642
[1]	eval-auc:0.666109	train-auc:0.693078
[2]	eval-auc:0.671167	train-auc:0.703166
[3]	eval-auc:0.672127	train-auc:0.702037
[4]	eval-auc:0.69086	train-auc:0.710709
[5]	eval-auc:0.692935	train-auc:0.709638
[6]	eval-auc:0.694559	train-auc:0.710767
[7]	eval-auc:0.696333	train-auc:0.713441
[8]	eval-auc:0.698436	train-auc:0.713567
[9]	eval-auc:0.700355	train-auc:0.71557
[10]	eval-auc:0.697361	train-auc:0.715586
[11]	eval-auc:0.701375	train-auc:0.717732
[12]	eval-auc:0.695546	train-auc:0.715841
[13]	eval-auc:0.697632	train-auc:0.71713
[14]	eval-auc:0.697717	train-auc:0.717711
[15]	eval-auc:0.696871	train-auc:0.720249
[16]	eval-auc:0.69539	train-auc:0.720407
[17]	eval-auc:0.699654	train-auc:0.722795
[18]	eval-auc:0.69859	train-auc:0.724089
[19]	eval-auc:0.694785	train-auc:0.723274
[20]	eval-auc:0.69475	train-auc:0.722801
[21]	eval-auc:0.693733	train-auc:0.722805
[22]	eval-auc:0.697136	train-auc:0.723332
[23]	eval-auc:0.698585	train-auc:0.724535
[24]	eval-auc:0.70056	train-auc:0.725383
[25]	eval-auc:0.699617	train-auc:0.725184
[26]	eval-auc:0.697622	train-auc:0.726285
[27]	eval-auc:0.696684	train-auc:0.726564
[28]	eval-auc:0.697743	train-auc:0.727107
[29]	eval-auc:0.698081	train-auc:0.727642
[30]	eval-auc:0.699078	train-auc:0.72837
[31]	eval-auc:0.700637	train-auc:0.728963
[32]	eval-auc:0.701454	train-auc:0.730327
[33]	eval-auc:0.700571	train-auc:0.730975
[34]	eval-auc:0.700666	train-auc:0.73074
[35]	eval-auc:0.701517	train-auc:0.73215
[36]	eval-auc:0.700446	train-auc:0.732601
[37]	eval-auc:0.700979	train-auc:0.733458
[38]	eval-auc:0.701089	train-auc:0.734096
[39]	eval-auc:0.700408	train-auc:0.734876
[40]	eval-auc:0.699719	train-auc:0.735135
[41]	eval-auc:0.700034	train-auc:0.735765
[42]	eval-auc:0.699886	train-auc:0.736431
[43]	eval-auc:0.69987	train-auc:0.736688
[44]	eval-auc:0.701131	train-auc:0.737766
[45]	eval-auc:0.701945	train-auc:0.739178
[46]	eval-auc:0.701909	train-auc:0.740071
[47]	eval-auc:0.702562	train-auc:0.740741
[48]	eval-auc:0.703196	train-auc:0.741039
[49]	eval-auc:0.704377	train-auc:0.742004
[50]	eval-auc:0.704715	train-auc:0.74322
[51]	eval-auc:0.704456	train-auc:0.743948
[52]	eval-auc:0.705181	train-auc:0.744547
[53]	eval-auc:0.705809	train-auc:0.74512
[54]	eval-auc:0.705902	train-auc:0.747113
[55]	eval-auc:0.705343	train-auc:0.747973
[56]	eval-auc:0.705054	train-auc:0.748937
[57]	eval-auc:0.705313	train-auc:0.749565
[58]	eval-auc:0.705516	train-auc:0.749914
[59]	eval-auc:0.704721	train-auc:0.750869
[60]	eval-auc:0.704873	train-auc:0.751042
[61]	eval-auc:0.70478	train-auc:0.751098
[62]	eval-auc:0.704917	train-auc:0.751477
[63]	eval-auc:0.705271	train-auc:0.75276
[64]	eval-auc:0.704756	train-auc:0.754155
[65]	eval-auc:0.704222	train-auc:0.755025
[66]	eval-auc:0.703911	train-auc:0.755417
[67]	eval-auc:0.703575	train-auc:0.755558
[68]	eval-auc:0.702206	train-auc:0.756605
[69]	eval-auc:0.701722	train-auc:0.757371
[70]	eval-auc:0.7023	train-auc:0.758013
[71]	eval-auc:0.703462	train-auc:0.759338
[72]	eval-auc:0.702963	train-auc:0.759536
[73]	eval-auc:0.702908	train-auc:0.759942
[74]	eval-auc:0.703305	train-auc:0.761004
[75]	eval-auc:0.70315	train-auc:0.760875
[76]	eval-auc:0.703473	train-auc:0.76144
[77]	eval-auc:0.703703	train-auc:0.761761
[78]	eval-auc:0.70394	train-auc:0.763315
[79]	eval-auc:0.704109	train-auc:0.763945
[80]	eval-auc:0.70453	train-auc:0.763875
[81]	eval-auc:0.705394	train-auc:0.764388
[82]	eval-auc:0.705291	train-auc:0.764439
[83]	eval-auc:0.705567	train-auc:0.765177
[84]	eval-auc:0.705796	train-auc:0.76532
[85]	eval-auc:0.705589	train-auc:0.766102
[86]	eval-auc:0.705687	train-auc:0.766819
[87]	eval-auc:0.705018	train-auc:0.768386
[88]	eval-auc:0.705908	train-auc:0.769056
[89]	eval-auc:0.705815	train-auc:0.769794
[90]	eval-auc:0.705777	train-auc:0.770176
[91]	eval-auc:0.705749	train-auc:0.770721
[92]	eval-auc:0.705439	train-auc:0.770966
[93]	eval-auc:0.705722	train-auc:0.772216
[94]	eval-auc:0.706265	train-auc:0.77328
[95]	eval-auc:0.706518	train-auc:0.77366
[96]	eval-auc:0.706741	train-auc:0.773779
[97]	eval-auc:0.706313	train-auc:0.774474
[98]	eval-auc:0.706535	train-auc:0.775336
[99]	eval-auc:0.707051	train-auc:0.776469
[100]	eval-auc:0.707027	train-auc:0.77608
[101]	eval-auc:0.707254	train-auc:0.775986
[102]	eval-auc:0.707986	train-auc:0.776609
[103]	eval-auc:0.708158	train-auc:0.777169
[104]	eval-auc:0.707928	train-auc:0.777272
[105]	eval-auc:0.7069	train-auc:0.777744
[106]	eval-auc:0.706277	train-auc:0.778576
[107]	eval-auc:0.70618	train-auc:0.778871
[108]	eval-auc:0.706357	train-auc:0.77914
[109]	eval-auc:0.707085	train-auc:0.779428
[110]	eval-auc:0.707246	train-auc:0.779935
[111]	eval-auc:0.707773	train-auc:0.780922
[112]	eval-auc:0.707963	train-auc:0.782193
[113]	eval-auc:0.708349	train-auc:0.783072
[114]	eval-auc:0.708085	train-auc:0.783586
[115]	eval-auc:0.707085	train-auc:0.78449
[116]	eval-auc:0.706626	train-auc:0.784985
[117]	eval-auc:0.706401	train-auc:0.785655
[118]	eval-auc:0.706023	train-auc:0.785853
[119]	eval-auc:0.706803	train-auc:0.785621
[120]	eval-auc:0.706786	train-auc:0.785368
[121]	eval-auc:0.707105	train-auc:0.785355
[122]	eval-auc:0.706788	train-auc:0.785465
[123]	eval-auc:0.706377	train-auc:0.786447
[124]	eval-auc:0.706809	train-auc:0.787086
[125]	eval-auc:0.707156	train-auc:0.787434
[126]	eval-auc:0.70678	train-auc:0.788118
[127]	eval-auc:0.705882	train-auc:0.788297
[128]	eval-auc:0.706302	train-auc:0.789237
[129]	eval-auc:0.706154	train-auc:0.790093
[130]	eval-auc:0.706349	train-auc:0.790109
[131]	eval-auc:0.706459	train-auc:0.790068
[132]	eval-auc:0.706788	train-auc:0.790603
[133]	eval-auc:0.706782	train-auc:0.791048
[134]	eval-auc:0.706911	train-auc:0.791667
[135]	eval-auc:0.706945	train-auc:0.791915
[136]	eval-auc:0.706568	train-auc:0.792448
[137]	eval-auc:0.705111	train-auc:0.792424
[138]	eval-auc:0.704702	train-auc:0.792327
[139]	eval-auc:0.703284	train-auc:0.79344
[140]	eval-auc:0.703317	train-auc:0.793522
[141]	eval-auc:0.702926	train-auc:0.794108
[142]	eval-auc:0.703553	train-auc:0.794145
[143]	eval-auc:0.703456	train-auc:0.794647
[144]	eval-auc:0.704182	train-auc:0.79497
[145]	eval-auc:0.704487	train-auc:0.795678
[146]	eval-auc:0.70438	train-auc:0.796489
[147]	eval-auc:0.704208	train-auc:0.795743
[148]	eval-auc:0.704394	train-auc:0.796223
[149]	eval-auc:0.704109	train-auc:0.796368
[150]	eval-auc:0.704036	train-auc:0.796501
[151]	eval-auc:0.704007	train-auc:0.797284
[152]	eval-auc:0.704517	train-auc:0.797694
[153]	eval-auc:0.705114	train-auc:0.798061
[154]	eval-auc:0.704842	train-auc:0.798588
[155]	eval-auc:0.705105	train-auc:0.798674
[156]	eval-auc:0.704922	train-auc:0.799236
[157]	eval-auc:0.704922	train-auc:0.799225
[158]	eval-auc:0.704849	train-auc:0.799653
[159]	eval-auc:0.705125	train-auc:0.800299
[160]	eval-auc:0.705076	train-auc:0.800889
[161]	eval-auc:0.704711	train-auc:0.80148
[162]	eval-auc:0.704685	train-auc:0.801865
[163]	eval-auc:0.703917	train-auc:0.801976
[164]	eval-auc:0.704006	train-auc:0.802305
[165]	eval-auc:0.703607	train-auc:0.802417
[166]	eval-auc:0.703771	train-auc:0.802801
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[505]	eval-auc:0.695244	train-auc:0.874903
[506]	eval-auc:0.69479	train-auc:0.875096
[507]	eval-auc:0.694294	train-auc:0.875208
[508]	eval-auc:0.694642	train-auc:0.87564
[509]	eval-auc:0.694708	train-auc:0.87566
[510]	eval-auc:0.694687	train-auc:0.875655
[511]	eval-auc:0.694172	train-auc:0.876008
[512]	eval-auc:0.693814	train-auc:0.876225
[513]	eval-auc:0.69426	train-auc:0.876493
[514]	eval-auc:0.694076	train-auc:0.876674
[515]	eval-auc:0.694106	train-auc:0.876746
[516]	eval-auc:0.694213	train-auc:0.87737
[517]	eval-auc:0.693714	train-auc:0.877562
[518]	eval-auc:0.693517	train-auc:0.877567
[519]	eval-auc:0.693893	train-auc:0.877824
[520]	eval-auc:0.694079	train-auc:0.878106
[521]	eval-auc:0.693493	train-auc:0.878475
[522]	eval-auc:0.693546	train-auc:0.878462
[523]	eval-auc:0.693584	train-auc:0.878733
[524]	eval-auc:0.693541	train-auc:0.878883
[525]	eval-auc:0.69343	train-auc:0.879655
[526]	eval-auc:0.693605	train-auc:0.879523
[527]	eval-auc:0.692792	train-auc:0.879449
[528]	eval-auc:0.692725	train-auc:0.879573
[529]	eval-auc:0.693127	train-auc:0.879393
[530]	eval-auc:0.693066	train-auc:0.879737
[531]	eval-auc:0.693458	train-auc:0.879705
[532]	eval-auc:0.693328	train-auc:0.879765
[533]	eval-auc:0.692946	train-auc:0.879681
[534]	eval-auc:0.692757	train-auc:0.879894
[535]	eval-auc:0.692832	train-auc:0.880334
[536]	eval-auc:0.693176	train-auc:0.880544
[537]	eval-auc:0.693301	train-auc:0.880899
[538]	eval-auc:0.693109	train-auc:0.880963
[539]	eval-auc:0.692533	train-auc:0.880898
[540]	eval-auc:0.692241	train-auc:0.881009
[541]	eval-auc:0.692462	train-auc:0.88127
[542]	eval-auc:0.692798	train-auc:0.881706
[543]	eval-auc:0.693203	train-auc:0.882173
[544]	eval-auc:0.692721	train-auc:0.88225
[545]	eval-auc:0.69296	train-auc:0.882361
[546]	eval-auc:0.693366	train-auc:0.88218
[547]	eval-auc:0.693228	train-auc:0.882372
[548]	eval-auc:0.692861	train-auc:0.882301
[549]	eval-auc:0.692981	train-auc:0.88259
[550]	eval-auc:0.693179	train-auc:0.882754
[551]	eval-auc:0.692518	train-auc:0.882802
[552]	eval-auc:0.692534	train-auc:0.883046
[553]	eval-auc:0.69237	train-auc:0.882979
[554]	eval-auc:0.692708	train-auc:0.883228
[555]	eval-auc:0.692278	train-auc:0.883354
[556]	eval-auc:0.692184	train-auc:0.883437
[557]	eval-auc:0.691961	train-auc:0.883412
[558]	eval-auc:0.692204	train-auc:0.883191
[559]	eval-auc:0.692655	train-auc:0.883414
[560]	eval-auc:0.692951	train-auc:0.883602
[561]	eval-auc:0.692724	train-auc:0.883797
[562]	eval-auc:0.692608	train-auc:0.883862
[563]	eval-auc:0.692235	train-auc:0.884106
[564]	eval-auc:0.691955	train-auc:0.884403
[565]	eval-auc:0.692313	train-auc:0.884736
[566]	eval-auc:0.692323	train-auc:0.884779
[567]	eval-auc:0.692064	train-auc:0.884846
[568]	eval-auc:0.692409	train-auc:0.885262
[569]	eval-auc:0.692559	train-auc:0.885383
[570]	eval-auc:0.693069	train-auc:0.88543
[571]	eval-auc:0.693092	train-auc:0.885115
[572]	eval-auc:0.693197	train-auc:0.885153
[573]	eval-auc:0.692973	train-auc:0.88539
[574]	eval-auc:0.692769	train-auc:0.885262
[575]	eval-auc:0.692885	train-auc:0.8856
[576]	eval-auc:0.693329	train-auc:0.885361
[577]	eval-auc:0.693187	train-auc:0.885495
[578]	eval-auc:0.693354	train-auc:0.885024
[579]	eval-auc:0.693331	train-auc:0.885065
[580]	eval-auc:0.693136	train-auc:0.885316
[581]	eval-auc:0.693581	train-auc:0.885876
[582]	eval-auc:0.693514	train-auc:0.886157
[583]	eval-auc:0.693697	train-auc:0.886288
[584]	eval-auc:0.693621	train-auc:0.886654
[585]	eval-auc:0.693465	train-auc:0.886836
[586]	eval-auc:0.693493	train-auc:0.887279
[587]	eval-auc:0.693452	train-auc:0.887463
[588]	eval-auc:0.693223	train-auc:0.887493
[589]	eval-auc:0.693595	train-auc:0.887596
[590]	eval-auc:0.692873	train-auc:0.887952
[591]	eval-auc:0.692386	train-auc:0.888203
[592]	eval-auc:0.692211	train-auc:0.888394
[593]	eval-auc:0.691688	train-auc:0.888537
[594]	eval-auc:0.691536	train-auc:0.888725
[595]	eval-auc:0.69132	train-auc:0.888822
[596]	eval-auc:0.69163	train-auc:0.888987
[597]	eval-auc:0.691693	train-auc:0.889431
[598]	eval-auc:0.692096	train-auc:0.889551
[599]	eval-auc:0.692025	train-auc:0.88972
[600]	eval-auc:0.692029	train-auc:0.889496
[601]	eval-auc:0.692345	train-auc:0.88939
[602]	eval-auc:0.692466	train-auc:0.889539
[603]	eval-auc:0.69236	train-auc:0.889675
[604]	eval-auc:0.692469	train-auc:0.889994
[605]	eval-auc:0.692028	train-auc:0.890395
[606]	eval-auc:0.69227	train-auc:0.890542
[607]	eval-auc:0.692701	train-auc:0.89084
[608]	eval-auc:0.692765	train-auc:0.890882
[609]	eval-auc:0.692189	train-auc:0.890939
[610]	eval-auc:0.692602	train-auc:0.891156
[611]	eval-auc:0.692494	train-auc:0.891089
[612]	eval-auc:0.69232	train-auc:0.890787
[613]	eval-auc:0.691856	train-auc:0.890831
[614]	eval-auc:0.692427	train-auc:0.890964
[615]	eval-auc:0.692637	train-auc:0.891192
[616]	eval-auc:0.6926	train-auc:0.891068
[617]	eval-auc:0.692325	train-auc:0.890951
[618]	eval-auc:0.692343	train-auc:0.89099
[619]	eval-auc:0.692584	train-auc:0.890855
[620]	eval-auc:0.692847	train-auc:0.89112
[621]	eval-auc:0.692573	train-auc:0.891092
[622]	eval-auc:0.692641	train-auc:0.891047
[623]	eval-auc:0.692926	train-auc:0.891268
[624]	eval-auc:0.693133	train-auc:0.891428
[625]	eval-auc:0.693543	train-auc:0.891934
[626]	eval-auc:0.693389	train-auc:0.891988
[627]	eval-auc:0.693887	train-auc:0.892177
[628]	eval-auc:0.694262	train-auc:0.892285
[629]	eval-auc:0.694563	train-auc:0.892647
[630]	eval-auc:0.694093	train-auc:0.892571
[631]	eval-auc:0.69446	train-auc:0.892892
[632]	eval-auc:0.694335	train-auc:0.893104
[633]	eval-auc:0.694105	train-auc:0.893242
[634]	eval-auc:0.694364	train-auc:0.893713
[635]	eval-auc:0.694603	train-auc:0.893854
[636]	eval-auc:0.694945	train-auc:0.893759
[637]	eval-auc:0.695023	train-auc:0.894006
[638]	eval-auc:0.695008	train-auc:0.894089
[639]	eval-auc:0.695501	train-auc:0.894511
[640]	eval-auc:0.695099	train-auc:0.894474
[641]	eval-auc:0.694955	train-auc:0.894747
[642]	eval-auc:0.694635	train-auc:0.89468
[643]	eval-auc:0.69493	train-auc:0.894754
[644]	eval-auc:0.695002	train-auc:0.895029
[645]	eval-auc:0.695223	train-auc:0.895223
[646]	eval-auc:0.695226	train-auc:0.8955
[647]	eval-auc:0.695407	train-auc:0.895507
[648]	eval-auc:0.694463	train-auc:0.895395
[649]	eval-auc:0.694268	train-auc:0.895672
[650]	eval-auc:0.693799	train-auc:0.895454
[651]	eval-auc:0.694047	train-auc:0.895587
[652]	eval-auc:0.69433	train-auc:0.895793
[653]	eval-auc:0.695043	train-auc:0.89617
[654]	eval-auc:0.694903	train-auc:0.896319
[655]	eval-auc:0.695148	train-auc:0.896257
[656]	eval-auc:0.695186	train-auc:0.896228
[657]	eval-auc:0.695401	train-auc:0.896276
[658]	eval-auc:0.695529	train-auc:0.896463
[659]	eval-auc:0.695379	train-auc:0.896595
[660]	eval-auc:0.695379	train-auc:0.896694
[661]	eval-auc:0.695223	train-auc:0.896882
[662]	eval-auc:0.695395	train-auc:0.896966
[663]	eval-auc:0.695532	train-auc:0.89698
[664]	eval-auc:0.695446	train-auc:0.897033
[665]	eval-auc:0.695819	train-auc:0.896393
[666]	eval-auc:0.695894	train-auc:0.896377
[667]	eval-auc:0.695615	train-auc:0.896329
[668]	eval-auc:0.695666	train-auc:0.896639
[669]	eval-auc:0.695737	train-auc:0.896809
[670]	eval-auc:0.696557	train-auc:0.896418
[671]	eval-auc:0.696374	train-auc:0.896414
[672]	eval-auc:0.69599	train-auc:0.896388
[673]	eval-auc:0.695737	train-auc:0.896463
[674]	eval-auc:0.695498	train-auc:0.896761
[675]	eval-auc:0.695093	train-auc:0.896631
[676]	eval-auc:0.695629	train-auc:0.896749
[677]	eval-auc:0.695579	train-auc:0.897001
[678]	eval-auc:0.695902	train-auc:0.89712
[679]	eval-auc:0.695824	train-auc:0.897263
[680]	eval-auc:0.696121	train-auc:0.897327
[681]	eval-auc:0.695848	train-auc:0.89744
[682]	eval-auc:0.695652	train-auc:0.897479
[683]	eval-auc:0.696059	train-auc:0.89773
[684]	eval-auc:0.696234	train-auc:0.897969
[685]	eval-auc:0.69615	train-auc:0.898522
[686]	eval-auc:0.69595	train-auc:0.898582
[687]	eval-auc:0.695832	train-auc:0.898481
[688]	eval-auc:0.695909	train-auc:0.898677
[689]	eval-auc:0.696324	train-auc:0.898796
[690]	eval-auc:0.696285	train-auc:0.898662
[691]	eval-auc:0.696359	train-auc:0.898982
[692]	eval-auc:0.695826	train-auc:0.898567
[693]	eval-auc:0.695454	train-auc:0.898612
[694]	eval-auc:0.695492	train-auc:0.898254
[695]	eval-auc:0.695079	train-auc:0.898216
[696]	eval-auc:0.695067	train-auc:0.89826
[697]	eval-auc:0.69463	train-auc:0.898338
[698]	eval-auc:0.69428	train-auc:0.898887
[699]	eval-auc:0.695014	train-auc:0.898975
[700]	eval-auc:0.694881	train-auc:0.89896
[701]	eval-auc:0.695224	train-auc:0.899226
[702]	eval-auc:0.695775	train-auc:0.899418
[703]	eval-auc:0.695727	train-auc:0.89972
[704]	eval-auc:0.695943	train-auc:0.899916
[705]	eval-auc:0.695963	train-auc:0.89996
[706]	eval-auc:0.695687	train-auc:0.900055
[707]	eval-auc:0.695379	train-auc:0.900017
[708]	eval-auc:0.695311	train-auc:0.899915
[709]	eval-auc:0.695489	train-auc:0.90011
[710]	eval-auc:0.695323	train-auc:0.90024
[711]	eval-auc:0.694961	train-auc:0.900447
[712]	eval-auc:0.694825	train-auc:0.900686
[713]	eval-auc:0.69495	train-auc:0.900777
[714]	eval-auc:0.694944	train-auc:0.900919
[715]	eval-auc:0.694737	train-auc:0.900767
	Score 0.6947368100476312


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 6, 'min_child_weight': 2.0, 'n_estimators': 862.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.712535	train-auc:0.766122
[1]	eval-auc:0.690563	train-auc:0.792954
[2]	eval-auc:0.695245	train-auc:0.811029
[3]	eval-auc:0.699843	train-auc:0.824218
[4]	eval-auc:0.696762	train-auc:0.834431
[5]	eval-auc:0.694043	train-auc:0.857896
[6]	eval-auc:0.695776	train-auc:0.860775
[7]	eval-auc:0.698635	train-auc:0.872319
[8]	eval-auc:0.695248	train-auc:0.879786
[9]	eval-auc:0.693921	train-auc:0.8826
[10]	eval-auc:0.687777	train-auc:0.888688
[11]	eval-auc:0.690286	train-auc:0.896421
[12]	eval-auc:0.690804	train-auc:0.896744
[13]	eval-auc:0.690989	train-auc:0.902821
[14]	eval-auc:0.689359	train-auc:0.905176
[15]	eval-auc:0.687901	train-auc:0.909209
[16]	eval-auc:0.685139	train-auc:0.914213
[17]	eval-auc:0.685651	train-auc:0.91746
[18]	eval-auc:0.684397	train-auc:0.92035
[19]	eval-auc:0.68302	train-auc:0.923654
[20]	eval-auc:0.684924	train-auc:0.925009
[21]	eval-auc:0.687072	train-auc:0.928306
[22]	eval-auc:0.686979	train-auc:0.929226
[23]	eval-auc:0.688837	train-auc:0.932526
[24]	eval-auc:0.689885	train-auc:0.935853
[25]	eval-auc:0.690261	train-auc:0.939014
[26]	eval-auc:0.690133	train-auc:0.941521
[27]	eval-auc:0.688371	train-auc:0.94331
[28]	eval-auc:0.687346	train-auc:0.944538
[29]	eval-auc:0.686497	train-auc:0.946038
[30]	eval-auc:0.687904	train-auc:0.94724
[31]	eval-auc:0.686499	train-auc:0.949097
[32]	eval-auc:0.687367	train-auc:0.95124
[33]	eval-auc:0.687778	train-auc:0.952464
[34]	eval-auc:0.687534	train-auc:0.954692
[35]	eval-auc:0.68615	train-auc:0.95666
[36]	eval-auc:0.687087	train-auc:0.95763
[37]	eval-auc:0.687554	train-auc:0.959139
[38]	eval-auc:0.68754	train-auc:0.959857
[39]	eval-auc:0.687138	train-auc:0.961975
[40]	eval-auc:0.686986	train-auc:0.961926
[41]	eval-auc:0.687952	train-auc:0.962998
[42]	eval-auc:0.688877	train-auc:0.963708
[43]	eval-auc:0.689429	train-auc:0.964876
[44]	eval-auc:0.688589	train-auc:0.966195
[45]	eval-auc:0.690159	train-auc:0.966753
[46]	eval-auc:0.68929	train-auc:0.967775
[47]	eval-auc:0.690293	train-auc:0.968035
[48]	eval-auc:0.690118	train-auc:0.969221
[49]	eval-auc:0.68964	train-auc:0.969384
[50]	eval-auc:0.688273	train-auc:0.969829
[51]	eval-auc:0.688556	train-auc:0.970274
[52]	eval-auc:0.688896	train-auc:0.971069
[53]	eval-auc:0.689304	train-auc:0.971972
[54]	eval-auc:0.690073	train-auc:0.972857
[55]	eval-auc:0.690441	train-auc:0.972994
[56]	eval-auc:0.689797	train-auc:0.973252
[57]	eval-auc:0.690036	train-auc:0.973807
[58]	eval-auc:0.690469	train-auc:0.974618
[59]	eval-auc:0.69061	train-auc:0.975571
[60]	eval-auc:0.690662	train-auc:0.975903
[61]	eval-auc:0.690627	train-auc:0.977494
[62]	eval-auc:0.690689	train-auc:0.977569
[63]	eval-auc:0.690388	train-auc:0.978477
[64]	eval-auc:0.690406	train-auc:0.978529
[65]	eval-auc:0.690938	train-auc:0.978636
[66]	eval-auc:0.691069	train-auc:0.979089
[67]	eval-auc:0.689986	train-auc:0.979456
[68]	eval-auc:0.689208	train-auc:0.979735
[69]	eval-auc:0.688946	train-auc:0.979983
[70]	eval-auc:0.689156	train-auc:0.980627
[71]	eval-auc:0.68932	train-auc:0.98103
[72]	eval-auc:0.689614	train-auc:0.981399
[73]	eval-auc:0.690438	train-auc:0.982321
[74]	eval-auc:0.690644	train-auc:0.982818
[75]	eval-auc:0.690871	train-auc:0.98289
[76]	eval-auc:0.691247	train-auc:0.983341
[77]	eval-auc:0.692235	train-auc:0.983498
[78]	eval-auc:0.691489	train-auc:0.983824
[79]	eval-auc:0.692091	train-auc:0.984877
[80]	eval-auc:0.692078	train-auc:0.985118
[81]	eval-auc:0.691979	train-auc:0.985382
[82]	eval-auc:0.692619	train-auc:0.985723
[83]	eval-auc:0.692698	train-auc:0.986187
[84]	eval-auc:0.692332	train-auc:0.986475
[85]	eval-auc:0.693034	train-auc:0.986833
[86]	eval-auc:0.692422	train-auc:0.987226
[87]	eval-auc:0.692395	train-auc:0.987394
[88]	eval-auc:0.692707	train-auc:0.987593
[89]	eval-auc:0.692358	train-auc:0.987742
[90]	eval-auc:0.692678	train-auc:0.987706
[91]	eval-auc:0.69268	train-auc:0.98779
[92]	eval-auc:0.692792	train-auc:0.988147
[93]	eval-auc:0.692792	train-auc:0.988521
[94]	eval-auc:0.693417	train-auc:0.988655
[95]	eval-auc:0.693566	train-auc:0.988803
[96]	eval-auc:0.693024	train-auc:0.988991
[97]	eval-auc:0.694152	train-auc:0.989358
[98]	eval-auc:0.694042	train-auc:0.989721
[99]	eval-auc:0.694251	train-auc:0.989833
[100]	eval-auc:0.694183	train-auc:0.989733
[101]	eval-auc:0.694228	train-auc:0.989877
[102]	eval-auc:0.694495	train-auc:0.989942
[103]	eval-auc:0.694055	train-auc:0.990516
[104]	eval-auc:0.693796	train-auc:0.990796
[105]	eval-auc:0.694454	train-auc:0.991105
[106]	eval-auc:0.693846	train-auc:0.991202
[107]	eval-auc:0.693982	train-auc:0.991379
[108]	eval-auc:0.6932	train-auc:0.991664
[109]	eval-auc:0.693048	train-auc:0.991742
[110]	eval-auc:0.693042	train-auc:0.991877
[111]	eval-auc:0.694077	train-auc:0.992183
[112]	eval-auc:0.693994	train-auc:0.992286
[113]	eval-auc:0.69347	train-auc:0.99239
[114]	eval-auc:0.693295	train-auc:0.992516
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[831]	eval-auc:0.68954	train-auc:1
[832]	eval-auc:0.689543	train-auc:1
[833]	eval-auc:0.689247	train-auc:1
[834]	eval-auc:0.689122	train-auc:1
[835]	eval-auc:0.68908	train-auc:1
[836]	eval-auc:0.689097	train-auc:1
[837]	eval-auc:0.688915	train-auc:1
[838]	eval-auc:0.688988	train-auc:1
[839]	eval-auc:0.6892	train-auc:1
[840]	eval-auc:0.689307	train-auc:1
[841]	eval-auc:0.689252	train-auc:1
[842]	eval-auc:0.689228	train-auc:1
[843]	eval-auc:0.689285	train-auc:1
[844]	eval-auc:0.689678	train-auc:1
[845]	eval-auc:0.689716	train-auc:1
[846]	eval-auc:0.689479	train-auc:1
[847]	eval-auc:0.689407	train-auc:1
[848]	eval-auc:0.689662	train-auc:1
[849]	eval-auc:0.689672	train-auc:1
[850]	eval-auc:0.689716	train-auc:1
[851]	eval-auc:0.68964	train-auc:1
[852]	eval-auc:0.689611	train-auc:1
[853]	eval-auc:0.68968	train-auc:1
[854]	eval-auc:0.689627	train-auc:1
[855]	eval-auc:0.689476	train-auc:1
[856]	eval-auc:0.689547	train-auc:1
[857]	eval-auc:0.68941	train-auc:1
[858]	eval-auc:0.68941	train-auc:1
[859]	eval-auc:0.68941	train-auc:1
[860]	eval-auc:0.689339	train-auc:1
[861]	eval-auc:0.689421	train-auc:1
	Score 0.6894209333771882


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 718.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.68419	train-auc:0.72773
[2]	eval-auc:0.69533	train-auc:0.740988
[3]	eval-auc:0.701666	train-auc:0.741204
[4]	eval-auc:0.701613	train-auc:0.741244
[5]	eval-auc:0.704118	train-auc:0.74717
[6]	eval-auc:0.703435	train-auc:0.757657
[7]	eval-auc:0.703607	train-auc:0.765082
[8]	eval-auc:0.699511	train-auc:0.770599
[9]	eval-auc:0.699887	train-auc:0.775001
[10]	eval-auc:0.700184	train-auc:0.77716
[11]	eval-auc:0.699646	train-auc:0.776526
[12]	eval-auc:0.70216	train-auc:0.780304
[13]	eval-auc:0.700136	train-auc:0.784361
[14]	eval-auc:0.701294	train-auc:0.783346
[15]	eval-auc:0.704239	train-auc:0.788061
[16]	eval-auc:0.705147	train-auc:0.792046
[17]	eval-auc:0.706881	train-auc:0.793572
[18]	eval-auc:0.706163	train-auc:0.794465
[19]	eval-auc:0.705552	train-auc:0.795294
[20]	eval-auc:0.705743	train-auc:0.79607
[21]	eval-auc:0.705433	train-auc:0.796399
[22]	eval-auc:0.705527	train-auc:0.797853
[23]	eval-auc:0.709378	train-auc:0.802872
[24]	eval-auc:0.709218	train-auc:0.805558
[25]	eval-auc:0.709295	train-auc:0.807864
[26]	eval-auc:0.708378	train-auc:0.811277
[27]	eval-auc:0.708709	train-auc:0.811975
[28]	eval-auc:0.707607	train-auc:0.813104
[29]	eval-auc:0.706406	train-auc:0.817621
[30]	eval-auc:0.704918	train-auc:0.818548
[31]	eval-auc:0.705	train-auc:0.82105
[32]	eval-auc:0.703551	train-auc:0.823932
[33]	eval-auc:0.703698	train-auc:0.827731
[34]	eval-auc:0.701894	train-auc:0.832625
[35]	eval-auc:0.701195	train-auc:0.834068
[36]	eval-auc:0.701672	train-auc:0.83501
[37]	eval-auc:0.701794	train-auc:0.837619
[38]	eval-auc:0.700994	train-auc:0.840133
[39]	eval-auc:0.702513	train-auc:0.842658
[40]	eval-auc:0.701309	train-auc:0.843058
[41]	eval-auc:0.700016	train-auc:0.844631
[42]	eval-auc:0.700918	train-auc:0.84626
[43]	eval-auc:0.702345	train-auc:0.847653
[44]	eval-auc:0.702374	train-auc:0.849343
[45]	eval-auc:0.703636	train-auc:0.8524
[46]	eval-auc:0.703748	train-auc:0.851822
[47]	eval-auc:0.705077	train-auc:0.853945
[48]	eval-auc:0.705008	train-auc:0.854579
[49]	eval-auc:0.703667	train-auc:0.855334
[50]	eval-auc:0.703746	train-auc:0.856929
[51]	eval-auc:0.703463	train-auc:0.857539
[52]	eval-auc:0.703512	train-auc:0.857566
[53]	eval-auc:0.703592	train-auc:0.859084
[54]	eval-auc:0.704045	train-auc:0.859614
[55]	eval-auc:0.704297	train-auc:0.8619
[56]	eval-auc:0.704562	train-auc:0.863501
[57]	eval-auc:0.705864	train-auc:0.864868
[58]	eval-auc:0.707127	train-auc:0.868156
[59]	eval-auc:0.70891	train-auc:0.869579
[60]	eval-auc:0.708138	train-auc:0.871019
[61]	eval-auc:0.708649	train-auc:0.873109
[62]	eval-auc:0.707794	train-auc:0.873892
[63]	eval-auc:0.707897	train-auc:0.873996
[64]	eval-auc:0.707322	train-auc:0.876255
[65]	eval-auc:0.70873	train-auc:0.877921
[66]	eval-auc:0.710375	train-auc:0.878821
[67]	eval-auc:0.711668	train-auc:0.880809
[68]	eval-auc:0.712682	train-auc:0.884003
[69]	eval-auc:0.712792	train-auc:0.884906
[70]	eval-auc:0.712673	train-auc:0.885774
[71]	eval-auc:0.712264	train-auc:0.88823
[72]	eval-auc:0.711109	train-auc:0.888827
[73]	eval-auc:0.710406	train-auc:0.890384
[74]	eval-auc:0.710027	train-auc:0.890837
[75]	eval-auc:0.710564	train-auc:0.891924
[76]	eval-auc:0.710633	train-auc:0.891956
[77]	eval-auc:0.71094	train-auc:0.893197
[78]	eval-auc:0.710651	train-auc:0.893266
[79]	eval-auc:0.710063	train-auc:0.894015
[80]	eval-auc:0.709459	train-auc:0.894858
[81]	eval-auc:0.709481	train-auc:0.894908
[82]	eval-auc:0.709535	train-auc:0.895998
[83]	eval-auc:0.710564	train-auc:0.897858
[84]	eval-auc:0.710289	train-auc:0.898269
[85]	eval-auc:0.710596	train-auc:0.899533
[86]	eval-auc:0.710913	train-auc:0.90007
[87]	eval-auc:0.711399	train-auc:0.900608
[88]	eval-auc:0.711306	train-auc:0.901009
[89]	eval-auc:0.711577	train-auc:0.90227
[90]	eval-auc:0.711569	train-auc:0.903626
[91]	eval-auc:0.711621	train-auc:0.903762
[92]	eval-auc:0.711968	train-auc:0.904662
[93]	eval-auc:0.711964	train-auc:0.905375
[94]	eval-auc:0.710791	train-auc:0.907034
[95]	eval-auc:0.711118	train-auc:0.907818
[96]	eval-auc:0.711796	train-auc:0.908352
[97]	eval-auc:0.71152	train-auc:0.908356
[98]	eval-auc:0.710598	train-auc:0.908534
[99]	eval-auc:0.709469	train-auc:0.909958
[100]	eval-auc:0.709918	train-auc:0.910338
[101]	eval-auc:0.708652	train-auc:0.910919
[102]	eval-auc:0.709282	train-auc:0.911588
[103]	eval-auc:0.710458	train-auc:0.912059
[104]	eval-auc:0.709181	train-auc:0.913368
[105]	eval-auc:0.709113	train-auc:0.913792
[106]	eval-auc:0.708792	train-auc:0.913945
[107]	eval-auc:0.708574	train-auc:0.914352
[108]	eval-auc:0.708355	train-auc:0.915877
[109]	eval-auc:0.708382	train-auc:0.917293
[110]	eval-auc:0.707252	train-auc:0.918018
[111]	eval-auc:0.707421	train-auc:0.918622
[112]	eval-auc:0.707443	train-auc:0.91969
[113]	eval-auc:0.707106	train-auc:0.919983
[114]	eval-auc:0.706469	train-auc:0.92004
[115]	eval-auc:0.705464	train-auc:0.921059
[116]	eval-auc:0.705941	train-auc:0.921407
[117]	eval-auc:0.705152	train-auc:0.922677
[118]	eval-auc:0.705524	train-auc:0.923043
[119]	eval-auc:0.705271	train-auc:0.923685
[120]	eval-auc:0.705742	train-auc:0.924578
[121]	eval-auc:0.704601	train-auc:0.925278
[122]	eval-auc:0.703566	train-auc:0.925656
[123]	eval-auc:0.703578	train-auc:0.926146
[124]	eval-auc:0.703622	train-auc:0.926168
[125]	eval-auc:0.703585	train-auc:0.926279
[126]	eval-auc:0.703226	train-auc:0.926473
[127]	eval-auc:0.703246	train-auc:0.927329
[128]	eval-auc:0.701775	train-auc:0.927869
[129]	eval-auc:0.702343	train-auc:0.928625
[130]	eval-auc:0.70225	train-auc:0.928765
[131]	eval-auc:0.702078	train-auc:0.929507
[132]	eval-auc:0.70269	train-auc:0.930691
[133]	eval-auc:0.702661	train-auc:0.931054
[134]	eval-auc:0.702821	train-auc:0.931283
[135]	eval-auc:0.703369	train-auc:0.932147
[136]	eval-auc:0.702355	train-auc:0.933016
[137]	eval-auc:0.701897	train-auc:0.933648
[138]	eval-auc:0.702325	train-auc:0.933926
[139]	eval-auc:0.701807	train-auc:0.934354
[140]	eval-auc:0.702128	train-auc:0.934811
[141]	eval-auc:0.701964	train-auc:0.934987
[142]	eval-auc:0.70112	train-auc:0.935058
[143]	eval-auc:0.701202	train-auc:0.935707
[144]	eval-auc:0.702191	train-auc:0.936769
[145]	eval-auc:0.702931	train-auc:0.937067
[146]	eval-auc:0.703825	train-auc:0.93772
[147]	eval-auc:0.704096	train-auc:0.93845
[148]	eval-auc:0.704633	train-auc:0.939676
[149]	eval-auc:0.704918	train-auc:0.939842
[150]	eval-auc:0.705343	train-auc:0.940355
[151]	eval-auc:0.705733	train-auc:0.940783
[152]	eval-auc:0.705906	train-auc:0.940977
[153]	eval-auc:0.70615	train-auc:0.941833
[154]	eval-auc:0.704714	train-auc:0.942913
[155]	eval-auc:0.704012	train-auc:0.943305
[156]	eval-auc:0.703551	train-auc:0.943963
[157]	eval-auc:0.704163	train-auc:0.944381
[158]	eval-auc:0.704456	train-auc:0.94558
[159]	eval-auc:0.703914	train-auc:0.946422
[160]	eval-auc:0.704712	train-auc:0.947026
[161]	eval-auc:0.705009	train-auc:0.947547
[162]	eval-auc:0.705297	train-auc:0.948145
[163]	eval-auc:0.705967	train-auc:0.948702
[164]	eval-auc:0.705627	train-auc:0.94903
[165]	eval-auc:0.704434	train-auc:0.949831
[166]	eval-auc:0.704976	train-auc:0.950265
[167]	eval-auc:0.70533	train-auc:0.950397
[168]	eval-auc:0.705227	train-auc:0.950731
[169]	eval-auc:0.705117	train-auc:0.951329
[170]	eval-auc:0.704848	train-auc:0.951391
[171]	eval-auc:0.704192	train-auc:0.951431
[172]	eval-auc:0.70415	train-auc:0.951663
[173]	eval-auc:0.703969	train-auc:0.952043
[174]	eval-auc:0.703374	train-auc:0.95229
[175]	eval-auc:0.703348	train-auc:0.952339
[176]	eval-auc:0.702998	train-auc:0.95279
[177]	eval-auc:0.702752	train-auc:0.95296
[178]	eval-auc:0.702687	train-auc:0.953275
[179]	eval-auc:0.702932	train-auc:0.95326
[180]	eval-auc:0.702381	train-auc:0.953569
[181]	eval-auc:0.702954	train-auc:0.953641
[182]	eval-auc:0.703056	train-auc:0.953754
[183]	eval-auc:0.703193	train-auc:0.954417
[184]	eval-auc:0.703348	train-auc:0.954632
[185]	eval-auc:0.70347	train-auc:0.955274
[186]	eval-auc:0.7035	train-auc:0.955725
[187]	eval-auc:0.70282	train-auc:0.955951
[188]	eval-auc:0.702101	train-auc:0.95631
[189]	eval-auc:0.702523	train-auc:0.9565
[190]	eval-auc:0.702108	train-auc:0.956701
[191]	eval-auc:0.701941	train-auc:0.956882
[192]	eval-auc:0.701432	train-auc:0.957348
[193]	eval-auc:0.70029	train-auc:0.957826
[194]	eval-auc:0.699751	train-auc:0.958202
[195]	eval-auc:0.699893	train-auc:0.95875
[196]	eval-auc:0.698434	train-auc:0.959206
[197]	eval-auc:0.698731	train-auc:0.959413
[198]	eval-auc:0.698315	train-auc:0.959808
[199]	eval-auc:0.6982	train-auc:0.960371
[200]	eval-auc:0.697773	train-auc:0.960978
[201]	eval-auc:0.69782	train-auc:0.961688
[202]	eval-auc:0.697466	train-auc:0.962005
[203]	eval-auc:0.696943	train-auc:0.962308
[204]	eval-auc:0.696258	train-auc:0.962602
[205]	eval-auc:0.69652	train-auc:0.962835
[206]	eval-auc:0.695835	train-auc:0.962911
[207]	eval-auc:0.695644	train-auc:0.963366
[208]	eval-auc:0.696346	train-auc:0.963636
[209]	eval-auc:0.696185	train-auc:0.963951
[210]	eval-auc:0.697163	train-auc:0.964134
[211]	eval-auc:0.697484	train-auc:0.964227
[212]	eval-auc:0.697759	train-auc:0.96468
[213]	eval-auc:0.697884	train-auc:0.964981
[214]	eval-auc:0.698166	train-auc:0.965172
[215]	eval-auc:0.697907	train-auc:0.965598
[216]	eval-auc:0.698117	train-auc:0.965656
[217]	eval-auc:0.697769	train-auc:0.965716
[218]	eval-auc:0.699433	train-auc:0.966356
[219]	eval-auc:0.699588	train-auc:0.966446
[220]	eval-auc:0.699354	train-auc:0.96643
[221]	eval-auc:0.699492	train-auc:0.966727
[222]	eval-auc:0.699504	train-auc:0.967071
[223]	eval-auc:0.699572	train-auc:0.967075
[224]	eval-auc:0.698076	train-auc:0.967186
[225]	eval-auc:0.697211	train-auc:0.967513
[226]	eval-auc:0.696745	train-auc:0.967766
[227]	eval-auc:0.697801	train-auc:0.967825
[228]	eval-auc:0.697339	train-auc:0.967886
[229]	eval-auc:0.697498	train-auc:0.968256
[230]	eval-auc:0.697461	train-auc:0.968766
[231]	eval-auc:0.697755	train-auc:0.969087
[232]	eval-auc:0.698055	train-auc:0.969424
[233]	eval-auc:0.698043	train-auc:0.969546
[234]	eval-auc:0.698099	train-auc:0.969722
[235]	eval-auc:0.697272	train-auc:0.970016
[236]	eval-auc:0.696435	train-auc:0.970249
[237]	eval-auc:0.696704	train-auc:0.970383
[238]	eval-auc:0.696732	train-auc:0.970596
[239]	eval-auc:0.697278	train-auc:0.971155
[240]	eval-auc:0.696917	train-auc:0.971196
[241]	eval-auc:0.696936	train-auc:0.971316
[242]	eval-auc:0.697199	train-auc:0.971928
[243]	eval-auc:0.697444	train-auc:0.972081
[244]	eval-auc:0.697495	train-auc:0.972083
[245]	eval-auc:0.697607	train-auc:0.972304
[246]	eval-auc:0.698448	train-auc:0.972785
[247]	eval-auc:0.699626	train-auc:0.97299
[248]	eval-auc:0.699396	train-auc:0.97305
[249]	eval-auc:0.699463	train-auc:0.973228
[250]	eval-auc:0.699343	train-auc:0.973264
[251]	eval-auc:0.699421	train-auc:0.973316
[252]	eval-auc:0.699029	train-auc:0.973286
[253]	eval-auc:0.698577	train-auc:0.973299
[254]	eval-auc:0.698583	train-auc:0.973776
[255]	eval-auc:0.698798	train-auc:0.973949
[256]	eval-auc:0.697663	train-auc:0.974212
[257]	eval-auc:0.697621	train-auc:0.974242
[258]	eval-auc:0.698038	train-auc:0.974493
[259]	eval-auc:0.697945	train-auc:0.974676
[260]	eval-auc:0.697662	train-auc:0.974709
[261]	eval-auc:0.697434	train-auc:0.974725
[262]	eval-auc:0.697077	train-auc:0.974753
[263]	eval-auc:0.696902	train-auc:0.974852
[264]	eval-auc:0.696974	train-auc:0.974997
[265]	eval-auc:0.696767	train-auc:0.974882
[266]	eval-auc:0.697197	train-auc:0.975259
[267]	eval-auc:0.697229	train-auc:0.975489
[268]	eval-auc:0.697393	train-auc:0.975683
[269]	eval-auc:0.697353	train-auc:0.975836
[270]	eval-auc:0.696882	train-auc:0.975981
[271]	eval-auc:0.696461	train-auc:0.97629
[272]	eval-auc:0.696642	train-auc:0.976432
[273]	eval-auc:0.696518	train-auc:0.976522
[274]	eval-auc:0.696337	train-auc:0.976514
[275]	eval-auc:0.695955	train-auc:0.976762
[276]	eval-auc:0.695795	train-auc:0.976725
[277]	eval-auc:0.695768	train-auc:0.976795
[278]	eval-auc:0.695492	train-auc:0.976957
[279]	eval-auc:0.695591	train-auc:0.977004
[280]	eval-auc:0.695174	train-auc:0.977113
[281]	eval-auc:0.69523	train-auc:0.977129
[282]	eval-auc:0.695296	train-auc:0.977383
[283]	eval-auc:0.695206	train-auc:0.977508
[284]	eval-auc:0.695153	train-auc:0.977657
[285]	eval-auc:0.695536	train-auc:0.977793
[286]	eval-auc:0.695564	train-auc:0.977863
[287]	eval-auc:0.694778	train-auc:0.97801
[288]	eval-auc:0.694616	train-auc:0.978334
[289]	eval-auc:0.694615	train-auc:0.978458
[290]	eval-auc:0.69442	train-auc:0.978648
[291]	eval-auc:0.694431	train-auc:0.978804
[292]	eval-auc:0.694682	train-auc:0.979092
[293]	eval-auc:0.694452	train-auc:0.979272
[294]	eval-auc:0.694397	train-auc:0.979457
[295]	eval-auc:0.694248	train-auc:0.979575
[296]	eval-auc:0.693476	train-auc:0.979725
[297]	eval-auc:0.693957	train-auc:0.979761
[298]	eval-auc:0.694094	train-auc:0.979845
[299]	eval-auc:0.694178	train-auc:0.979989
[300]	eval-auc:0.694464	train-auc:0.980022
[301]	eval-auc:0.694266	train-auc:0.980068
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[638]	eval-auc:0.688245	train-auc:0.997086
[639]	eval-auc:0.688264	train-auc:0.997069
[640]	eval-auc:0.688545	train-auc:0.997099
[641]	eval-auc:0.688247	train-auc:0.997102
[642]	eval-auc:0.688171	train-auc:0.997107
[643]	eval-auc:0.68811	train-auc:0.997117
[644]	eval-auc:0.688247	train-auc:0.99713
[645]	eval-auc:0.688302	train-auc:0.997127
[646]	eval-auc:0.688238	train-auc:0.997124
[647]	eval-auc:0.688495	train-auc:0.997128
[648]	eval-auc:0.687843	train-auc:0.997132
[649]	eval-auc:0.687495	train-auc:0.997157
[650]	eval-auc:0.687522	train-auc:0.997171
[651]	eval-auc:0.687734	train-auc:0.997162
[652]	eval-auc:0.68777	train-auc:0.997199
[653]	eval-auc:0.687478	train-auc:0.997237
[654]	eval-auc:0.687237	train-auc:0.997246
[655]	eval-auc:0.687207	train-auc:0.997268
[656]	eval-auc:0.687017	train-auc:0.997283
[657]	eval-auc:0.687137	train-auc:0.997287
[658]	eval-auc:0.687047	train-auc:0.997289
[659]	eval-auc:0.687324	train-auc:0.997281
[660]	eval-auc:0.686911	train-auc:0.997324
[661]	eval-auc:0.687099	train-auc:0.99734
[662]	eval-auc:0.687007	train-auc:0.997349
[663]	eval-auc:0.686983	train-auc:0.997368
[664]	eval-auc:0.68694	train-auc:0.997402
[665]	eval-auc:0.686928	train-auc:0.997417
[666]	eval-auc:0.686318	train-auc:0.997427
[667]	eval-auc:0.686586	train-auc:0.997428
[668]	eval-auc:0.68661	train-auc:0.997429
[669]	eval-auc:0.686647	train-auc:0.997434
[670]	eval-auc:0.686977	train-auc:0.997437
[671]	eval-auc:0.687084	train-auc:0.997459
[672]	eval-auc:0.687233	train-auc:0.997483
[673]	eval-auc:0.687311	train-auc:0.997482
[674]	eval-auc:0.687446	train-auc:0.997504
[675]	eval-auc:0.686951	train-auc:0.997513
[676]	eval-auc:0.687048	train-auc:0.997537
[677]	eval-auc:0.686866	train-auc:0.997562
[678]	eval-auc:0.686919	train-auc:0.997585
[679]	eval-auc:0.686698	train-auc:0.99758
[680]	eval-auc:0.687211	train-auc:0.997608
[681]	eval-auc:0.687291	train-auc:0.997614
[682]	eval-auc:0.686895	train-auc:0.997654
[683]	eval-auc:0.686889	train-auc:0.997661
[684]	eval-auc:0.686924	train-auc:0.997679
[685]	eval-auc:0.686753	train-auc:0.997671
[686]	eval-auc:0.686838	train-auc:0.997679
[687]	eval-auc:0.686663	train-auc:0.997682
[688]	eval-auc:0.686628	train-auc:0.997706
[689]	eval-auc:0.686216	train-auc:0.99772
[690]	eval-auc:0.686147	train-auc:0.997762
[691]	eval-auc:0.686342	train-auc:0.997765
[692]	eval-auc:0.686068	train-auc:0.997741
[693]	eval-auc:0.685824	train-auc:0.99776
[694]	eval-auc:0.685308	train-auc:0.997774
[695]	eval-auc:0.685031	train-auc:0.997783
[696]	eval-auc:0.684809	train-auc:0.997785
[697]	eval-auc:0.684911	train-auc:0.997786
[698]	eval-auc:0.684819	train-auc:0.997793
[699]	eval-auc:0.684877	train-auc:0.997801
[700]	eval-auc:0.684478	train-auc:0.997802
[701]	eval-auc:0.684478	train-auc:0.997802
[702]	eval-auc:0.684478	train-auc:0.997802
[703]	eval-auc:0.684017	train-auc:0.997813
[704]	eval-auc:0.684091	train-auc:0.997823
[705]	eval-auc:0.684051	train-auc:0.997851
[706]	eval-auc:0.683973	train-auc:0.997909
[707]	eval-auc:0.68411	train-auc:0.997914
[708]	eval-auc:0.684181	train-auc:0.997957
[709]	eval-auc:0.684379	train-auc:0.997968
[710]	eval-auc:0.684134	train-auc:0.997975
[711]	eval-auc:0.684055	train-auc:0.997975
[712]	eval-auc:0.684175	train-auc:0.997975
[713]	eval-auc:0.683851	train-auc:0.99797
[714]	eval-auc:0.683878	train-auc:0.997968
[715]	eval-auc:0.683927	train-auc:0.997983
[716]	eval-auc:0.683747	train-auc:0.997986
[717]	eval-auc:0.683721	train-auc:0.997989
	Score 0.6837213268525624


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 5, 'min_child_weight': 6.0, 'n_estimators': 850.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.697173	train-auc:0.751164
[1]	eval-auc:0.688913	train-auc:0.762029
[2]	eval-auc:0.692779	train-auc:0.77508
[3]	eval-auc:0.696237	train-auc:0.782854
[4]	eval-auc:0.695956	train-auc:0.794769
[5]	eval-auc:0.688719	train-auc:0.807077
[6]	eval-auc:0.692776	train-auc:0.80678
[7]	eval-auc:0.694129	train-auc:0.812379
[8]	eval-auc:0.697022	train-auc:0.821952
[9]	eval-auc:0.698943	train-auc:0.82523
[10]	eval-auc:0.697883	train-auc:0.828194
[11]	eval-auc:0.700075	train-auc:0.831245
[12]	eval-auc:0.697916	train-auc:0.828296
[13]	eval-auc:0.698531	train-auc:0.826104
[14]	eval-auc:0.700863	train-auc:0.826642
[15]	eval-auc:0.700439	train-auc:0.830225
[16]	eval-auc:0.702987	train-auc:0.834974
[17]	eval-auc:0.703208	train-auc:0.839355
[18]	eval-auc:0.701609	train-auc:0.840441
[19]	eval-auc:0.703745	train-auc:0.844458
[20]	eval-auc:0.705433	train-auc:0.843962
[21]	eval-auc:0.706	train-auc:0.847094
[22]	eval-auc:0.707522	train-auc:0.84772
[23]	eval-auc:0.707416	train-auc:0.847614
[24]	eval-auc:0.704518	train-auc:0.851908
[25]	eval-auc:0.704542	train-auc:0.854283
[26]	eval-auc:0.702673	train-auc:0.854834
[27]	eval-auc:0.703327	train-auc:0.857769
[28]	eval-auc:0.703497	train-auc:0.855507
[29]	eval-auc:0.702649	train-auc:0.854716
[30]	eval-auc:0.703916	train-auc:0.857113
[31]	eval-auc:0.703719	train-auc:0.857322
[32]	eval-auc:0.70402	train-auc:0.859419
[33]	eval-auc:0.704568	train-auc:0.859199
[34]	eval-auc:0.704383	train-auc:0.859878
[35]	eval-auc:0.704708	train-auc:0.861652
[36]	eval-auc:0.706197	train-auc:0.86295
[37]	eval-auc:0.706561	train-auc:0.862441
[38]	eval-auc:0.707359	train-auc:0.862686
[39]	eval-auc:0.707368	train-auc:0.862529
[40]	eval-auc:0.706489	train-auc:0.863023
[41]	eval-auc:0.707207	train-auc:0.862928
[42]	eval-auc:0.707229	train-auc:0.863036
[43]	eval-auc:0.706285	train-auc:0.865316
[44]	eval-auc:0.706895	train-auc:0.866228
[45]	eval-auc:0.707872	train-auc:0.865846
[46]	eval-auc:0.707971	train-auc:0.866821
[47]	eval-auc:0.708565	train-auc:0.866686
[48]	eval-auc:0.709003	train-auc:0.867358
[49]	eval-auc:0.708289	train-auc:0.869251
[50]	eval-auc:0.708461	train-auc:0.869835
[51]	eval-auc:0.707895	train-auc:0.871112
[52]	eval-auc:0.708329	train-auc:0.872337
[53]	eval-auc:0.70835	train-auc:0.873644
[54]	eval-auc:0.708827	train-auc:0.875614
[55]	eval-auc:0.708298	train-auc:0.876716
[56]	eval-auc:0.707359	train-auc:0.877647
[57]	eval-auc:0.706593	train-auc:0.878799
[58]	eval-auc:0.706829	train-auc:0.879114
[59]	eval-auc:0.70669	train-auc:0.879965
[60]	eval-auc:0.705806	train-auc:0.88065
[61]	eval-auc:0.705471	train-auc:0.880892
[62]	eval-auc:0.705516	train-auc:0.882533
[63]	eval-auc:0.704793	train-auc:0.884073
[64]	eval-auc:0.70486	train-auc:0.884238
[65]	eval-auc:0.705076	train-auc:0.884412
[66]	eval-auc:0.705401	train-auc:0.885
[67]	eval-auc:0.705609	train-auc:0.885907
[68]	eval-auc:0.704557	train-auc:0.887194
[69]	eval-auc:0.705137	train-auc:0.888159
[70]	eval-auc:0.704236	train-auc:0.889388
[71]	eval-auc:0.704045	train-auc:0.889963
[72]	eval-auc:0.703945	train-auc:0.890056
[73]	eval-auc:0.703665	train-auc:0.891685
[74]	eval-auc:0.703893	train-auc:0.892177
[75]	eval-auc:0.704624	train-auc:0.893382
[76]	eval-auc:0.704409	train-auc:0.893347
[77]	eval-auc:0.70414	train-auc:0.893528
[78]	eval-auc:0.703375	train-auc:0.894066
[79]	eval-auc:0.702701	train-auc:0.894369
[80]	eval-auc:0.702833	train-auc:0.89488
[81]	eval-auc:0.703266	train-auc:0.895821
[82]	eval-auc:0.703254	train-auc:0.895907
[83]	eval-auc:0.703461	train-auc:0.896246
[84]	eval-auc:0.703349	train-auc:0.897044
[85]	eval-auc:0.70364	train-auc:0.897933
[86]	eval-auc:0.703805	train-auc:0.89802
[87]	eval-auc:0.703176	train-auc:0.897613
[88]	eval-auc:0.7041	train-auc:0.897523
[89]	eval-auc:0.703334	train-auc:0.897928
[90]	eval-auc:0.702684	train-auc:0.897914
[91]	eval-auc:0.70262	train-auc:0.898162
[92]	eval-auc:0.702547	train-auc:0.899297
[93]	eval-auc:0.702079	train-auc:0.899745
[94]	eval-auc:0.702312	train-auc:0.901263
[95]	eval-auc:0.702003	train-auc:0.901318
[96]	eval-auc:0.702058	train-auc:0.901946
[97]	eval-auc:0.702462	train-auc:0.902154
[98]	eval-auc:0.702337	train-auc:0.902376
[99]	eval-auc:0.702328	train-auc:0.902791
[100]	eval-auc:0.702302	train-auc:0.903654
[101]	eval-auc:0.70276	train-auc:0.904178
[102]	eval-auc:0.702891	train-auc:0.904968
[103]	eval-auc:0.702885	train-auc:0.905196
[104]	eval-auc:0.702704	train-auc:0.905399
[105]	eval-auc:0.702576	train-auc:0.905476
[106]	eval-auc:0.702734	train-auc:0.906074
[107]	eval-auc:0.702605	train-auc:0.907061
[108]	eval-auc:0.702548	train-auc:0.907286
[109]	eval-auc:0.701973	train-auc:0.907815
[110]	eval-auc:0.701578	train-auc:0.907988
[111]	eval-auc:0.701831	train-auc:0.908358
[112]	eval-auc:0.701648	train-auc:0.909092
[113]	eval-auc:0.702186	train-auc:0.909244
[114]	eval-auc:0.702244	train-auc:0.909687
[115]	eval-auc:0.70232	train-auc:0.910237
[116]	eval-auc:0.702644	train-auc:0.910764
[117]	eval-auc:0.702302	train-auc:0.911595
[118]	eval-auc:0.702127	train-auc:0.911099
[119]	eval-auc:0.702456	train-auc:0.911711
[120]	eval-auc:0.701958	train-auc:0.912711
[121]	eval-auc:0.702096	train-auc:0.91339
[122]	eval-auc:0.701846	train-auc:0.913896
[123]	eval-auc:0.701655	train-auc:0.913902
[124]	eval-auc:0.701938	train-auc:0.91495
[125]	eval-auc:0.70206	train-auc:0.915217
[126]	eval-auc:0.701723	train-auc:0.915818
[127]	eval-auc:0.7014	train-auc:0.915704
[128]	eval-auc:0.701233	train-auc:0.91609
[129]	eval-auc:0.701451	train-auc:0.91651
[130]	eval-auc:0.701502	train-auc:0.917033
[131]	eval-auc:0.700793	train-auc:0.917202
[132]	eval-auc:0.700721	train-auc:0.917761
[133]	eval-auc:0.70096	train-auc:0.918002
[134]	eval-auc:0.701476	train-auc:0.918312
[135]	eval-auc:0.701722	train-auc:0.918955
[136]	eval-auc:0.701097	train-auc:0.91914
[137]	eval-auc:0.701201	train-auc:0.92037
[138]	eval-auc:0.701007	train-auc:0.921114
[139]	eval-auc:0.701201	train-auc:0.921398
[140]	eval-auc:0.700997	train-auc:0.921622
[141]	eval-auc:0.701347	train-auc:0.921761
[142]	eval-auc:0.701589	train-auc:0.92242
[143]	eval-auc:0.701603	train-auc:0.923126
[144]	eval-auc:0.701764	train-auc:0.923289
[145]	eval-auc:0.701988	train-auc:0.923357
[146]	eval-auc:0.702251	train-auc:0.923646
[147]	eval-auc:0.702224	train-auc:0.923769
[148]	eval-auc:0.702154	train-auc:0.924109
[149]	eval-auc:0.702255	train-auc:0.924325
[150]	eval-auc:0.702366	train-auc:0.924566
[151]	eval-auc:0.702011	train-auc:0.924613
[152]	eval-auc:0.702349	train-auc:0.925063
[153]	eval-auc:0.702373	train-auc:0.925414
[154]	eval-auc:0.702591	train-auc:0.926029
[155]	eval-auc:0.702705	train-auc:0.926223
[156]	eval-auc:0.703011	train-auc:0.926564
[157]	eval-auc:0.70324	train-auc:0.926929
[158]	eval-auc:0.70289	train-auc:0.92742
[159]	eval-auc:0.703119	train-auc:0.927475
[160]	eval-auc:0.702807	train-auc:0.927792
[161]	eval-auc:0.702829	train-auc:0.927826
[162]	eval-auc:0.702597	train-auc:0.927924
[163]	eval-auc:0.702303	train-auc:0.928774
[164]	eval-auc:0.702431	train-auc:0.929215
[165]	eval-auc:0.70245	train-auc:0.929505
[166]	eval-auc:0.70252	train-auc:0.929907
[167]	eval-auc:0.702392	train-auc:0.930495
[168]	eval-auc:0.702425	train-auc:0.930484
[169]	eval-auc:0.702325	train-auc:0.930653
[170]	eval-auc:0.702375	train-auc:0.931001
[171]	eval-auc:0.702323	train-auc:0.931481
[172]	eval-auc:0.702378	train-auc:0.931716
[173]	eval-auc:0.702486	train-auc:0.93199
[174]	eval-auc:0.702699	train-auc:0.932292
[175]	eval-auc:0.702454	train-auc:0.932465
[176]	eval-auc:0.702178	train-auc:0.932514
[177]	eval-auc:0.702165	train-auc:0.933211
[178]	eval-auc:0.702326	train-auc:0.933815
[179]	eval-auc:0.702287	train-auc:0.93389
[180]	eval-auc:0.701956	train-auc:0.934035
[181]	eval-auc:0.701889	train-auc:0.934495
[182]	eval-auc:0.701798	train-auc:0.93457
[183]	eval-auc:0.701824	train-auc:0.934931
[184]	eval-auc:0.701546	train-auc:0.935576
[185]	eval-auc:0.701033	train-auc:0.935904
[186]	eval-auc:0.700931	train-auc:0.936244
[187]	eval-auc:0.701108	train-auc:0.936921
[188]	eval-auc:0.701307	train-auc:0.937202
[189]	eval-auc:0.701212	train-auc:0.93771
[190]	eval-auc:0.70172	train-auc:0.938044
[191]	eval-auc:0.701799	train-auc:0.938162
[192]	eval-auc:0.701327	train-auc:0.93838
[193]	eval-auc:0.701196	train-auc:0.939041
[194]	eval-auc:0.70124	train-auc:0.939777
[195]	eval-auc:0.701169	train-auc:0.93995
[196]	eval-auc:0.701103	train-auc:0.940247
[197]	eval-auc:0.701167	train-auc:0.940407
[198]	eval-auc:0.701135	train-auc:0.94092
[199]	eval-auc:0.701215	train-auc:0.941039
[200]	eval-auc:0.7011	train-auc:0.941564
[201]	eval-auc:0.701195	train-auc:0.941558
[202]	eval-auc:0.701219	train-auc:0.941989
[203]	eval-auc:0.701266	train-auc:0.942654
[204]	eval-auc:0.701128	train-auc:0.943165
[205]	eval-auc:0.701076	train-auc:0.943204
[206]	eval-auc:0.701221	train-auc:0.943354
[207]	eval-auc:0.701095	train-auc:0.943787
[208]	eval-auc:0.701358	train-auc:0.944183
[209]	eval-auc:0.701142	train-auc:0.944265
[210]	eval-auc:0.701156	train-auc:0.944449
[211]	eval-auc:0.701042	train-auc:0.944385
[212]	eval-auc:0.700753	train-auc:0.94474
[213]	eval-auc:0.700592	train-auc:0.945186
[214]	eval-auc:0.700249	train-auc:0.945577
[215]	eval-auc:0.700381	train-auc:0.946051
[216]	eval-auc:0.700254	train-auc:0.945994
[217]	eval-auc:0.700803	train-auc:0.9464
[218]	eval-auc:0.70073	train-auc:0.946517
[219]	eval-auc:0.700427	train-auc:0.946655
[220]	eval-auc:0.700322	train-auc:0.946652
[221]	eval-auc:0.700447	train-auc:0.946998
[222]	eval-auc:0.700628	train-auc:0.947245
[223]	eval-auc:0.700685	train-auc:0.947133
[224]	eval-auc:0.701049	train-auc:0.947316
[225]	eval-auc:0.701167	train-auc:0.947488
[226]	eval-auc:0.70126	train-auc:0.948163
[227]	eval-auc:0.7011	train-auc:0.948372
[228]	eval-auc:0.701224	train-auc:0.948398
[229]	eval-auc:0.701583	train-auc:0.948951
[230]	eval-auc:0.701711	train-auc:0.94911
[231]	eval-auc:0.701799	train-auc:0.949549
[232]	eval-auc:0.702201	train-auc:0.950054
[233]	eval-auc:0.70228	train-auc:0.950602
[234]	eval-auc:0.702436	train-auc:0.950631
[235]	eval-auc:0.70245	train-auc:0.950595
[236]	eval-auc:0.702382	train-auc:0.950805
[237]	eval-auc:0.7023	train-auc:0.951217
[238]	eval-auc:0.701897	train-auc:0.951472
[239]	eval-auc:0.701891	train-auc:0.951622
[240]	eval-auc:0.702242	train-auc:0.952115
[241]	eval-auc:0.70215	train-auc:0.952261
[242]	eval-auc:0.702075	train-auc:0.952262
[243]	eval-auc:0.702082	train-auc:0.952242
[244]	eval-auc:0.702171	train-auc:0.95259
[245]	eval-auc:0.702285	train-auc:0.952827
[246]	eval-auc:0.702483	train-auc:0.952958
[247]	eval-auc:0.70256	train-auc:0.953337
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[582]	eval-auc:0.702608	train-auc:0.988973
[583]	eval-auc:0.702606	train-auc:0.989008
[584]	eval-auc:0.702739	train-auc:0.989073
[585]	eval-auc:0.702766	train-auc:0.989146
[586]	eval-auc:0.702877	train-auc:0.98919
[587]	eval-auc:0.702963	train-auc:0.989238
[588]	eval-auc:0.702923	train-auc:0.989251
[589]	eval-auc:0.702762	train-auc:0.989348
[590]	eval-auc:0.702372	train-auc:0.989393
[591]	eval-auc:0.702456	train-auc:0.989481
[592]	eval-auc:0.702379	train-auc:0.989451
[593]	eval-auc:0.702386	train-auc:0.989482
[594]	eval-auc:0.702322	train-auc:0.989557
[595]	eval-auc:0.702373	train-auc:0.989562
[596]	eval-auc:0.702273	train-auc:0.989561
[597]	eval-auc:0.702153	train-auc:0.989611
[598]	eval-auc:0.702023	train-auc:0.989646
[599]	eval-auc:0.702124	train-auc:0.989732
[600]	eval-auc:0.702142	train-auc:0.989769
[601]	eval-auc:0.702127	train-auc:0.989783
[602]	eval-auc:0.702067	train-auc:0.989818
[603]	eval-auc:0.702184	train-auc:0.989819
[604]	eval-auc:0.702227	train-auc:0.989848
[605]	eval-auc:0.702051	train-auc:0.989907
[606]	eval-auc:0.701895	train-auc:0.989932
[607]	eval-auc:0.701947	train-auc:0.989952
[608]	eval-auc:0.701895	train-auc:0.990007
[609]	eval-auc:0.701906	train-auc:0.990035
[610]	eval-auc:0.701854	train-auc:0.990031
[611]	eval-auc:0.701924	train-auc:0.990013
[612]	eval-auc:0.702025	train-auc:0.990012
[613]	eval-auc:0.702012	train-auc:0.990011
[614]	eval-auc:0.701845	train-auc:0.990069
[615]	eval-auc:0.701766	train-auc:0.990063
[616]	eval-auc:0.701903	train-auc:0.990126
[617]	eval-auc:0.701658	train-auc:0.99019
[618]	eval-auc:0.701507	train-auc:0.990206
[619]	eval-auc:0.701481	train-auc:0.990204
[620]	eval-auc:0.701498	train-auc:0.990248
[621]	eval-auc:0.701486	train-auc:0.990307
[622]	eval-auc:0.70131	train-auc:0.990331
[623]	eval-auc:0.701438	train-auc:0.990336
[624]	eval-auc:0.701595	train-auc:0.990398
[625]	eval-auc:0.70137	train-auc:0.990425
[626]	eval-auc:0.701518	train-auc:0.990514
[627]	eval-auc:0.70151	train-auc:0.990594
[628]	eval-auc:0.701382	train-auc:0.990718
[629]	eval-auc:0.701662	train-auc:0.990769
[630]	eval-auc:0.70167	train-auc:0.990829
[631]	eval-auc:0.70167	train-auc:0.990853
[632]	eval-auc:0.701705	train-auc:0.990925
[633]	eval-auc:0.701606	train-auc:0.990963
[634]	eval-auc:0.701722	train-auc:0.991049
[635]	eval-auc:0.701711	train-auc:0.991076
[636]	eval-auc:0.701764	train-auc:0.991048
[637]	eval-auc:0.701824	train-auc:0.991083
[638]	eval-auc:0.701822	train-auc:0.991173
[639]	eval-auc:0.701952	train-auc:0.991214
[640]	eval-auc:0.701938	train-auc:0.991256
[641]	eval-auc:0.701869	train-auc:0.991263
[642]	eval-auc:0.701754	train-auc:0.991283
[643]	eval-auc:0.701811	train-auc:0.991307
[644]	eval-auc:0.701933	train-auc:0.991375
[645]	eval-auc:0.702213	train-auc:0.991423
[646]	eval-auc:0.702016	train-auc:0.991445
[647]	eval-auc:0.70192	train-auc:0.991442
[648]	eval-auc:0.702078	train-auc:0.991481
[649]	eval-auc:0.702046	train-auc:0.991492
[650]	eval-auc:0.702028	train-auc:0.99156
[651]	eval-auc:0.702166	train-auc:0.991567
[652]	eval-auc:0.702143	train-auc:0.991613
[653]	eval-auc:0.701885	train-auc:0.99162
[654]	eval-auc:0.701938	train-auc:0.991619
[655]	eval-auc:0.70184	train-auc:0.991636
[656]	eval-auc:0.701827	train-auc:0.991652
[657]	eval-auc:0.702162	train-auc:0.991722
[658]	eval-auc:0.702111	train-auc:0.9917
[659]	eval-auc:0.7025	train-auc:0.991757
[660]	eval-auc:0.702437	train-auc:0.991771
[661]	eval-auc:0.70236	train-auc:0.991853
[662]	eval-auc:0.702399	train-auc:0.991861
[663]	eval-auc:0.70236	train-auc:0.991886
[664]	eval-auc:0.702338	train-auc:0.991957
[665]	eval-auc:0.702434	train-auc:0.992009
[666]	eval-auc:0.702233	train-auc:0.992025
[667]	eval-auc:0.702334	train-auc:0.992047
[668]	eval-auc:0.702382	train-auc:0.992062
[669]	eval-auc:0.70221	train-auc:0.992096
[670]	eval-auc:0.702296	train-auc:0.992122
[671]	eval-auc:0.702285	train-auc:0.992158
[672]	eval-auc:0.702189	train-auc:0.992215
[673]	eval-auc:0.70218	train-auc:0.992254
[674]	eval-auc:0.702124	train-auc:0.992275
[675]	eval-auc:0.702229	train-auc:0.992365
[676]	eval-auc:0.702236	train-auc:0.992413
[677]	eval-auc:0.702142	train-auc:0.992489
[678]	eval-auc:0.702131	train-auc:0.992481
[679]	eval-auc:0.702046	train-auc:0.992503
[680]	eval-auc:0.702081	train-auc:0.992547
[681]	eval-auc:0.702172	train-auc:0.992609
[682]	eval-auc:0.702095	train-auc:0.992655
[683]	eval-auc:0.702171	train-auc:0.992678
[684]	eval-auc:0.702184	train-auc:0.992697
[685]	eval-auc:0.702049	train-auc:0.992732
[686]	eval-auc:0.702055	train-auc:0.992741
[687]	eval-auc:0.70202	train-auc:0.992807
[688]	eval-auc:0.701967	train-auc:0.992811
[689]	eval-auc:0.70199	train-auc:0.992842
[690]	eval-auc:0.701999	train-auc:0.992865
[691]	eval-auc:0.701961	train-auc:0.992886
[692]	eval-auc:0.701923	train-auc:0.992909
[693]	eval-auc:0.701755	train-auc:0.992918
[694]	eval-auc:0.701585	train-auc:0.992949
[695]	eval-auc:0.701667	train-auc:0.992982
[696]	eval-auc:0.701553	train-auc:0.99301
[697]	eval-auc:0.701693	train-auc:0.993059
[698]	eval-auc:0.70181	train-auc:0.993076
[699]	eval-auc:0.701784	train-auc:0.993133
[700]	eval-auc:0.701958	train-auc:0.993154
[701]	eval-auc:0.701997	train-auc:0.993181
[702]	eval-auc:0.702012	train-auc:0.99319
[703]	eval-auc:0.702037	train-auc:0.993213
[704]	eval-auc:0.702022	train-auc:0.993236
[705]	eval-auc:0.702055	train-auc:0.993282
[706]	eval-auc:0.702022	train-auc:0.993305
[707]	eval-auc:0.702181	train-auc:0.99334
[708]	eval-auc:0.702099	train-auc:0.993385
[709]	eval-auc:0.702111	train-auc:0.993385
[710]	eval-auc:0.702161	train-auc:0.993394
[711]	eval-auc:0.702031	train-auc:0.993404
[712]	eval-auc:0.70191	train-auc:0.993481
[713]	eval-auc:0.701921	train-auc:0.993507
[714]	eval-auc:0.701837	train-auc:0.993533
[715]	eval-auc:0.701737	train-auc:0.993538
[716]	eval-auc:0.701607	train-auc:0.993578
[717]	eval-auc:0.701475	train-auc:0.99363
[718]	eval-auc:0.701591	train-auc:0.993657
[719]	eval-auc:0.701496	train-auc:0.993697
[720]	eval-auc:0.701557	train-auc:0.993718
[721]	eval-auc:0.701507	train-auc:0.993755
[722]	eval-auc:0.701457	train-auc:0.993786
[723]	eval-auc:0.701388	train-auc:0.993784
[724]	eval-auc:0.701515	train-auc:0.993828
[725]	eval-auc:0.701533	train-auc:0.993853
[726]	eval-auc:0.701405	train-auc:0.993883
[727]	eval-auc:0.701412	train-auc:0.99389
[728]	eval-auc:0.701376	train-auc:0.993927
[729]	eval-auc:0.701317	train-auc:0.993939
[730]	eval-auc:0.701419	train-auc:0.993988
[731]	eval-auc:0.701455	train-auc:0.994003
[732]	eval-auc:0.701447	train-auc:0.993976
[733]	eval-auc:0.701294	train-auc:0.993995
[734]	eval-auc:0.701269	train-auc:0.994002
[735]	eval-auc:0.701245	train-auc:0.994048
[736]	eval-auc:0.701265	train-auc:0.994046
[737]	eval-auc:0.701342	train-auc:0.994086
[738]	eval-auc:0.701412	train-auc:0.99411
[739]	eval-auc:0.701441	train-auc:0.994127
[740]	eval-auc:0.701479	train-auc:0.994133
[741]	eval-auc:0.701472	train-auc:0.994119
[742]	eval-auc:0.701647	train-auc:0.994118
[743]	eval-auc:0.701717	train-auc:0.994162
[744]	eval-auc:0.701667	train-auc:0.994181
[745]	eval-auc:0.70162	train-auc:0.994193
[746]	eval-auc:0.701673	train-auc:0.994208
[747]	eval-auc:0.70183	train-auc:0.994233
[748]	eval-auc:0.701961	train-auc:0.994284
[749]	eval-auc:0.701987	train-auc:0.994308
[750]	eval-auc:0.70195	train-auc:0.99433
[751]	eval-auc:0.701845	train-auc:0.994321
[752]	eval-auc:0.701895	train-auc:0.994338
[753]	eval-auc:0.70198	train-auc:0.994362
[754]	eval-auc:0.701993	train-auc:0.994384
[755]	eval-auc:0.701959	train-auc:0.994398
[756]	eval-auc:0.70202	train-auc:0.994388
[757]	eval-auc:0.701816	train-auc:0.994431
[758]	eval-auc:0.701703	train-auc:0.994437
[759]	eval-auc:0.701667	train-auc:0.994447
[760]	eval-auc:0.701384	train-auc:0.994476
[761]	eval-auc:0.701367	train-auc:0.994472
[762]	eval-auc:0.701358	train-auc:0.994497
[763]	eval-auc:0.701545	train-auc:0.994498
[764]	eval-auc:0.701656	train-auc:0.994544
[765]	eval-auc:0.701892	train-auc:0.994573
[766]	eval-auc:0.701862	train-auc:0.994594
[767]	eval-auc:0.701933	train-auc:0.994588
[768]	eval-auc:0.701917	train-auc:0.994624
[769]	eval-auc:0.701897	train-auc:0.994634
[770]	eval-auc:0.701833	train-auc:0.994642
[771]	eval-auc:0.701897	train-auc:0.994678
[772]	eval-auc:0.701878	train-auc:0.994696
[773]	eval-auc:0.701792	train-auc:0.994775
[774]	eval-auc:0.701834	train-auc:0.994773
[775]	eval-auc:0.701883	train-auc:0.994786
[776]	eval-auc:0.701877	train-auc:0.994791
[777]	eval-auc:0.701737	train-auc:0.99482
[778]	eval-auc:0.701682	train-auc:0.994817
[779]	eval-auc:0.70186	train-auc:0.994832
[780]	eval-auc:0.701786	train-auc:0.994853
[781]	eval-auc:0.701822	train-auc:0.994852
[782]	eval-auc:0.701935	train-auc:0.994845
[783]	eval-auc:0.702037	train-auc:0.994881
[784]	eval-auc:0.702119	train-auc:0.994874
[785]	eval-auc:0.702168	train-auc:0.994899
[786]	eval-auc:0.702143	train-auc:0.994919
[787]	eval-auc:0.702251	train-auc:0.994943
[788]	eval-auc:0.702311	train-auc:0.994941
[789]	eval-auc:0.702352	train-auc:0.994976
[790]	eval-auc:0.702384	train-auc:0.99498
[791]	eval-auc:0.702203	train-auc:0.99502
[792]	eval-auc:0.702169	train-auc:0.995038
[793]	eval-auc:0.702171	train-auc:0.995084
[794]	eval-auc:0.702172	train-auc:0.995083
[795]	eval-auc:0.702142	train-auc:0.995073
[796]	eval-auc:0.702137	train-auc:0.995072
[797]	eval-auc:0.701967	train-auc:0.995074
[798]	eval-auc:0.701895	train-auc:0.995076
[799]	eval-auc:0.701836	train-auc:0.995088
[800]	eval-auc:0.701649	train-auc:0.995132
[801]	eval-auc:0.701435	train-auc:0.995148
[802]	eval-auc:0.701608	train-auc:0.995173
[803]	eval-auc:0.701779	train-auc:0.995187
[804]	eval-auc:0.701996	train-auc:0.995208
[805]	eval-auc:0.701913	train-auc:0.995218
[806]	eval-auc:0.70193	train-auc:0.99522
[807]	eval-auc:0.701688	train-auc:0.995231
[808]	eval-auc:0.701703	train-auc:0.995293
[809]	eval-auc:0.70181	train-auc:0.995292
[810]	eval-auc:0.701613	train-auc:0.995307
[811]	eval-auc:0.701703	train-auc:0.995301
[812]	eval-auc:0.701613	train-auc:0.995316
[813]	eval-auc:0.701606	train-auc:0.99533
[814]	eval-auc:0.701582	train-auc:0.995322
[815]	eval-auc:0.701513	train-auc:0.995318
[816]	eval-auc:0.701475	train-auc:0.995328
[817]	eval-auc:0.701677	train-auc:0.995335
[818]	eval-auc:0.701554	train-auc:0.995357
[819]	eval-auc:0.701518	train-auc:0.995398
[820]	eval-auc:0.701387	train-auc:0.99543
[821]	eval-auc:0.701368	train-auc:0.995427
[822]	eval-auc:0.701256	train-auc:0.995428
[823]	eval-auc:0.701263	train-auc:0.995457
[824]	eval-auc:0.701216	train-auc:0.995473
[825]	eval-auc:0.701116	train-auc:0.995511
[826]	eval-auc:0.701339	train-auc:0.995524
[827]	eval-auc:0.701428	train-auc:0.995545
[828]	eval-auc:0.701463	train-auc:0.99555
[829]	eval-auc:0.701449	train-auc:0.995587
[830]	eval-auc:0.701385	train-auc:0.995604
[831]	eval-auc:0.701342	train-auc:0.99561
[832]	eval-auc:0.701385	train-auc:0.995617
[833]	eval-auc:0.701431	train-auc:0.99564
[834]	eval-auc:0.701364	train-auc:0.995669
[835]	eval-auc:0.701361	train-auc:0.995668
[836]	eval-auc:0.701419	train-auc:0.995697
[837]	eval-auc:0.70131	train-auc:0.995711
[838]	eval-auc:0.701303	train-auc:0.995712
[839]	eval-auc:0.701384	train-auc:0.995734
[840]	eval-auc:0.701342	train-auc:0.995733
[841]	eval-auc:0.701483	train-auc:0.995758
[842]	eval-auc:0.701463	train-auc:0.995776
[843]	eval-auc:0.701515	train-auc:0.995785
[844]	eval-auc:0.701531	train-auc:0.99579
[845]	eval-auc:0.701511	train-auc:0.99581
[846]	eval-auc:0.701458	train-auc:0.995805
[847]	eval-auc:0.70135	train-auc:0.99582
[848]	eval-auc:0.701416	train-auc:0.995818
[849]	eval-auc:0.701306	train-auc:0.995853
	Score 0.7013058996942343


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 4, 'min_child_weight': 4.0, 'n_estimators': 284.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.695499	train-auc:0.737607
[1]	eval-auc:0.704145	train-auc:0.756999
[2]	eval-auc:0.701287	train-auc:0.766681
[3]	eval-auc:0.701097	train-auc:0.772346
[4]	eval-auc:0.707833	train-auc:0.778787
[5]	eval-auc:0.706974	train-auc:0.782658
[6]	eval-auc:0.710851	train-auc:0.78645
[7]	eval-auc:0.712947	train-auc:0.787587
[8]	eval-auc:0.710884	train-auc:0.789714
[9]	eval-auc:0.710384	train-auc:0.796687
[10]	eval-auc:0.707643	train-auc:0.799112
[11]	eval-auc:0.709433	train-auc:0.800297
[12]	eval-auc:0.712357	train-auc:0.806308
[13]	eval-auc:0.712098	train-auc:0.81473
[14]	eval-auc:0.709785	train-auc:0.816366
[15]	eval-auc:0.709487	train-auc:0.818734
[16]	eval-auc:0.710107	train-auc:0.820557
[17]	eval-auc:0.708878	train-auc:0.82331
[18]	eval-auc:0.707904	train-auc:0.82682
[19]	eval-auc:0.708243	train-auc:0.833954
[20]	eval-auc:0.708938	train-auc:0.838694
[21]	eval-auc:0.711286	train-auc:0.842114
[22]	eval-auc:0.710659	train-auc:0.848172
[23]	eval-auc:0.709194	train-auc:0.850464
[24]	eval-auc:0.71111	train-auc:0.854462
[25]	eval-auc:0.70977	train-auc:0.855597
[26]	eval-auc:0.70931	train-auc:0.856008
[27]	eval-auc:0.713035	train-auc:0.859082
[28]	eval-auc:0.71243	train-auc:0.861243
[29]	eval-auc:0.710186	train-auc:0.864021
[30]	eval-auc:0.709474	train-auc:0.867979
[31]	eval-auc:0.711533	train-auc:0.872236
[32]	eval-auc:0.714272	train-auc:0.876006
[33]	eval-auc:0.712638	train-auc:0.879012
[34]	eval-auc:0.71267	train-auc:0.879337
[35]	eval-auc:0.710989	train-auc:0.882823
[36]	eval-auc:0.711613	train-auc:0.882874
[37]	eval-auc:0.712757	train-auc:0.885424
[38]	eval-auc:0.712809	train-auc:0.887994
[39]	eval-auc:0.712198	train-auc:0.889271
[40]	eval-auc:0.713575	train-auc:0.892465
[41]	eval-auc:0.711909	train-auc:0.895176
[42]	eval-auc:0.710482	train-auc:0.896439
[43]	eval-auc:0.710398	train-auc:0.897487
[44]	eval-auc:0.710206	train-auc:0.899958
[45]	eval-auc:0.711332	train-auc:0.901081
[46]	eval-auc:0.711466	train-auc:0.901964
[47]	eval-auc:0.711079	train-auc:0.902254
[48]	eval-auc:0.710575	train-auc:0.903864
[49]	eval-auc:0.710418	train-auc:0.906289
[50]	eval-auc:0.710406	train-auc:0.906757
[51]	eval-auc:0.709099	train-auc:0.908281
[52]	eval-auc:0.711329	train-auc:0.909982
[53]	eval-auc:0.711924	train-auc:0.910831
[54]	eval-auc:0.711045	train-auc:0.911888
[55]	eval-auc:0.711041	train-auc:0.914462
[56]	eval-auc:0.712114	train-auc:0.915856
[57]	eval-auc:0.711962	train-auc:0.916346
[58]	eval-auc:0.712122	train-auc:0.917565
[59]	eval-auc:0.713025	train-auc:0.919119
[60]	eval-auc:0.712078	train-auc:0.920911
[61]	eval-auc:0.710847	train-auc:0.922565
[62]	eval-auc:0.710742	train-auc:0.924083
[63]	eval-auc:0.710185	train-auc:0.924073
[64]	eval-auc:0.70842	train-auc:0.925436
[65]	eval-auc:0.707612	train-auc:0.925203
[66]	eval-auc:0.707286	train-auc:0.925986
[67]	eval-auc:0.707068	train-auc:0.926571
[68]	eval-auc:0.706471	train-auc:0.926527
[69]	eval-auc:0.705292	train-auc:0.927119
[70]	eval-auc:0.704239	train-auc:0.928473
[71]	eval-auc:0.704834	train-auc:0.929358
[72]	eval-auc:0.70433	train-auc:0.930024
[73]	eval-auc:0.703718	train-auc:0.929869
[74]	eval-auc:0.7046	train-auc:0.930956
[75]	eval-auc:0.705136	train-auc:0.932264
[76]	eval-auc:0.706077	train-auc:0.93377
[77]	eval-auc:0.705161	train-auc:0.934494
[78]	eval-auc:0.704511	train-auc:0.934751
[79]	eval-auc:0.704099	train-auc:0.935461
[80]	eval-auc:0.705461	train-auc:0.93606
[81]	eval-auc:0.704493	train-auc:0.937786
[82]	eval-auc:0.704093	train-auc:0.939505
[83]	eval-auc:0.703631	train-auc:0.939886
[84]	eval-auc:0.702704	train-auc:0.940606
[85]	eval-auc:0.703167	train-auc:0.940956
[86]	eval-auc:0.702309	train-auc:0.941477
[87]	eval-auc:0.700876	train-auc:0.94178
[88]	eval-auc:0.701193	train-auc:0.942591
[89]	eval-auc:0.70089	train-auc:0.943926
[90]	eval-auc:0.700799	train-auc:0.945031
[91]	eval-auc:0.701131	train-auc:0.945367
[92]	eval-auc:0.701515	train-auc:0.94627
[93]	eval-auc:0.702445	train-auc:0.947523
[94]	eval-auc:0.702597	train-auc:0.947882
[95]	eval-auc:0.702419	train-auc:0.948309
[96]	eval-auc:0.702679	train-auc:0.948839
[97]	eval-auc:0.702622	train-auc:0.94916
[98]	eval-auc:0.703917	train-auc:0.949887
[99]	eval-auc:0.704389	train-auc:0.950865
[100]	eval-auc:0.704061	train-auc:0.950935
[101]	eval-auc:0.704482	train-auc:0.951255
[102]	eval-auc:0.705029	train-auc:0.952075
[103]	eval-auc:0.7066	train-auc:0.952667
[104]	eval-auc:0.706987	train-auc:0.953327
[105]	eval-auc:0.707331	train-auc:0.954078
[106]	eval-auc:0.706085	train-auc:0.955193
[107]	eval-auc:0.707121	train-auc:0.956309
[108]	eval-auc:0.706932	train-auc:0.956719
[109]	eval-auc:0.705859	train-auc:0.957637
[110]	eval-auc:0.706014	train-auc:0.957321
[111]	eval-auc:0.705935	train-auc:0.957577
[112]	eval-auc:0.705535	train-auc:0.95845
[113]	eval-auc:0.705474	train-auc:0.959059
[114]	eval-auc:0.705477	train-auc:0.959439
[115]	eval-auc:0.705186	train-auc:0.960207
[116]	eval-auc:0.70514	train-auc:0.961319
[117]	eval-auc:0.704496	train-auc:0.961707
[118]	eval-auc:0.704214	train-auc:0.961863
[119]	eval-auc:0.705041	train-auc:0.963068
[120]	eval-auc:0.704295	train-auc:0.96387
[121]	eval-auc:0.704685	train-auc:0.964241
[122]	eval-auc:0.704479	train-auc:0.964617
[123]	eval-auc:0.705665	train-auc:0.965544
[124]	eval-auc:0.704478	train-auc:0.965503
[125]	eval-auc:0.705021	train-auc:0.965611
[126]	eval-auc:0.703366	train-auc:0.965898
[127]	eval-auc:0.703121	train-auc:0.966145
[128]	eval-auc:0.702727	train-auc:0.967018
[129]	eval-auc:0.703829	train-auc:0.967736
[130]	eval-auc:0.703564	train-auc:0.968126
[131]	eval-auc:0.702827	train-auc:0.968682
[132]	eval-auc:0.701716	train-auc:0.969578
[133]	eval-auc:0.702165	train-auc:0.970142
[134]	eval-auc:0.701338	train-auc:0.970667
[135]	eval-auc:0.702014	train-auc:0.97083
[136]	eval-auc:0.702191	train-auc:0.971313
[137]	eval-auc:0.702174	train-auc:0.971536
[138]	eval-auc:0.702405	train-auc:0.971899
[139]	eval-auc:0.702334	train-auc:0.972508
[140]	eval-auc:0.702393	train-auc:0.972724
[141]	eval-auc:0.702407	train-auc:0.972799
[142]	eval-auc:0.702772	train-auc:0.973041
[143]	eval-auc:0.702896	train-auc:0.973348
[144]	eval-auc:0.702201	train-auc:0.973933
[145]	eval-auc:0.702538	train-auc:0.974627
[146]	eval-auc:0.702685	train-auc:0.975036
[147]	eval-auc:0.702172	train-auc:0.97506
[148]	eval-auc:0.702486	train-auc:0.975386
[149]	eval-auc:0.70257	train-auc:0.975619
[150]	eval-auc:0.702795	train-auc:0.975686
[151]	eval-auc:0.703118	train-auc:0.976033
[152]	eval-auc:0.703346	train-auc:0.976549
[153]	eval-auc:0.703566	train-auc:0.976677
[154]	eval-auc:0.703697	train-auc:0.977435
[155]	eval-auc:0.702954	train-auc:0.977509
[156]	eval-auc:0.703221	train-auc:0.977712
[157]	eval-auc:0.703369	train-auc:0.977798
[158]	eval-auc:0.704012	train-auc:0.978097
[159]	eval-auc:0.703925	train-auc:0.978684
[160]	eval-auc:0.704278	train-auc:0.97961
[161]	eval-auc:0.704368	train-auc:0.979903
[162]	eval-auc:0.705067	train-auc:0.97996
[163]	eval-auc:0.703575	train-auc:0.980226
[164]	eval-auc:0.703333	train-auc:0.980322
[165]	eval-auc:0.703137	train-auc:0.980623
[166]	eval-auc:0.702407	train-auc:0.980941
[167]	eval-auc:0.702267	train-auc:0.981175
[168]	eval-auc:0.702845	train-auc:0.981219
[169]	eval-auc:0.703177	train-auc:0.981574
[170]	eval-auc:0.703403	train-auc:0.981643
[171]	eval-auc:0.703351	train-auc:0.982093
[172]	eval-auc:0.703127	train-auc:0.982381
[173]	eval-auc:0.703208	train-auc:0.982395
[174]	eval-auc:0.703404	train-auc:0.982583
[175]	eval-auc:0.702792	train-auc:0.982846
[176]	eval-auc:0.702993	train-auc:0.982783
[177]	eval-auc:0.703183	train-auc:0.982884
[178]	eval-auc:0.703433	train-auc:0.982936
[179]	eval-auc:0.703505	train-auc:0.983287
[180]	eval-auc:0.703779	train-auc:0.983343
[181]	eval-auc:0.704514	train-auc:0.983995
[182]	eval-auc:0.704839	train-auc:0.984099
[183]	eval-auc:0.704799	train-auc:0.984185
[184]	eval-auc:0.704682	train-auc:0.984169
[185]	eval-auc:0.705809	train-auc:0.984499
[186]	eval-auc:0.705879	train-auc:0.984614
[187]	eval-auc:0.705605	train-auc:0.9848
[188]	eval-auc:0.705655	train-auc:0.984953
[189]	eval-auc:0.706421	train-auc:0.985143
[190]	eval-auc:0.706128	train-auc:0.985317
[191]	eval-auc:0.706031	train-auc:0.985402
[192]	eval-auc:0.705655	train-auc:0.985523
[193]	eval-auc:0.706188	train-auc:0.985943
[194]	eval-auc:0.706859	train-auc:0.986158
[195]	eval-auc:0.706501	train-auc:0.986293
[196]	eval-auc:0.706736	train-auc:0.986517
[197]	eval-auc:0.706902	train-auc:0.987115
[198]	eval-auc:0.707095	train-auc:0.987181
[199]	eval-auc:0.707392	train-auc:0.987715
[200]	eval-auc:0.708513	train-auc:0.988037
[201]	eval-auc:0.707962	train-auc:0.988193
[202]	eval-auc:0.707485	train-auc:0.988435
[203]	eval-auc:0.707672	train-auc:0.988578
[204]	eval-auc:0.707605	train-auc:0.988701
[205]	eval-auc:0.70756	train-auc:0.988793
[206]	eval-auc:0.707447	train-auc:0.988945
[207]	eval-auc:0.708097	train-auc:0.989151
[208]	eval-auc:0.708429	train-auc:0.989264
[209]	eval-auc:0.70863	train-auc:0.98939
[210]	eval-auc:0.708971	train-auc:0.989427
[211]	eval-auc:0.709483	train-auc:0.989534
[212]	eval-auc:0.709305	train-auc:0.98977
[213]	eval-auc:0.708894	train-auc:0.989911
[214]	eval-auc:0.709215	train-auc:0.990065
[215]	eval-auc:0.708414	train-auc:0.990019
[216]	eval-auc:0.709047	train-auc:0.990253
[217]	eval-auc:0.709236	train-auc:0.990463
[218]	eval-auc:0.708492	train-auc:0.990564
[219]	eval-auc:0.708059	train-auc:0.990812
[220]	eval-auc:0.707637	train-auc:0.991003
[221]	eval-auc:0.707444	train-auc:0.991212
[222]	eval-auc:0.708332	train-auc:0.991366
[223]	eval-auc:0.708245	train-auc:0.991397
[224]	eval-auc:0.70724	train-auc:0.991475
[225]	eval-auc:0.707261	train-auc:0.991466
[226]	eval-auc:0.707016	train-auc:0.991615
[227]	eval-auc:0.707913	train-auc:0.991788
[228]	eval-auc:0.707179	train-auc:0.991951
[229]	eval-auc:0.707922	train-auc:0.992038
[230]	eval-auc:0.70734	train-auc:0.9921
[231]	eval-auc:0.708186	train-auc:0.992129
[232]	eval-auc:0.707854	train-auc:0.992165
[233]	eval-auc:0.708489	train-auc:0.992238
[234]	eval-auc:0.708484	train-auc:0.992235
[235]	eval-auc:0.709207	train-auc:0.992342
[236]	eval-auc:0.708575	train-auc:0.99254
[237]	eval-auc:0.709017	train-auc:0.992541
[238]	eval-auc:0.708681	train-auc:0.992639
[239]	eval-auc:0.707819	train-auc:0.992587
[240]	eval-auc:0.70802	train-auc:0.992497
[241]	eval-auc:0.708624	train-auc:0.992655
[242]	eval-auc:0.708359	train-auc:0.992791
[243]	eval-auc:0.708615	train-auc:0.992778
[244]	eval-auc:0.708857	train-auc:0.992922
[245]	eval-auc:0.708455	train-auc:0.992955
[246]	eval-auc:0.70839	train-auc:0.993037
[247]	eval-auc:0.708068	train-auc:0.993247
[248]	eval-auc:0.708049	train-auc:0.993405
[249]	eval-auc:0.708446	train-auc:0.993456
[250]	eval-auc:0.708831	train-auc:0.993618
[251]	eval-auc:0.707931	train-auc:0.99368
[252]	eval-auc:0.707503	train-auc:0.993785
[253]	eval-auc:0.707998	train-auc:0.993963
[254]	eval-auc:0.708787	train-auc:0.994083
[255]	eval-auc:0.709186	train-auc:0.994111
[256]	eval-auc:0.709515	train-auc:0.994097
[257]	eval-auc:0.709576	train-auc:0.99409
[258]	eval-auc:0.709742	train-auc:0.994061
[259]	eval-auc:0.70962	train-auc:0.994253
[260]	eval-auc:0.709759	train-auc:0.994285
[261]	eval-auc:0.709804	train-auc:0.994469
[262]	eval-auc:0.709386	train-auc:0.994454
[263]	eval-auc:0.709498	train-auc:0.994551
[264]	eval-auc:0.709127	train-auc:0.994622
[265]	eval-auc:0.709143	train-auc:0.994637
[266]	eval-auc:0.708795	train-auc:0.994658
[267]	eval-auc:0.708757	train-auc:0.99479
[268]	eval-auc:0.709294	train-auc:0.994893
[269]	eval-auc:0.709623	train-auc:0.994988
[270]	eval-auc:0.710001	train-auc:0.995089
[271]	eval-auc:0.709634	train-auc:0.995098
[272]	eval-auc:0.709809	train-auc:0.995129
[273]	eval-auc:0.709894	train-auc:0.995196
[274]	eval-auc:0.710391	train-auc:0.995268
[275]	eval-auc:0.710406	train-auc:0.995372
[276]	eval-auc:0.709887	train-auc:0.995345
[277]	eval-auc:0.709411	train-auc:0.995383
[278]	eval-auc:0.708796	train-auc:0.995422
[279]	eval-auc:0.708821	train-auc:0.995449
[280]	eval-auc:0.708757	train-auc:0.995557
[281]	eval-auc:0.708703	train-auc:0.995623
[282]	eval-auc:0.70858	train-auc:0.995639
[283]	eval-auc:0.708519	train-auc:0.995666
	Score 0.7085191073103583


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 7, 'min_child_weight': 4.0, 'n_estimators': 443.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.705635	train-auc:0.780588
[1]	eval-auc:0.706134	train-auc:0.820037
[2]	eval-auc:0.711348	train-auc:0.834908
[3]	eval-auc:0.702034	train-auc:0.852496
[4]	eval-auc:0.699942	train-auc:0.863937
[5]	eval-auc:0.702267	train-auc:0.874851
[6]	eval-auc:0.705209	train-auc:0.883183
[7]	eval-auc:0.705892	train-auc:0.889396
[8]	eval-auc:0.701301	train-auc:0.898804
[9]	eval-auc:0.699875	train-auc:0.903614
[10]	eval-auc:0.697313	train-auc:0.907853
[11]	eval-auc:0.697973	train-auc:0.912996
[12]	eval-auc:0.697975	train-auc:0.916314
[13]	eval-auc:0.700797	train-auc:0.92139
[14]	eval-auc:0.697672	train-auc:0.930078
[15]	eval-auc:0.697597	train-auc:0.935397
[16]	eval-auc:0.698527	train-auc:0.937285
[17]	eval-auc:0.696115	train-auc:0.943285
[18]	eval-auc:0.69723	train-auc:0.946903
[19]	eval-auc:0.694658	train-auc:0.950755
[20]	eval-auc:0.696363	train-auc:0.954287
[21]	eval-auc:0.695089	train-auc:0.955124
[22]	eval-auc:0.694123	train-auc:0.956565
[23]	eval-auc:0.692489	train-auc:0.959237
[24]	eval-auc:0.694152	train-auc:0.963327
[25]	eval-auc:0.695746	train-auc:0.965808
[26]	eval-auc:0.692696	train-auc:0.967437
[27]	eval-auc:0.693628	train-auc:0.968731
[28]	eval-auc:0.696713	train-auc:0.969923
[29]	eval-auc:0.696282	train-auc:0.970852
[30]	eval-auc:0.696549	train-auc:0.972357
[31]	eval-auc:0.694597	train-auc:0.974166
[32]	eval-auc:0.69372	train-auc:0.975774
[33]	eval-auc:0.691906	train-auc:0.977456
[34]	eval-auc:0.692578	train-auc:0.978345
[35]	eval-auc:0.694483	train-auc:0.979468
[36]	eval-auc:0.692538	train-auc:0.980196
[37]	eval-auc:0.689375	train-auc:0.981876
[38]	eval-auc:0.68906	train-auc:0.983386
[39]	eval-auc:0.688494	train-auc:0.984656
[40]	eval-auc:0.690293	train-auc:0.986032
[41]	eval-auc:0.690679	train-auc:0.986976
[42]	eval-auc:0.690496	train-auc:0.988011
[43]	eval-auc:0.689955	train-auc:0.988442
[44]	eval-auc:0.689911	train-auc:0.988724
[45]	eval-auc:0.691854	train-auc:0.989103
[46]	eval-auc:0.691652	train-auc:0.98999
[47]	eval-auc:0.691303	train-auc:0.990504
[48]	eval-auc:0.691375	train-auc:0.99119
[49]	eval-auc:0.692179	train-auc:0.991717
[50]	eval-auc:0.692614	train-auc:0.992048
[51]	eval-auc:0.692701	train-auc:0.992828
[52]	eval-auc:0.694081	train-auc:0.993234
[53]	eval-auc:0.693219	train-auc:0.993821
[54]	eval-auc:0.692967	train-auc:0.994192
[55]	eval-auc:0.690849	train-auc:0.994523
[56]	eval-auc:0.691134	train-auc:0.995263
[57]	eval-auc:0.691122	train-auc:0.995589
[58]	eval-auc:0.691113	train-auc:0.995709
[59]	eval-auc:0.690537	train-auc:0.996002
[60]	eval-auc:0.690476	train-auc:0.996229
[61]	eval-auc:0.689627	train-auc:0.996504
[62]	eval-auc:0.688702	train-auc:0.996596
[63]	eval-auc:0.688469	train-auc:0.996953
[64]	eval-auc:0.689196	train-auc:0.997066
[65]	eval-auc:0.689215	train-auc:0.997138
[66]	eval-auc:0.688781	train-auc:0.997469
[67]	eval-auc:0.688341	train-auc:0.997489
[68]	eval-auc:0.688223	train-auc:0.997536
[69]	eval-auc:0.688926	train-auc:0.99758
[70]	eval-auc:0.690079	train-auc:0.997634
[71]	eval-auc:0.690711	train-auc:0.997709
[72]	eval-auc:0.690089	train-auc:0.997791
[73]	eval-auc:0.689027	train-auc:0.998106
[74]	eval-auc:0.690872	train-auc:0.998293
[75]	eval-auc:0.691181	train-auc:0.99835
[76]	eval-auc:0.691978	train-auc:0.998381
[77]	eval-auc:0.690409	train-auc:0.998418
[78]	eval-auc:0.690572	train-auc:0.998533
[79]	eval-auc:0.692115	train-auc:0.998617
[80]	eval-auc:0.692456	train-auc:0.998746
[81]	eval-auc:0.691836	train-auc:0.998863
[82]	eval-auc:0.691641	train-auc:0.998866
[83]	eval-auc:0.690942	train-auc:0.998855
[84]	eval-auc:0.691081	train-auc:0.998854
[85]	eval-auc:0.690968	train-auc:0.998977
[86]	eval-auc:0.69109	train-auc:0.999021
[87]	eval-auc:0.690301	train-auc:0.999
[88]	eval-auc:0.689444	train-auc:0.998979
[89]	eval-auc:0.689004	train-auc:0.998979
[90]	eval-auc:0.688943	train-auc:0.999069
[91]	eval-auc:0.688477	train-auc:0.999098
[92]	eval-auc:0.687636	train-auc:0.999191
[93]	eval-auc:0.687342	train-auc:0.999209
[94]	eval-auc:0.686966	train-auc:0.999194
[95]	eval-auc:0.685386	train-auc:0.999255
[96]	eval-auc:0.684828	train-auc:0.999298
[97]	eval-auc:0.68522	train-auc:0.99934
[98]	eval-auc:0.68501	train-auc:0.999412
[99]	eval-auc:0.685488	train-auc:0.999512
[100]	eval-auc:0.685881	train-auc:0.999535
[101]	eval-auc:0.686171	train-auc:0.99959
[102]	eval-auc:0.68695	train-auc:0.999576
[103]	eval-auc:0.68668	train-auc:0.999607
[104]	eval-auc:0.686846	train-auc:0.999689
[105]	eval-auc:0.686305	train-auc:0.9997
[106]	eval-auc:0.685772	train-auc:0.999726
[107]	eval-auc:0.684879	train-auc:0.999725
[108]	eval-auc:0.686902	train-auc:0.999728
[109]	eval-auc:0.686942	train-auc:0.999757
[110]	eval-auc:0.686753	train-auc:0.999786
[111]	eval-auc:0.686272	train-auc:0.999792
[112]	eval-auc:0.686988	train-auc:0.999798
[113]	eval-auc:0.687254	train-auc:0.999804
[114]	eval-auc:0.686873	train-auc:0.999827
[115]	eval-auc:0.68634	train-auc:0.999839
[116]	eval-auc:0.686905	train-auc:0.999879
[117]	eval-auc:0.688282	train-auc:0.999889
[118]	eval-auc:0.688019	train-auc:0.999894
[119]	eval-auc:0.688089	train-auc:0.999904
[120]	eval-auc:0.6891	train-auc:0.999937
[121]	eval-auc:0.687749	train-auc:0.999934
[122]	eval-auc:0.687993	train-auc:0.999935
[123]	eval-auc:0.687426	train-auc:0.999951
[124]	eval-auc:0.687662	train-auc:0.999955
[125]	eval-auc:0.688329	train-auc:0.999962
[126]	eval-auc:0.686671	train-auc:0.99996
[127]	eval-auc:0.687036	train-auc:0.999959
[128]	eval-auc:0.687347	train-auc:0.999962
[129]	eval-auc:0.687125	train-auc:0.999958
[130]	eval-auc:0.686426	train-auc:0.999961
[131]	eval-auc:0.68596	train-auc:0.999967
[132]	eval-auc:0.685687	train-auc:0.999971
[133]	eval-auc:0.684968	train-auc:0.999974
[134]	eval-auc:0.685667	train-auc:0.999985
[135]	eval-auc:0.685361	train-auc:0.999986
[136]	eval-auc:0.685077	train-auc:0.999985
[137]	eval-auc:0.685226	train-auc:0.999988
[138]	eval-auc:0.685661	train-auc:0.999989
[139]	eval-auc:0.68605	train-auc:0.999995
[140]	eval-auc:0.686054	train-auc:0.999995
[141]	eval-auc:0.686726	train-auc:0.999994
[142]	eval-auc:0.68675	train-auc:0.999995
[143]	eval-auc:0.686519	train-auc:0.999995
[144]	eval-auc:0.687722	train-auc:0.999996
[145]	eval-auc:0.688258	train-auc:0.999996
[146]	eval-auc:0.689307	train-auc:0.999998
[147]	eval-auc:0.688529	train-auc:0.999999
[148]	eval-auc:0.689651	train-auc:0.999999
[149]	eval-auc:0.689378	train-auc:0.999999
[150]	eval-auc:0.689698	train-auc:0.999999
[151]	eval-auc:0.689777	train-auc:0.999998
[152]	eval-auc:0.690106	train-auc:0.999998
[153]	eval-auc:0.690578	train-auc:0.999998
[154]	eval-auc:0.690863	train-auc:0.999998
[155]	eval-auc:0.690753	train-auc:0.999997
[156]	eval-auc:0.692619	train-auc:0.999997
[157]	eval-auc:0.692625	train-auc:0.999998
[158]	eval-auc:0.693178	train-auc:0.999998
[159]	eval-auc:0.693455	train-auc:0.999997
[160]	eval-auc:0.693375	train-auc:0.999998
[161]	eval-auc:0.692838	train-auc:0.999996
[162]	eval-auc:0.69271	train-auc:0.999996
[163]	eval-auc:0.692399	train-auc:0.999996
[164]	eval-auc:0.692186	train-auc:0.999997
[165]	eval-auc:0.691994	train-auc:0.999996
[166]	eval-auc:0.692183	train-auc:0.999994
[167]	eval-auc:0.692431	train-auc:0.999998
[168]	eval-auc:0.692174	train-auc:0.999998
[169]	eval-auc:0.692276	train-auc:0.999998
[170]	eval-auc:0.692151	train-auc:0.999998
[171]	eval-auc:0.692217	train-auc:0.999998
[172]	eval-auc:0.692564	train-auc:0.999997
[173]	eval-auc:0.691801	train-auc:0.999996
[174]	eval-auc:0.691938	train-auc:0.999997
[175]	eval-auc:0.691396	train-auc:0.999997
[176]	eval-auc:0.690641	train-auc:0.999999
[177]	eval-auc:0.691734	train-auc:1
[178]	eval-auc:0.692645	train-auc:1
[179]	eval-auc:0.692804	train-auc:1
[180]	eval-auc:0.692594	train-auc:1
[181]	eval-auc:0.693033	train-auc:1
[182]	eval-auc:0.693785	train-auc:1
[183]	eval-auc:0.693561	train-auc:1
[184]	eval-auc:0.69425	train-auc:1
[185]	eval-auc:0.694665	train-auc:1
[186]	eval-auc:0.694487	train-auc:1
[187]	eval-auc:0.694918	train-auc:1
[188]	eval-auc:0.694977	train-auc:1
[189]	eval-auc:0.694779	train-auc:1
[190]	eval-auc:0.695811	train-auc:1
[191]	eval-auc:0.694973	train-auc:1
[192]	eval-auc:0.694384	train-auc:1
[193]	eval-auc:0.694094	train-auc:1
[194]	eval-auc:0.693899	train-auc:1
[195]	eval-auc:0.693785	train-auc:1
[196]	eval-auc:0.693872	train-auc:1
[197]	eval-auc:0.694151	train-auc:1
[198]	eval-auc:0.693348	train-auc:1
[199]	eval-auc:0.69334	train-auc:1
[200]	eval-auc:0.693697	train-auc:1
[201]	eval-auc:0.693762	train-auc:1
[202]	eval-auc:0.693592	train-auc:1
[203]	eval-auc:0.693493	train-auc:1
[204]	eval-auc:0.693656	train-auc:1
[205]	eval-auc:0.693232	train-auc:1
[206]	eval-auc:0.692748	train-auc:1
[207]	eval-auc:0.692171	train-auc:1
[208]	eval-auc:0.692264	train-auc:1
[209]	eval-auc:0.692934	train-auc:1
[210]	eval-auc:0.693545	train-auc:1
[211]	eval-auc:0.693328	train-auc:1
[212]	eval-auc:0.693353	train-auc:1
[213]	eval-auc:0.693187	train-auc:1
[214]	eval-auc:0.693347	train-auc:1
[215]	eval-auc:0.692906	train-auc:1
[216]	eval-auc:0.69298	train-auc:1
[217]	eval-auc:0.6928	train-auc:1
[218]	eval-auc:0.692535	train-auc:1
[219]	eval-auc:0.69179	train-auc:1
[220]	eval-auc:0.691308	train-auc:1
[221]	eval-auc:0.690616	train-auc:1
[222]	eval-auc:0.690878	train-auc:1
[223]	eval-auc:0.691069	train-auc:1
[224]	eval-auc:0.691241	train-auc:1
[225]	eval-auc:0.690511	train-auc:1
[226]	eval-auc:0.690461	train-auc:1
[227]	eval-auc:0.690109	train-auc:1
[228]	eval-auc:0.689937	train-auc:1
[229]	eval-auc:0.690546	train-auc:1
[230]	eval-auc:0.691026	train-auc:1
[231]	eval-auc:0.690865	train-auc:1
[232]	eval-auc:0.691043	train-auc:1
[233]	eval-auc:0.690685	train-auc:1
[234]	eval-auc:0.690758	train-auc:1
[235]	eval-auc:0.690801	train-auc:1
[236]	eval-auc:0.691111	train-auc:1
[237]	eval-auc:0.691145	train-auc:1
[238]	eval-auc:0.69074	train-auc:1
[239]	eval-auc:0.690412	train-auc:1
[240]	eval-auc:0.69047	train-auc:1
[241]	eval-auc:0.69049	train-auc:1
[242]	eval-auc:0.690788	train-auc:1
[243]	eval-auc:0.690467	train-auc:1
[244]	eval-auc:0.690184	train-auc:1
[245]	eval-auc:0.690123	train-auc:1
[246]	eval-auc:0.689649	train-auc:1
[247]	eval-auc:0.689473	train-auc:1
[248]	eval-auc:0.689531	train-auc:1
[249]	eval-auc:0.689861	train-auc:1
[250]	eval-auc:0.689578	train-auc:1
[251]	eval-auc:0.6901	train-auc:1
[252]	eval-auc:0.69019	train-auc:1
[253]	eval-auc:0.690429	train-auc:1
[254]	eval-auc:0.690344	train-auc:1
[255]	eval-auc:0.690117	train-auc:1
[256]	eval-auc:0.690287	train-auc:1
[257]	eval-auc:0.690204	train-auc:1
[258]	eval-auc:0.689945	train-auc:1
[259]	eval-auc:0.690403	train-auc:1
[260]	eval-auc:0.690103	train-auc:1
[261]	eval-auc:0.69019	train-auc:1
[262]	eval-auc:0.689535	train-auc:1
[263]	eval-auc:0.689657	train-auc:1
[264]	eval-auc:0.689829	train-auc:1
[265]	eval-auc:0.690033	train-auc:1
[266]	eval-auc:0.68991	train-auc:1
[267]	eval-auc:0.68981	train-auc:1
[268]	eval-auc:0.69033	train-auc:1
[269]	eval-auc:0.690292	train-auc:1
[270]	eval-auc:0.690386	train-auc:1
[271]	eval-auc:0.689617	train-auc:1
[272]	eval-auc:0.689668	train-auc:1
[273]	eval-auc:0.689933	train-auc:1
[274]	eval-auc:0.689658	train-auc:1
[275]	eval-auc:0.689692	train-auc:1
[276]	eval-auc:0.689046	train-auc:1
[277]	eval-auc:0.6888	train-auc:1
[278]	eval-auc:0.68892	train-auc:1
[279]	eval-auc:0.68922	train-auc:1
[280]	eval-auc:0.689284	train-auc:1
[281]	eval-auc:0.689616	train-auc:1
[282]	eval-auc:0.689435	train-auc:1
[283]	eval-auc:0.688976	train-auc:1
[284]	eval-auc:0.688693	train-auc:1
[285]	eval-auc:0.688628	train-auc:1
[286]	eval-auc:0.688353	train-auc:1
[287]	eval-auc:0.688101	train-auc:1
[288]	eval-auc:0.688445	train-auc:1
[289]	eval-auc:0.688701	train-auc:1
[290]	eval-auc:0.688701	train-auc:1
[291]	eval-auc:0.688644	train-auc:1
[292]	eval-auc:0.688833	train-auc:1
[293]	eval-auc:0.68843	train-auc:1
[294]	eval-auc:0.68858	train-auc:1
[295]	eval-auc:0.688425	train-auc:1
[296]	eval-auc:0.687455	train-auc:1
[297]	eval-auc:0.687823	train-auc:1
[298]	eval-auc:0.688014	train-auc:1
[299]	eval-auc:0.687983	train-auc:1
[300]	eval-auc:0.687793	train-auc:1
[301]	eval-auc:0.688104	train-auc:1
[302]	eval-auc:0.687891	train-auc:1
[303]	eval-auc:0.687977	train-auc:1
[304]	eval-auc:0.687717	train-auc:1
[305]	eval-auc:0.687251	train-auc:1
[306]	eval-auc:0.687387	train-auc:1
[307]	eval-auc:0.687023	train-auc:1
[308]	eval-auc:0.687563	train-auc:1
[309]	eval-auc:0.687825	train-auc:1
[310]	eval-auc:0.687776	train-auc:1
[311]	eval-auc:0.688384	train-auc:1
[312]	eval-auc:0.688679	train-auc:1
[313]	eval-auc:0.688804	train-auc:1
[314]	eval-auc:0.689022	train-auc:1
[315]	eval-auc:0.688931	train-auc:1
[316]	eval-auc:0.688769	train-auc:1
[317]	eval-auc:0.688749	train-auc:1
[318]	eval-auc:0.6889	train-auc:1
[319]	eval-auc:0.689159	train-auc:1
[320]	eval-auc:0.688815	train-auc:1
[321]	eval-auc:0.688987	train-auc:1
[322]	eval-auc:0.689052	train-auc:1
[323]	eval-auc:0.689057	train-auc:1
[324]	eval-auc:0.688842	train-auc:1
[325]	eval-auc:0.688711	train-auc:1
[326]	eval-auc:0.688748	train-auc:1
[327]	eval-auc:0.688829	train-auc:1
[328]	eval-auc:0.688851	train-auc:1
[329]	eval-auc:0.68839	train-auc:1
[330]	eval-auc:0.688184	train-auc:1
[331]	eval-auc:0.688256	train-auc:1
[332]	eval-auc:0.688081	train-auc:1
[333]	eval-auc:0.688029	train-auc:1
[334]	eval-auc:0.687658	train-auc:1
[335]	eval-auc:0.687833	train-auc:1
[336]	eval-auc:0.687988	train-auc:1
[337]	eval-auc:0.688063	train-auc:1
[338]	eval-auc:0.688003	train-auc:1
[339]	eval-auc:0.687904	train-auc:1
[340]	eval-auc:0.688099	train-auc:1
[341]	eval-auc:0.687598	train-auc:1
[342]	eval-auc:0.688239	train-auc:1
[343]	eval-auc:0.688614	train-auc:1
[344]	eval-auc:0.688008	train-auc:1
[345]	eval-auc:0.68807	train-auc:1
[346]	eval-auc:0.687964	train-auc:1
[347]	eval-auc:0.688419	train-auc:1
[348]	eval-auc:0.688826	train-auc:1
[349]	eval-auc:0.688268	train-auc:1
[350]	eval-auc:0.688574	train-auc:1
[351]	eval-auc:0.688763	train-auc:1
[352]	eval-auc:0.688265	train-auc:1
[353]	eval-auc:0.688574	train-auc:1
[354]	eval-auc:0.688596	train-auc:1
[355]	eval-auc:0.688343	train-auc:1
[356]	eval-auc:0.688194	train-auc:1
[357]	eval-auc:0.687818	train-auc:1
[358]	eval-auc:0.687909	train-auc:1
[359]	eval-auc:0.687825	train-auc:1
[360]	eval-auc:0.687664	train-auc:1
[361]	eval-auc:0.687624	train-auc:1
[362]	eval-auc:0.687476	train-auc:1
[363]	eval-auc:0.687556	train-auc:1
[364]	eval-auc:0.687772	train-auc:1
[365]	eval-auc:0.687469	train-auc:1
[366]	eval-auc:0.686799	train-auc:1
[367]	eval-auc:0.686304	train-auc:1
[368]	eval-auc:0.685838	train-auc:1
[369]	eval-auc:0.685515	train-auc:1
[370]	eval-auc:0.685462	train-auc:1
[371]	eval-auc:0.685932	train-auc:1
[372]	eval-auc:0.685684	train-auc:1
[373]	eval-auc:0.685511	train-auc:1
[374]	eval-auc:0.685399	train-auc:1
[375]	eval-auc:0.685238	train-auc:1
[376]	eval-auc:0.685692	train-auc:1
[377]	eval-auc:0.685495	train-auc:1
[378]	eval-auc:0.685501	train-auc:1
[379]	eval-auc:0.685526	train-auc:1
[380]	eval-auc:0.685466	train-auc:1
[381]	eval-auc:0.685284	train-auc:1
[382]	eval-auc:0.684958	train-auc:1
[383]	eval-auc:0.68511	train-auc:1
[384]	eval-auc:0.684892	train-auc:1
[385]	eval-auc:0.685153	train-auc:1
[386]	eval-auc:0.684975	train-auc:1
[387]	eval-auc:0.684994	train-auc:1
[388]	eval-auc:0.684993	train-auc:1
[389]	eval-auc:0.684707	train-auc:1
[390]	eval-auc:0.684732	train-auc:1
[391]	eval-auc:0.68471	train-auc:1
[392]	eval-auc:0.684612	train-auc:1
[393]	eval-auc:0.684573	train-auc:1
[394]	eval-auc:0.685279	train-auc:1
[395]	eval-auc:0.685412	train-auc:1
[396]	eval-auc:0.685241	train-auc:1
[397]	eval-auc:0.685151	train-auc:1
[398]	eval-auc:0.685189	train-auc:1
[399]	eval-auc:0.685162	train-auc:1
[400]	eval-auc:0.685188	train-auc:1
[401]	eval-auc:0.685003	train-auc:1
[402]	eval-auc:0.685122	train-auc:1
[403]	eval-auc:0.68499	train-auc:1
[404]	eval-auc:0.685116	train-auc:1
[405]	eval-auc:0.684955	train-auc:1
[406]	eval-auc:0.684711	train-auc:1
[407]	eval-auc:0.684466	train-auc:1
[408]	eval-auc:0.684341	train-auc:1
[409]	eval-auc:0.684305	train-auc:1
[410]	eval-auc:0.684321	train-auc:1
[411]	eval-auc:0.684257	train-auc:1
[412]	eval-auc:0.684174	train-auc:1
[413]	eval-auc:0.684002	train-auc:1
[414]	eval-auc:0.683737	train-auc:1
[415]	eval-auc:0.684124	train-auc:1
[416]	eval-auc:0.684124	train-auc:1
[417]	eval-auc:0.683979	train-auc:1
[418]	eval-auc:0.68373	train-auc:1
[419]	eval-auc:0.683472	train-auc:1
[420]	eval-auc:0.683272	train-auc:1
[421]	eval-auc:0.683356	train-auc:1
[422]	eval-auc:0.683816	train-auc:1
[423]	eval-auc:0.683801	train-auc:1
[424]	eval-auc:0.68374	train-auc:1
[425]	eval-auc:0.683953	train-auc:1
[426]	eval-auc:0.683359	train-auc:1
[427]	eval-auc:0.683289	train-auc:1
[428]	eval-auc:0.683289	train-auc:1
[429]	eval-auc:0.683773	train-auc:1
[430]	eval-auc:0.683412	train-auc:1
[431]	eval-auc:0.683481	train-auc:1
[432]	eval-auc:0.683488	train-auc:1
[433]	eval-auc:0.683478	train-auc:1
[434]	eval-auc:0.683641	train-auc:1
[435]	eval-auc:0.683858	train-auc:1
[436]	eval-auc:0.683854	train-auc:1
[437]	eval-auc:0.683593	train-auc:1
[438]	eval-auc:0.683861	train-auc:1
[439]	eval-auc:0.683848	train-auc:1
[440]	eval-auc:0.68372	train-auc:1
[441]	eval-auc:0.684539	train-auc:1
[442]	eval-auc:0.684601	train-auc:1
	Score 0.684601469137156


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.55, 'eta': 0.4, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 12, 'min_child_weight': 5.0, 'n_estimators': 576.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.516409	train-auc:0.681553
[1]	eval-auc:0.578803	train-auc:0.828566
[2]	eval-auc:0.572783	train-auc:0.852212
[3]	eval-auc:0.586061	train-auc:0.888089
[4]	eval-auc:0.608997	train-auc:0.915304
[5]	eval-auc:0.61191	train-auc:0.93944
[6]	eval-auc:0.631317	train-auc:0.947968
[7]	eval-auc:0.627167	train-auc:0.95047
[8]	eval-auc:0.629422	train-auc:0.963554
[9]	eval-auc:0.636273	train-auc:0.969389
[10]	eval-auc:0.627831	train-auc:0.976376
[11]	eval-auc:0.626504	train-auc:0.981615
[12]	eval-auc:0.627557	train-auc:0.984031
[13]	eval-auc:0.636475	train-auc:0.987378
[14]	eval-auc:0.634889	train-auc:0.989874
[15]	eval-auc:0.639002	train-auc:0.991802
[16]	eval-auc:0.637457	train-auc:0.993274
[17]	eval-auc:0.655089	train-auc:0.994163
[18]	eval-auc:0.653655	train-auc:0.995521
[19]	eval-auc:0.657827	train-auc:0.996371
[20]	eval-auc:0.657943	train-auc:0.996956
[21]	eval-auc:0.655988	train-auc:0.997243
[22]	eval-auc:0.653503	train-auc:0.997546
[23]	eval-auc:0.654805	train-auc:0.997766
[24]	eval-auc:0.651477	train-auc:0.998099
[25]	eval-auc:0.644193	train-auc:0.998654
[26]	eval-auc:0.641921	train-auc:0.998643
[27]	eval-auc:0.641523	train-auc:0.998804
[28]	eval-auc:0.644362	train-auc:0.999008
[29]	eval-auc:0.642011	train-auc:0.999021
[30]	eval-auc:0.641922	train-auc:0.999169
[31]	eval-auc:0.641292	train-auc:0.999289
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[424]	eval-auc:0.653513	train-auc:1
[425]	eval-auc:0.653629	train-auc:1
[426]	eval-auc:0.653629	train-auc:1
[427]	eval-auc:0.653271	train-auc:1
[428]	eval-auc:0.653271	train-auc:1
[429]	eval-auc:0.653271	train-auc:1
[430]	eval-auc:0.653271	train-auc:1
[431]	eval-auc:0.653136	train-auc:1
[432]	eval-auc:0.653562	train-auc:1
[433]	eval-auc:0.65323	train-auc:1
[434]	eval-auc:0.65323	train-auc:1
[435]	eval-auc:0.65355	train-auc:1
[436]	eval-auc:0.653516	train-auc:1
[437]	eval-auc:0.65448	train-auc:1
[438]	eval-auc:0.65448	train-auc:1
[439]	eval-auc:0.654922	train-auc:1
[440]	eval-auc:0.654741	train-auc:1
[441]	eval-auc:0.654849	train-auc:1
[442]	eval-auc:0.655508	train-auc:1
[443]	eval-auc:0.655753	train-auc:1
[444]	eval-auc:0.655753	train-auc:1
[445]	eval-auc:0.655753	train-auc:1
[446]	eval-auc:0.655962	train-auc:1
[447]	eval-auc:0.656004	train-auc:1
[448]	eval-auc:0.656004	train-auc:1
[449]	eval-auc:0.655864	train-auc:1
[450]	eval-auc:0.655771	train-auc:1
[451]	eval-auc:0.655341	train-auc:1
[452]	eval-auc:0.655974	train-auc:1
[453]	eval-auc:0.656014	train-auc:1
[454]	eval-auc:0.65575	train-auc:1
[455]	eval-auc:0.655257	train-auc:1
[456]	eval-auc:0.655604	train-auc:1
[457]	eval-auc:0.655398	train-auc:1
[458]	eval-auc:0.654811	train-auc:1
[459]	eval-auc:0.654064	train-auc:1
[460]	eval-auc:0.654064	train-auc:1
[461]	eval-auc:0.654241	train-auc:1
[462]	eval-auc:0.65408	train-auc:1
[463]	eval-auc:0.653725	train-auc:1
[464]	eval-auc:0.653725	train-auc:1
[465]	eval-auc:0.653725	train-auc:1
[466]	eval-auc:0.653725	train-auc:1
[467]	eval-auc:0.653725	train-auc:1
[468]	eval-auc:0.653725	train-auc:1
[469]	eval-auc:0.653725	train-auc:1
[470]	eval-auc:0.653914	train-auc:1
[471]	eval-auc:0.653914	train-auc:1
[472]	eval-auc:0.653743	train-auc:1
[473]	eval-auc:0.654238	train-auc:1
[474]	eval-auc:0.65438	train-auc:1
[475]	eval-auc:0.653915	train-auc:1
[476]	eval-auc:0.654345	train-auc:1
[477]	eval-auc:0.654169	train-auc:1
[478]	eval-auc:0.654169	train-auc:1
[479]	eval-auc:0.654169	train-auc:1
[480]	eval-auc:0.654165	train-auc:1
[481]	eval-auc:0.654165	train-auc:1
[482]	eval-auc:0.654075	train-auc:1
[483]	eval-auc:0.654075	train-auc:1
[484]	eval-auc:0.653895	train-auc:1
[485]	eval-auc:0.653895	train-auc:1
[486]	eval-auc:0.653468	train-auc:1
[487]	eval-auc:0.654031	train-auc:1
[488]	eval-auc:0.653943	train-auc:1
[489]	eval-auc:0.653943	train-auc:1
[490]	eval-auc:0.653943	train-auc:1
[491]	eval-auc:0.653426	train-auc:1
[492]	eval-auc:0.653426	train-auc:1
[493]	eval-auc:0.653719	train-auc:1
[494]	eval-auc:0.65401	train-auc:1
[495]	eval-auc:0.65401	train-auc:1
[496]	eval-auc:0.654226	train-auc:1
[497]	eval-auc:0.654226	train-auc:1
[498]	eval-auc:0.654226	train-auc:1
[499]	eval-auc:0.654226	train-auc:1
[500]	eval-auc:0.654025	train-auc:1
[501]	eval-auc:0.654025	train-auc:1
[502]	eval-auc:0.653961	train-auc:1
[503]	eval-auc:0.653961	train-auc:1
[504]	eval-auc:0.653611	train-auc:1
[505]	eval-auc:0.653468	train-auc:1
[506]	eval-auc:0.653181	train-auc:1
[507]	eval-auc:0.653122	train-auc:1
[508]	eval-auc:0.652753	train-auc:1
[509]	eval-auc:0.652656	train-auc:1
[510]	eval-auc:0.652476	train-auc:1
[511]	eval-auc:0.652153	train-auc:1
[512]	eval-auc:0.653364	train-auc:1
[513]	eval-auc:0.653364	train-auc:1
[514]	eval-auc:0.653364	train-auc:1
[515]	eval-auc:0.653691	train-auc:1
[516]	eval-auc:0.653691	train-auc:1
[517]	eval-auc:0.653178	train-auc:1
[518]	eval-auc:0.653178	train-auc:1
[519]	eval-auc:0.653742	train-auc:1
[520]	eval-auc:0.653742	train-auc:1
[521]	eval-auc:0.653742	train-auc:1
[522]	eval-auc:0.653742	train-auc:1
[523]	eval-auc:0.653742	train-auc:1
[524]	eval-auc:0.653632	train-auc:1
[525]	eval-auc:0.652536	train-auc:1
[526]	eval-auc:0.652255	train-auc:1
[527]	eval-auc:0.652403	train-auc:1
[528]	eval-auc:0.652543	train-auc:1
[529]	eval-auc:0.652449	train-auc:1
[530]	eval-auc:0.652449	train-auc:1
[531]	eval-auc:0.652192	train-auc:1
[532]	eval-auc:0.652192	train-auc:1
[533]	eval-auc:0.652082	train-auc:1
[534]	eval-auc:0.652082	train-auc:1
[535]	eval-auc:0.652376	train-auc:1
[536]	eval-auc:0.652874	train-auc:1
[537]	eval-auc:0.652741	train-auc:1
[538]	eval-auc:0.652782	train-auc:1
[539]	eval-auc:0.652898	train-auc:1
[540]	eval-auc:0.652898	train-auc:1
[541]	eval-auc:0.652898	train-auc:1
[542]	eval-auc:0.65295	train-auc:1
[543]	eval-auc:0.652583	train-auc:1
[544]	eval-auc:0.652635	train-auc:1
[545]	eval-auc:0.652551	train-auc:1
[546]	eval-auc:0.652551	train-auc:1
[547]	eval-auc:0.652417	train-auc:1
[548]	eval-auc:0.652562	train-auc:1
[549]	eval-auc:0.652562	train-auc:1
[550]	eval-auc:0.652562	train-auc:1
[551]	eval-auc:0.652746	train-auc:1
[552]	eval-auc:0.652629	train-auc:1
[553]	eval-auc:0.652842	train-auc:1
[554]	eval-auc:0.652303	train-auc:1
[555]	eval-auc:0.652863	train-auc:1
[556]	eval-auc:0.652904	train-auc:1
[557]	eval-auc:0.652778	train-auc:1
[558]	eval-auc:0.652932	train-auc:1
[559]	eval-auc:0.652932	train-auc:1
[560]	eval-auc:0.652932	train-auc:1
[561]	eval-auc:0.652932	train-auc:1
[562]	eval-auc:0.653535	train-auc:1
[563]	eval-auc:0.653535	train-auc:1
[564]	eval-auc:0.653535	train-auc:1
[565]	eval-auc:0.653359	train-auc:1
[566]	eval-auc:0.653359	train-auc:1
[567]	eval-auc:0.653359	train-auc:1
[568]	eval-auc:0.653758	train-auc:1
[569]	eval-auc:0.653758	train-auc:1
[570]	eval-auc:0.653774	train-auc:1
[571]	eval-auc:0.653774	train-auc:1
[572]	eval-auc:0.654054	train-auc:1
[573]	eval-auc:0.654341	train-auc:1
[574]	eval-auc:0.654341	train-auc:1
[575]	eval-auc:0.654401	train-auc:1
	Score 0.6544010159704711


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 1, 'min_child_weight': 6.0, 'n_estimators': 280.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.639239	train-auc:0.642213
[2]	eval-auc:0.639239	train-auc:0.642213
[3]	eval-auc:0.639239	train-auc:0.642213
[4]	eval-auc:0.639239	train-auc:0.642213
[5]	eval-auc:0.667391	train-auc:0.675934
[6]	eval-auc:0.667391	train-auc:0.675934
[7]	eval-auc:0.695062	train-auc:0.696544
[8]	eval-auc:0.704077	train-auc:0.698945
[9]	eval-auc:0.704397	train-auc:0.699539
[10]	eval-auc:0.704283	train-auc:0.69989
[11]	eval-auc:0.700622	train-auc:0.698201
[12]	eval-auc:0.705911	train-auc:0.69951
[13]	eval-auc:0.706061	train-auc:0.699583
[14]	eval-auc:0.704852	train-auc:0.699944
[15]	eval-auc:0.704852	train-auc:0.699944
[16]	eval-auc:0.702765	train-auc:0.698851
[17]	eval-auc:0.708017	train-auc:0.701018
[18]	eval-auc:0.7035	train-auc:0.69947
[19]	eval-auc:0.701571	train-auc:0.699539
[20]	eval-auc:0.699114	train-auc:0.701616
[21]	eval-auc:0.699603	train-auc:0.701648
[22]	eval-auc:0.700066	train-auc:0.701596
[23]	eval-auc:0.698238	train-auc:0.701715
[24]	eval-auc:0.698768	train-auc:0.701965
[25]	eval-auc:0.700423	train-auc:0.704007
[26]	eval-auc:0.700426	train-auc:0.704235
[27]	eval-auc:0.701799	train-auc:0.704836
[28]	eval-auc:0.701932	train-auc:0.705108
[29]	eval-auc:0.703015	train-auc:0.705663
[30]	eval-auc:0.703547	train-auc:0.706727
[31]	eval-auc:0.704539	train-auc:0.706571
[32]	eval-auc:0.70553	train-auc:0.706254
[33]	eval-auc:0.704924	train-auc:0.706353
[34]	eval-auc:0.70448	train-auc:0.707786
[35]	eval-auc:0.704544	train-auc:0.708305
[36]	eval-auc:0.705203	train-auc:0.708538
[37]	eval-auc:0.706189	train-auc:0.708993
[38]	eval-auc:0.706016	train-auc:0.708131
[39]	eval-auc:0.707244	train-auc:0.709768
[40]	eval-auc:0.706335	train-auc:0.709659
[41]	eval-auc:0.705893	train-auc:0.709769
[42]	eval-auc:0.70468	train-auc:0.709921
[43]	eval-auc:0.704882	train-auc:0.71037
[44]	eval-auc:0.703592	train-auc:0.711816
[45]	eval-auc:0.702987	train-auc:0.712062
[46]	eval-auc:0.703223	train-auc:0.712123
[47]	eval-auc:0.703458	train-auc:0.712244
[48]	eval-auc:0.703935	train-auc:0.71251
[49]	eval-auc:0.704293	train-auc:0.712644
[50]	eval-auc:0.705695	train-auc:0.713221
[51]	eval-auc:0.704462	train-auc:0.712543
[52]	eval-auc:0.704436	train-auc:0.713064
[53]	eval-auc:0.704642	train-auc:0.713094
[54]	eval-auc:0.704456	train-auc:0.713096
[55]	eval-auc:0.704919	train-auc:0.713286
[56]	eval-auc:0.704223	train-auc:0.713447
[57]	eval-auc:0.704185	train-auc:0.713981
[58]	eval-auc:0.703732	train-auc:0.713938
[59]	eval-auc:0.703689	train-auc:0.713828
[60]	eval-auc:0.703741	train-auc:0.713973
[61]	eval-auc:0.702909	train-auc:0.714233
[62]	eval-auc:0.702304	train-auc:0.713896
[63]	eval-auc:0.701929	train-auc:0.71437
[64]	eval-auc:0.701279	train-auc:0.713902
[65]	eval-auc:0.701412	train-auc:0.714203
[66]	eval-auc:0.701563	train-auc:0.714397
[67]	eval-auc:0.701362	train-auc:0.714699
[68]	eval-auc:0.700632	train-auc:0.715086
[69]	eval-auc:0.699973	train-auc:0.715042
[70]	eval-auc:0.699894	train-auc:0.715579
[71]	eval-auc:0.700752	train-auc:0.715546
[72]	eval-auc:0.700388	train-auc:0.715923
[73]	eval-auc:0.700475	train-auc:0.71599
[74]	eval-auc:0.700439	train-auc:0.715787
[75]	eval-auc:0.700594	train-auc:0.715644
[76]	eval-auc:0.700069	train-auc:0.715649
[77]	eval-auc:0.699985	train-auc:0.71621
[78]	eval-auc:0.70032	train-auc:0.716823
[79]	eval-auc:0.700421	train-auc:0.716824
[80]	eval-auc:0.700423	train-auc:0.717323
[81]	eval-auc:0.700212	train-auc:0.717546
[82]	eval-auc:0.700136	train-auc:0.717809
[83]	eval-auc:0.699377	train-auc:0.718068
[84]	eval-auc:0.698676	train-auc:0.718347
[85]	eval-auc:0.698771	train-auc:0.718748
[86]	eval-auc:0.698372	train-auc:0.718883
[87]	eval-auc:0.698649	train-auc:0.718904
[88]	eval-auc:0.698694	train-auc:0.719355
[89]	eval-auc:0.699643	train-auc:0.719378
[90]	eval-auc:0.698637	train-auc:0.719709
[91]	eval-auc:0.697896	train-auc:0.719851
[92]	eval-auc:0.69758	train-auc:0.719602
[93]	eval-auc:0.698107	train-auc:0.71973
[94]	eval-auc:0.698177	train-auc:0.71979
[95]	eval-auc:0.698602	train-auc:0.720081
[96]	eval-auc:0.698288	train-auc:0.720047
[97]	eval-auc:0.699423	train-auc:0.720086
[98]	eval-auc:0.70016	train-auc:0.72026
[99]	eval-auc:0.700505	train-auc:0.720465
[100]	eval-auc:0.69893	train-auc:0.720823
[101]	eval-auc:0.698972	train-auc:0.720847
[102]	eval-auc:0.698886	train-auc:0.721151
[103]	eval-auc:0.699327	train-auc:0.721315
[104]	eval-auc:0.69956	train-auc:0.721189
[105]	eval-auc:0.699017	train-auc:0.721538
[106]	eval-auc:0.698402	train-auc:0.721427
[107]	eval-auc:0.698503	train-auc:0.721337
[108]	eval-auc:0.698758	train-auc:0.721312
[109]	eval-auc:0.698495	train-auc:0.721491
[110]	eval-auc:0.699402	train-auc:0.721554
[111]	eval-auc:0.700164	train-auc:0.721496
[112]	eval-auc:0.699776	train-auc:0.721521
[113]	eval-auc:0.69908	train-auc:0.721627
[114]	eval-auc:0.699345	train-auc:0.72181
[115]	eval-auc:0.699621	train-auc:0.722128
[116]	eval-auc:0.698777	train-auc:0.72226
[117]	eval-auc:0.699249	train-auc:0.72245
[118]	eval-auc:0.698997	train-auc:0.722428
[119]	eval-auc:0.698787	train-auc:0.722311
[120]	eval-auc:0.699179	train-auc:0.722377
[121]	eval-auc:0.699488	train-auc:0.722327
[122]	eval-auc:0.699739	train-auc:0.722368
[123]	eval-auc:0.699963	train-auc:0.722795
[124]	eval-auc:0.699768	train-auc:0.722746
[125]	eval-auc:0.699486	train-auc:0.722778
[126]	eval-auc:0.700024	train-auc:0.72299
[127]	eval-auc:0.699626	train-auc:0.723234
[128]	eval-auc:0.69923	train-auc:0.723419
[129]	eval-auc:0.699248	train-auc:0.72356
[130]	eval-auc:0.699237	train-auc:0.723904
[131]	eval-auc:0.698988	train-auc:0.723777
[132]	eval-auc:0.698026	train-auc:0.723966
[133]	eval-auc:0.698029	train-auc:0.724033
[134]	eval-auc:0.69816	train-auc:0.724291
[135]	eval-auc:0.698375	train-auc:0.724306
[136]	eval-auc:0.698351	train-auc:0.724471
[137]	eval-auc:0.697299	train-auc:0.724498
[138]	eval-auc:0.696791	train-auc:0.724524
[139]	eval-auc:0.695938	train-auc:0.724526
[140]	eval-auc:0.69622	train-auc:0.724665
[141]	eval-auc:0.696384	train-auc:0.724772
[142]	eval-auc:0.697056	train-auc:0.7251
[143]	eval-auc:0.69749	train-auc:0.725335
[144]	eval-auc:0.696974	train-auc:0.725448
[145]	eval-auc:0.697118	train-auc:0.725422
[146]	eval-auc:0.697347	train-auc:0.725684
[147]	eval-auc:0.69864	train-auc:0.725853
[148]	eval-auc:0.698731	train-auc:0.726097
[149]	eval-auc:0.697904	train-auc:0.726229
[150]	eval-auc:0.698064	train-auc:0.726378
[151]	eval-auc:0.698565	train-auc:0.726551
[152]	eval-auc:0.698539	train-auc:0.72663
[153]	eval-auc:0.698161	train-auc:0.726588
[154]	eval-auc:0.698965	train-auc:0.726591
[155]	eval-auc:0.699351	train-auc:0.727049
[156]	eval-auc:0.698862	train-auc:0.727074
[157]	eval-auc:0.699361	train-auc:0.727221
[158]	eval-auc:0.699174	train-auc:0.727204
[159]	eval-auc:0.699852	train-auc:0.727298
[160]	eval-auc:0.700328	train-auc:0.727263
[161]	eval-auc:0.700884	train-auc:0.727391
[162]	eval-auc:0.701416	train-auc:0.727461
[163]	eval-auc:0.702503	train-auc:0.727424
[164]	eval-auc:0.702114	train-auc:0.727595
[165]	eval-auc:0.702312	train-auc:0.727632
[166]	eval-auc:0.701283	train-auc:0.72777
[167]	eval-auc:0.700851	train-auc:0.727952
[168]	eval-auc:0.701116	train-auc:0.728072
[169]	eval-auc:0.700235	train-auc:0.728338
[170]	eval-auc:0.700654	train-auc:0.728362
[171]	eval-auc:0.700558	train-auc:0.728384
[172]	eval-auc:0.700517	train-auc:0.728607
[173]	eval-auc:0.700572	train-auc:0.728696
[174]	eval-auc:0.700447	train-auc:0.728794
[175]	eval-auc:0.69967	train-auc:0.72883
[176]	eval-auc:0.699897	train-auc:0.729201
[177]	eval-auc:0.700175	train-auc:0.729456
[178]	eval-auc:0.700206	train-auc:0.729582
[179]	eval-auc:0.700382	train-auc:0.730002
[180]	eval-auc:0.700724	train-auc:0.7304
[181]	eval-auc:0.700503	train-auc:0.730246
[182]	eval-auc:0.700424	train-auc:0.730382
[183]	eval-auc:0.69994	train-auc:0.730204
[184]	eval-auc:0.699194	train-auc:0.730316
[185]	eval-auc:0.699836	train-auc:0.730382
[186]	eval-auc:0.699345	train-auc:0.730537
[187]	eval-auc:0.699596	train-auc:0.73017
[188]	eval-auc:0.6999	train-auc:0.730165
[189]	eval-auc:0.699989	train-auc:0.730391
[190]	eval-auc:0.699926	train-auc:0.729984
[191]	eval-auc:0.700228	train-auc:0.730041
[192]	eval-auc:0.700249	train-auc:0.730059
[193]	eval-auc:0.700668	train-auc:0.730277
[194]	eval-auc:0.700628	train-auc:0.730417
[195]	eval-auc:0.700578	train-auc:0.730424
[196]	eval-auc:0.70068	train-auc:0.730598
[197]	eval-auc:0.700858	train-auc:0.730932
[198]	eval-auc:0.701065	train-auc:0.731049
[199]	eval-auc:0.701046	train-auc:0.731056
[200]	eval-auc:0.701755	train-auc:0.731289
[201]	eval-auc:0.701193	train-auc:0.731377
[202]	eval-auc:0.701309	train-auc:0.731464
[203]	eval-auc:0.701452	train-auc:0.731837
[204]	eval-auc:0.700756	train-auc:0.731949
[205]	eval-auc:0.700942	train-auc:0.73209
[206]	eval-auc:0.700211	train-auc:0.732241
[207]	eval-auc:0.699797	train-auc:0.732375
[208]	eval-auc:0.699724	train-auc:0.732398
[209]	eval-auc:0.699923	train-auc:0.732703
[210]	eval-auc:0.699625	train-auc:0.732826
[211]	eval-auc:0.699162	train-auc:0.732782
[212]	eval-auc:0.699611	train-auc:0.73287
[213]	eval-auc:0.698815	train-auc:0.733031
[214]	eval-auc:0.698335	train-auc:0.732862
[215]	eval-auc:0.697268	train-auc:0.732859
[216]	eval-auc:0.697854	train-auc:0.733058
[217]	eval-auc:0.698283	train-auc:0.733324
[218]	eval-auc:0.698474	train-auc:0.73382
[219]	eval-auc:0.698767	train-auc:0.734111
[220]	eval-auc:0.698563	train-auc:0.733726
[221]	eval-auc:0.698623	train-auc:0.73384
[222]	eval-auc:0.698624	train-auc:0.734036
[223]	eval-auc:0.699098	train-auc:0.733954
[224]	eval-auc:0.699081	train-auc:0.734104
[225]	eval-auc:0.699436	train-auc:0.734228
[226]	eval-auc:0.699655	train-auc:0.734235
[227]	eval-auc:0.699023	train-auc:0.73414
[228]	eval-auc:0.699299	train-auc:0.73422
[229]	eval-auc:0.699754	train-auc:0.734144
[230]	eval-auc:0.699265	train-auc:0.734222
[231]	eval-auc:0.698751	train-auc:0.734353
[232]	eval-auc:0.698437	train-auc:0.734478
[233]	eval-auc:0.69789	train-auc:0.734567
[234]	eval-auc:0.697627	train-auc:0.734534
[235]	eval-auc:0.697925	train-auc:0.734841
[236]	eval-auc:0.698119	train-auc:0.734954
[237]	eval-auc:0.698215	train-auc:0.73454
[238]	eval-auc:0.697144	train-auc:0.734423
[239]	eval-auc:0.696946	train-auc:0.734163
[240]	eval-auc:0.697383	train-auc:0.734113
[241]	eval-auc:0.697319	train-auc:0.734173
[242]	eval-auc:0.69837	train-auc:0.734213
[243]	eval-auc:0.697999	train-auc:0.734352
[244]	eval-auc:0.698588	train-auc:0.734435
[245]	eval-auc:0.69872	train-auc:0.734559
[246]	eval-auc:0.69844	train-auc:0.734604
[247]	eval-auc:0.69826	train-auc:0.734809
[248]	eval-auc:0.697986	train-auc:0.734599
[249]	eval-auc:0.697928	train-auc:0.734658
[250]	eval-auc:0.697823	train-auc:0.734769
[251]	eval-auc:0.697849	train-auc:0.734949
[252]	eval-auc:0.698131	train-auc:0.735305
[253]	eval-auc:0.697811	train-auc:0.735132
[254]	eval-auc:0.69835	train-auc:0.735178
[255]	eval-auc:0.698461	train-auc:0.735127
[256]	eval-auc:0.698662	train-auc:0.735058
[257]	eval-auc:0.698819	train-auc:0.735236
[258]	eval-auc:0.699083	train-auc:0.735207
[259]	eval-auc:0.698364	train-auc:0.735161
[260]	eval-auc:0.69754	train-auc:0.735253
[261]	eval-auc:0.697304	train-auc:0.735228
[262]	eval-auc:0.697583	train-auc:0.735251
[263]	eval-auc:0.697555	train-auc:0.735309
[264]	eval-auc:0.6976	train-auc:0.735405
[265]	eval-auc:0.697545	train-auc:0.735631
[266]	eval-auc:0.697997	train-auc:0.735731
[267]	eval-auc:0.69826	train-auc:0.735897
[268]	eval-auc:0.69812	train-auc:0.735937
[269]	eval-auc:0.698034	train-auc:0.735981
[270]	eval-auc:0.697791	train-auc:0.735973
[271]	eval-auc:0.698334	train-auc:0.736063
[272]	eval-auc:0.69772	train-auc:0.73619
[273]	eval-auc:0.698516	train-auc:0.736236
[274]	eval-auc:0.698573	train-auc:0.736347
[275]	eval-auc:0.699121	train-auc:0.736527
[276]	eval-auc:0.699663	train-auc:0.736497
[277]	eval-auc:0.698839	train-auc:0.736663
[278]	eval-auc:0.698225	train-auc:0.736787
[279]	eval-auc:0.698114	train-auc:0.73686
	Score 0.6981142418594453


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 10, 'min_child_weight': 5.0, 'n_estimators': 679.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.686856	train-auc:0.846713
[1]	eval-auc:0.699887	train-auc:0.888238
[2]	eval-auc:0.70103	train-auc:0.909261
[3]	eval-auc:0.701265	train-auc:0.928758
[4]	eval-auc:0.70676	train-auc:0.946437
[5]	eval-auc:0.71224	train-auc:0.954702
[6]	eval-auc:0.710681	train-auc:0.960676
[7]	eval-auc:0.711392	train-auc:0.968334
[8]	eval-auc:0.708403	train-auc:0.975196
[9]	eval-auc:0.704702	train-auc:0.977376
[10]	eval-auc:0.701999	train-auc:0.98018
[11]	eval-auc:0.700728	train-auc:0.984078
[12]	eval-auc:0.703172	train-auc:0.987436
[13]	eval-auc:0.703873	train-auc:0.989754
[14]	eval-auc:0.704088	train-auc:0.991768
[15]	eval-auc:0.702542	train-auc:0.992801
[16]	eval-auc:0.701243	train-auc:0.994287
[17]	eval-auc:0.701723	train-auc:0.995087
[18]	eval-auc:0.700969	train-auc:0.99592
[19]	eval-auc:0.702206	train-auc:0.99662
[20]	eval-auc:0.704924	train-auc:0.996879
[21]	eval-auc:0.702079	train-auc:0.997237
[22]	eval-auc:0.703856	train-auc:0.99767
[23]	eval-auc:0.702454	train-auc:0.99819
[24]	eval-auc:0.700313	train-auc:0.998654
[25]	eval-auc:0.700733	train-auc:0.999085
[26]	eval-auc:0.700493	train-auc:0.999134
[27]	eval-auc:0.69839	train-auc:0.999286
[28]	eval-auc:0.698116	train-auc:0.999406
[29]	eval-auc:0.696703	train-auc:0.999464
[30]	eval-auc:0.697414	train-auc:0.99957
[31]	eval-auc:0.697123	train-auc:0.999592
[32]	eval-auc:0.695981	train-auc:0.99962
[33]	eval-auc:0.696605	train-auc:0.999713
[34]	eval-auc:0.695381	train-auc:0.999809
[35]	eval-auc:0.694667	train-auc:0.999854
[36]	eval-auc:0.694341	train-auc:0.999859
[37]	eval-auc:0.695438	train-auc:0.999891
[38]	eval-auc:0.695606	train-auc:0.999891
[39]	eval-auc:0.69431	train-auc:0.999896
[40]	eval-auc:0.69493	train-auc:0.999932
[41]	eval-auc:0.695976	train-auc:0.999958
[42]	eval-auc:0.694496	train-auc:0.999982
[43]	eval-auc:0.694871	train-auc:0.999985
[44]	eval-auc:0.693453	train-auc:0.999986
[45]	eval-auc:0.694513	train-auc:0.999982
[46]	eval-auc:0.694501	train-auc:0.999984
[47]	eval-auc:0.693953	train-auc:0.99999
[48]	eval-auc:0.694239	train-auc:0.999991
[49]	eval-auc:0.693749	train-auc:0.999994
[50]	eval-auc:0.694144	train-auc:0.999994
[51]	eval-auc:0.693429	train-auc:0.999996
[52]	eval-auc:0.694082	train-auc:0.999996
[53]	eval-auc:0.692351	train-auc:0.999998
[54]	eval-auc:0.692835	train-auc:0.999998
[55]	eval-auc:0.693153	train-auc:0.999999
[56]	eval-auc:0.694003	train-auc:0.999999
[57]	eval-auc:0.692996	train-auc:0.999998
[58]	eval-auc:0.693193	train-auc:0.999999
[59]	eval-auc:0.693286	train-auc:0.999999
[60]	eval-auc:0.694886	train-auc:0.999999
[61]	eval-auc:0.695466	train-auc:0.999999
[62]	eval-auc:0.695551	train-auc:0.999999
[63]	eval-auc:0.695976	train-auc:1
[64]	eval-auc:0.696327	train-auc:1
[65]	eval-auc:0.696969	train-auc:1
[66]	eval-auc:0.696362	train-auc:1
[67]	eval-auc:0.697137	train-auc:0.999999
[68]	eval-auc:0.696794	train-auc:0.999999
[69]	eval-auc:0.696346	train-auc:1
[70]	eval-auc:0.69546	train-auc:0.999999
[71]	eval-auc:0.695481	train-auc:0.999999
[72]	eval-auc:0.695025	train-auc:1
[73]	eval-auc:0.694303	train-auc:1
[74]	eval-auc:0.694615	train-auc:1
[75]	eval-auc:0.694176	train-auc:1
[76]	eval-auc:0.696581	train-auc:1
[77]	eval-auc:0.696249	train-auc:1
[78]	eval-auc:0.696742	train-auc:1
[79]	eval-auc:0.696151	train-auc:1
[80]	eval-auc:0.695739	train-auc:1
[81]	eval-auc:0.695099	train-auc:1
[82]	eval-auc:0.69481	train-auc:1
[83]	eval-auc:0.695006	train-auc:1
[84]	eval-auc:0.694819	train-auc:1
[85]	eval-auc:0.694464	train-auc:1
[86]	eval-auc:0.694393	train-auc:1
[87]	eval-auc:0.693977	train-auc:1
[88]	eval-auc:0.694556	train-auc:1
[89]	eval-auc:0.695515	train-auc:1
[90]	eval-auc:0.694866	train-auc:1
[91]	eval-auc:0.694793	train-auc:1
[92]	eval-auc:0.694487	train-auc:1
[93]	eval-auc:0.694272	train-auc:1
[94]	eval-auc:0.694358	train-auc:1
[95]	eval-auc:0.694371	train-auc:1
[96]	eval-auc:0.693707	train-auc:1
[97]	eval-auc:0.693671	train-auc:1
[98]	eval-auc:0.692224	train-auc:1
[99]	eval-auc:0.691661	train-auc:1
[100]	eval-auc:0.690903	train-auc:1
[101]	eval-auc:0.689876	train-auc:1
[102]	eval-auc:0.690572	train-auc:1
[103]	eval-auc:0.690152	train-auc:1
[104]	eval-auc:0.690695	train-auc:1
[105]	eval-auc:0.69047	train-auc:1
[106]	eval-auc:0.68869	train-auc:1
[107]	eval-auc:0.691455	train-auc:1
[108]	eval-auc:0.690734	train-auc:1
[109]	eval-auc:0.691038	train-auc:1
[110]	eval-auc:0.691658	train-auc:1
[111]	eval-auc:0.691988	train-auc:1
[112]	eval-auc:0.690904	train-auc:1
[113]	eval-auc:0.691206	train-auc:1
[114]	eval-auc:0.691286	train-auc:1
[115]	eval-auc:0.691394	train-auc:1
[116]	eval-auc:0.691131	train-auc:1
[117]	eval-auc:0.690065	train-auc:1
[118]	eval-auc:0.69079	train-auc:1
[119]	eval-auc:0.691573	train-auc:1
[120]	eval-auc:0.691161	train-auc:1
[121]	eval-auc:0.691608	train-auc:1
[122]	eval-auc:0.691964	train-auc:1
[123]	eval-auc:0.691195	train-auc:1
[124]	eval-auc:0.690802	train-auc:1
[125]	eval-auc:0.69133	train-auc:1
[126]	eval-auc:0.691463	train-auc:1
[127]	eval-auc:0.691464	train-auc:1
[128]	eval-auc:0.692121	train-auc:1
[129]	eval-auc:0.6922	train-auc:1
[130]	eval-auc:0.691679	train-auc:1
[131]	eval-auc:0.691528	train-auc:1
[132]	eval-auc:0.691507	train-auc:1
[133]	eval-auc:0.691397	train-auc:1
[134]	eval-auc:0.69118	train-auc:1
[135]	eval-auc:0.691143	train-auc:1
[136]	eval-auc:0.691312	train-auc:1
[137]	eval-auc:0.691116	train-auc:1
[138]	eval-auc:0.691554	train-auc:1
[139]	eval-auc:0.691119	train-auc:1
[140]	eval-auc:0.690938	train-auc:1
[141]	eval-auc:0.690921	train-auc:1
[142]	eval-auc:0.69133	train-auc:1
[143]	eval-auc:0.69164	train-auc:1
[144]	eval-auc:0.691332	train-auc:1
[145]	eval-auc:0.691353	train-auc:1
[146]	eval-auc:0.691199	train-auc:1
[147]	eval-auc:0.690901	train-auc:1
[148]	eval-auc:0.690878	train-auc:1
[149]	eval-auc:0.690953	train-auc:1
[150]	eval-auc:0.690604	train-auc:1
[151]	eval-auc:0.690056	train-auc:1
[152]	eval-auc:0.690345	train-auc:1
[153]	eval-auc:0.690074	train-auc:1
[154]	eval-auc:0.690105	train-auc:1
[155]	eval-auc:0.690173	train-auc:1
[156]	eval-auc:0.690671	train-auc:1
[157]	eval-auc:0.690858	train-auc:1
[158]	eval-auc:0.690881	train-auc:1
[159]	eval-auc:0.690989	train-auc:1
[160]	eval-auc:0.690191	train-auc:1
[161]	eval-auc:0.690682	train-auc:1
[162]	eval-auc:0.689933	train-auc:1
[163]	eval-auc:0.689537	train-auc:1
[164]	eval-auc:0.688969	train-auc:1
[165]	eval-auc:0.689398	train-auc:1
[166]	eval-auc:0.690169	train-auc:1
[167]	eval-auc:0.690332	train-auc:1
[168]	eval-auc:0.690986	train-auc:1
[169]	eval-auc:0.690954	train-auc:1
[170]	eval-auc:0.691323	train-auc:1
[171]	eval-auc:0.690989	train-auc:1
[172]	eval-auc:0.691052	train-auc:1
[173]	eval-auc:0.690968	train-auc:1
[174]	eval-auc:0.690149	train-auc:1
[175]	eval-auc:0.69005	train-auc:1
[176]	eval-auc:0.68927	train-auc:1
[177]	eval-auc:0.690038	train-auc:1
[178]	eval-auc:0.689692	train-auc:1
[179]	eval-auc:0.689604	train-auc:1
[180]	eval-auc:0.68961	train-auc:1
[181]	eval-auc:0.689151	train-auc:1
[182]	eval-auc:0.688749	train-auc:1
[183]	eval-auc:0.688882	train-auc:1
[184]	eval-auc:0.688832	train-auc:1
[185]	eval-auc:0.689244	train-auc:1
[186]	eval-auc:0.689342	train-auc:1
[187]	eval-auc:0.688538	train-auc:1
[188]	eval-auc:0.688579	train-auc:1
[189]	eval-auc:0.688702	train-auc:1
[190]	eval-auc:0.688644	train-auc:1
[191]	eval-auc:0.687999	train-auc:1
[192]	eval-auc:0.687779	train-auc:1
[193]	eval-auc:0.688286	train-auc:1
[194]	eval-auc:0.688134	train-auc:1
[195]	eval-auc:0.688364	train-auc:1
[196]	eval-auc:0.688277	train-auc:1
[197]	eval-auc:0.688145	train-auc:1
[198]	eval-auc:0.687482	train-auc:1
[199]	eval-auc:0.687126	train-auc:1
[200]	eval-auc:0.686998	train-auc:1
[201]	eval-auc:0.687347	train-auc:1
[202]	eval-auc:0.686919	train-auc:1
[203]	eval-auc:0.686568	train-auc:1
[204]	eval-auc:0.686645	train-auc:1
[205]	eval-auc:0.686656	train-auc:1
[206]	eval-auc:0.686488	train-auc:1
[207]	eval-auc:0.686348	train-auc:1
[208]	eval-auc:0.686511	train-auc:1
[209]	eval-auc:0.686613	train-auc:1
[210]	eval-auc:0.686327	train-auc:1
[211]	eval-auc:0.686181	train-auc:1
[212]	eval-auc:0.685836	train-auc:1
[213]	eval-auc:0.685567	train-auc:1
[214]	eval-auc:0.685603	train-auc:1
[215]	eval-auc:0.685567	train-auc:1
[216]	eval-auc:0.685699	train-auc:1
[217]	eval-auc:0.68527	train-auc:1
[218]	eval-auc:0.685317	train-auc:1
[219]	eval-auc:0.68596	train-auc:1
[220]	eval-auc:0.686331	train-auc:1
[221]	eval-auc:0.686188	train-auc:1
[222]	eval-auc:0.685949	train-auc:1
[223]	eval-auc:0.68619	train-auc:1
[224]	eval-auc:0.685996	train-auc:1
[225]	eval-auc:0.685818	train-auc:1
[226]	eval-auc:0.685957	train-auc:1
[227]	eval-auc:0.686127	train-auc:1
[228]	eval-auc:0.686123	train-auc:1
[229]	eval-auc:0.686175	train-auc:1
[230]	eval-auc:0.686025	train-auc:1
[231]	eval-auc:0.686234	train-auc:1
[232]	eval-auc:0.686487	train-auc:1
[233]	eval-auc:0.686662	train-auc:1
[234]	eval-auc:0.686683	train-auc:1
[235]	eval-auc:0.686324	train-auc:1
[236]	eval-auc:0.686771	train-auc:1
[237]	eval-auc:0.68705	train-auc:1
[238]	eval-auc:0.687164	train-auc:1
[239]	eval-auc:0.686759	train-auc:1
[240]	eval-auc:0.686943	train-auc:1
[241]	eval-auc:0.686698	train-auc:1
[242]	eval-auc:0.686343	train-auc:1
[243]	eval-auc:0.686811	train-auc:1
[244]	eval-auc:0.686846	train-auc:1
[245]	eval-auc:0.68707	train-auc:1
[246]	eval-auc:0.687033	train-auc:1
[247]	eval-auc:0.686803	train-auc:1
[248]	eval-auc:0.68694	train-auc:1
[249]	eval-auc:0.687461	train-auc:1
[250]	eval-auc:0.687385	train-auc:1
[251]	eval-auc:0.687172	train-auc:1
[252]	eval-auc:0.687312	train-auc:1
[253]	eval-auc:0.68751	train-auc:1
[254]	eval-auc:0.687329	train-auc:1
[255]	eval-auc:0.686892	train-auc:1
[256]	eval-auc:0.686892	train-auc:1
[257]	eval-auc:0.686869	train-auc:1
[258]	eval-auc:0.686872	train-auc:1
[259]	eval-auc:0.686857	train-auc:1
[260]	eval-auc:0.686718	train-auc:1
[261]	eval-auc:0.686941	train-auc:1
[262]	eval-auc:0.686662	train-auc:1
[263]	eval-auc:0.686471	train-auc:1
[264]	eval-auc:0.68636	train-auc:1
[265]	eval-auc:0.686267	train-auc:1
[266]	eval-auc:0.686251	train-auc:1
[267]	eval-auc:0.686072	train-auc:1
[268]	eval-auc:0.685725	train-auc:1
[269]	eval-auc:0.685398	train-auc:1
[270]	eval-auc:0.684795	train-auc:1
[271]	eval-auc:0.684865	train-auc:1
[272]	eval-auc:0.684816	train-auc:1
[273]	eval-auc:0.685191	train-auc:1
[274]	eval-auc:0.685233	train-auc:1
[275]	eval-auc:0.684987	train-auc:1
[276]	eval-auc:0.684856	train-auc:1
[277]	eval-auc:0.685023	train-auc:1
[278]	eval-auc:0.684888	train-auc:1
[279]	eval-auc:0.685125	train-auc:1
[280]	eval-auc:0.685086	train-auc:1
[281]	eval-auc:0.685153	train-auc:1
[282]	eval-auc:0.685335	train-auc:1
[283]	eval-auc:0.685375	train-auc:1
[284]	eval-auc:0.685267	train-auc:1
[285]	eval-auc:0.685307	train-auc:1
[286]	eval-auc:0.685058	train-auc:1
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[391]	eval-auc:0.684513	train-auc:1
[392]	eval-auc:0.684603	train-auc:1
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[394]	eval-auc:0.684745	train-auc:1
[395]	eval-auc:0.684801	train-auc:1
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[397]	eval-auc:0.684324	train-auc:1
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[403]	eval-auc:0.684195	train-auc:1
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[409]	eval-auc:0.683741	train-auc:1
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[412]	eval-auc:0.684247	train-auc:1
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[415]	eval-auc:0.684146	train-auc:1
[416]	eval-auc:0.684146	train-auc:1
[417]	eval-auc:0.684146	train-auc:1
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[419]	eval-auc:0.684146	train-auc:1
[420]	eval-auc:0.684146	train-auc:1
[421]	eval-auc:0.684184	train-auc:1
[422]	eval-auc:0.684419	train-auc:1
[423]	eval-auc:0.684375	train-auc:1
[424]	eval-auc:0.684499	train-auc:1
[425]	eval-auc:0.684528	train-auc:1
[426]	eval-auc:0.684227	train-auc:1
[427]	eval-auc:0.684009	train-auc:1
[428]	eval-auc:0.684009	train-auc:1
[429]	eval-auc:0.684172	train-auc:1
[430]	eval-auc:0.683657	train-auc:1
[431]	eval-auc:0.683676	train-auc:1
[432]	eval-auc:0.683409	train-auc:1
[433]	eval-auc:0.683409	train-auc:1
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[435]	eval-auc:0.683829	train-auc:1
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[441]	eval-auc:0.683018	train-auc:1
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[443]	eval-auc:0.682989	train-auc:1
[444]	eval-auc:0.68307	train-auc:1
[445]	eval-auc:0.68307	train-auc:1
[446]	eval-auc:0.683167	train-auc:1
[447]	eval-auc:0.683003	train-auc:1
[448]	eval-auc:0.682963	train-auc:1
[449]	eval-auc:0.682827	train-auc:1
[450]	eval-auc:0.682718	train-auc:1
[451]	eval-auc:0.682733	train-auc:1
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[453]	eval-auc:0.682968	train-auc:1
[454]	eval-auc:0.683339	train-auc:1
[455]	eval-auc:0.683339	train-auc:1
[456]	eval-auc:0.683467	train-auc:1
[457]	eval-auc:0.683344	train-auc:1
[458]	eval-auc:0.683424	train-auc:1
[459]	eval-auc:0.683424	train-auc:1
[460]	eval-auc:0.683612	train-auc:1
[461]	eval-auc:0.683612	train-auc:1
[462]	eval-auc:0.683612	train-auc:1
[463]	eval-auc:0.683607	train-auc:1
[464]	eval-auc:0.683872	train-auc:1
[465]	eval-auc:0.683715	train-auc:1
[466]	eval-auc:0.684289	train-auc:1
[467]	eval-auc:0.684273	train-auc:1
[468]	eval-auc:0.684273	train-auc:1
[469]	eval-auc:0.684061	train-auc:1
[470]	eval-auc:0.683767	train-auc:1
[471]	eval-auc:0.68384	train-auc:1
[472]	eval-auc:0.68384	train-auc:1
[473]	eval-auc:0.683762	train-auc:1
[474]	eval-auc:0.683762	train-auc:1
[475]	eval-auc:0.683667	train-auc:1
[476]	eval-auc:0.683971	train-auc:1
[477]	eval-auc:0.683811	train-auc:1
[478]	eval-auc:0.683811	train-auc:1
[479]	eval-auc:0.683811	train-auc:1
[480]	eval-auc:0.683533	train-auc:1
[481]	eval-auc:0.683533	train-auc:1
[482]	eval-auc:0.683533	train-auc:1
[483]	eval-auc:0.683533	train-auc:1
[484]	eval-auc:0.683644	train-auc:1
[485]	eval-auc:0.683895	train-auc:1
[486]	eval-auc:0.68379	train-auc:1
[487]	eval-auc:0.684206	train-auc:1
[488]	eval-auc:0.683878	train-auc:1
[489]	eval-auc:0.683945	train-auc:1
[490]	eval-auc:0.68403	train-auc:1
[491]	eval-auc:0.68403	train-auc:1
[492]	eval-auc:0.68403	train-auc:1
[493]	eval-auc:0.68404	train-auc:1
[494]	eval-auc:0.68421	train-auc:1
[495]	eval-auc:0.684155	train-auc:1
[496]	eval-auc:0.684097	train-auc:1
[497]	eval-auc:0.684097	train-auc:1
[498]	eval-auc:0.684097	train-auc:1
[499]	eval-auc:0.684044	train-auc:1
[500]	eval-auc:0.684198	train-auc:1
[501]	eval-auc:0.684018	train-auc:1
[502]	eval-auc:0.683641	train-auc:1
[503]	eval-auc:0.683676	train-auc:1
[504]	eval-auc:0.683529	train-auc:1
[505]	eval-auc:0.683338	train-auc:1
[506]	eval-auc:0.683338	train-auc:1
[507]	eval-auc:0.683338	train-auc:1
[508]	eval-auc:0.683196	train-auc:1
[509]	eval-auc:0.683196	train-auc:1
[510]	eval-auc:0.683196	train-auc:1
[511]	eval-auc:0.683062	train-auc:1
[512]	eval-auc:0.683033	train-auc:1
[513]	eval-auc:0.683033	train-auc:1
[514]	eval-auc:0.683033	train-auc:1
[515]	eval-auc:0.683033	train-auc:1
[516]	eval-auc:0.683033	train-auc:1
[517]	eval-auc:0.683033	train-auc:1
[518]	eval-auc:0.683033	train-auc:1
[519]	eval-auc:0.683064	train-auc:1
[520]	eval-auc:0.683097	train-auc:1
[521]	eval-auc:0.683097	train-auc:1
[522]	eval-auc:0.683097	train-auc:1
[523]	eval-auc:0.683097	train-auc:1
[524]	eval-auc:0.683146	train-auc:1
[525]	eval-auc:0.683146	train-auc:1
[526]	eval-auc:0.68317	train-auc:1
[527]	eval-auc:0.68317	train-auc:1
[528]	eval-auc:0.683091	train-auc:1
[529]	eval-auc:0.683091	train-auc:1
[530]	eval-auc:0.683301	train-auc:1
[531]	eval-auc:0.6837	train-auc:1
[532]	eval-auc:0.68389	train-auc:1
[533]	eval-auc:0.68389	train-auc:1
[534]	eval-auc:0.683452	train-auc:1
[535]	eval-auc:0.683417	train-auc:1
[536]	eval-auc:0.683417	train-auc:1
[537]	eval-auc:0.683417	train-auc:1
[538]	eval-auc:0.683324	train-auc:1
[539]	eval-auc:0.683105	train-auc:1
[540]	eval-auc:0.683169	train-auc:1
[541]	eval-auc:0.683283	train-auc:1
[542]	eval-auc:0.683283	train-auc:1
[543]	eval-auc:0.683283	train-auc:1
[544]	eval-auc:0.682968	train-auc:1
[545]	eval-auc:0.683194	train-auc:1
[546]	eval-auc:0.683194	train-auc:1
[547]	eval-auc:0.683194	train-auc:1
[548]	eval-auc:0.683194	train-auc:1
[549]	eval-auc:0.683389	train-auc:1
[550]	eval-auc:0.683389	train-auc:1
[551]	eval-auc:0.683389	train-auc:1
[552]	eval-auc:0.683546	train-auc:1
[553]	eval-auc:0.683546	train-auc:1
[554]	eval-auc:0.682852	train-auc:1
[555]	eval-auc:0.682905	train-auc:1
[556]	eval-auc:0.682905	train-auc:1
[557]	eval-auc:0.682905	train-auc:1
[558]	eval-auc:0.682905	train-auc:1
[559]	eval-auc:0.682905	train-auc:1
[560]	eval-auc:0.682905	train-auc:1
[561]	eval-auc:0.682905	train-auc:1
[562]	eval-auc:0.683036	train-auc:1
[563]	eval-auc:0.682957	train-auc:1
[564]	eval-auc:0.682957	train-auc:1
[565]	eval-auc:0.682957	train-auc:1
[566]	eval-auc:0.682983	train-auc:1
[567]	eval-auc:0.682983	train-auc:1
[568]	eval-auc:0.682983	train-auc:1
[569]	eval-auc:0.682951	train-auc:1
[570]	eval-auc:0.682951	train-auc:1
[571]	eval-auc:0.682951	train-auc:1
[572]	eval-auc:0.682951	train-auc:1
[573]	eval-auc:0.682951	train-auc:1
[574]	eval-auc:0.682951	train-auc:1
[575]	eval-auc:0.683127	train-auc:1
[576]	eval-auc:0.683127	train-auc:1
[577]	eval-auc:0.682945	train-auc:1
[578]	eval-auc:0.683003	train-auc:1
[579]	eval-auc:0.682957	train-auc:1
[580]	eval-auc:0.682957	train-auc:1
[581]	eval-auc:0.682957	train-auc:1
[582]	eval-auc:0.682957	train-auc:1
[583]	eval-auc:0.68321	train-auc:1
[584]	eval-auc:0.68321	train-auc:1
[585]	eval-auc:0.68321	train-auc:1
[586]	eval-auc:0.683278	train-auc:1
[587]	eval-auc:0.683278	train-auc:1
[588]	eval-auc:0.683278	train-auc:1
[589]	eval-auc:0.683278	train-auc:1
[590]	eval-auc:0.683278	train-auc:1
[591]	eval-auc:0.683278	train-auc:1
[592]	eval-auc:0.683278	train-auc:1
[593]	eval-auc:0.683278	train-auc:1
[594]	eval-auc:0.683041	train-auc:1
[595]	eval-auc:0.683124	train-auc:1
[596]	eval-auc:0.682817	train-auc:1
[597]	eval-auc:0.682817	train-auc:1
[598]	eval-auc:0.682817	train-auc:1
[599]	eval-auc:0.683002	train-auc:1
[600]	eval-auc:0.682983	train-auc:1
[601]	eval-auc:0.682983	train-auc:1
[602]	eval-auc:0.682971	train-auc:1
[603]	eval-auc:0.682809	train-auc:1
[604]	eval-auc:0.682809	train-auc:1
[605]	eval-auc:0.682814	train-auc:1
[606]	eval-auc:0.682739	train-auc:1
[607]	eval-auc:0.682739	train-auc:1
[608]	eval-auc:0.682978	train-auc:1
[609]	eval-auc:0.682876	train-auc:1
[610]	eval-auc:0.682876	train-auc:1
[611]	eval-auc:0.683141	train-auc:1
[612]	eval-auc:0.683141	train-auc:1
[613]	eval-auc:0.683182	train-auc:1
[614]	eval-auc:0.683182	train-auc:1
[615]	eval-auc:0.683182	train-auc:1
[616]	eval-auc:0.683182	train-auc:1
[617]	eval-auc:0.683182	train-auc:1
[618]	eval-auc:0.683182	train-auc:1
[619]	eval-auc:0.683182	train-auc:1
[620]	eval-auc:0.683182	train-auc:1
[621]	eval-auc:0.683182	train-auc:1
[622]	eval-auc:0.683182	train-auc:1
[623]	eval-auc:0.683182	train-auc:1
[624]	eval-auc:0.683182	train-auc:1
[625]	eval-auc:0.683077	train-auc:1
[626]	eval-auc:0.683033	train-auc:1
[627]	eval-auc:0.683339	train-auc:1
[628]	eval-auc:0.683583	train-auc:1
[629]	eval-auc:0.683583	train-auc:1
[630]	eval-auc:0.683583	train-auc:1
[631]	eval-auc:0.683583	train-auc:1
[632]	eval-auc:0.683446	train-auc:1
[633]	eval-auc:0.683446	train-auc:1
[634]	eval-auc:0.683446	train-auc:1
[635]	eval-auc:0.683446	train-auc:1
[636]	eval-auc:0.683446	train-auc:1
[637]	eval-auc:0.683523	train-auc:1
[638]	eval-auc:0.683523	train-auc:1
[639]	eval-auc:0.683523	train-auc:1
[640]	eval-auc:0.683651	train-auc:1
[641]	eval-auc:0.683689	train-auc:1
[642]	eval-auc:0.68361	train-auc:1
[643]	eval-auc:0.68361	train-auc:1
[644]	eval-auc:0.68361	train-auc:1
[645]	eval-auc:0.68361	train-auc:1
[646]	eval-auc:0.683826	train-auc:1
[647]	eval-auc:0.683764	train-auc:1
[648]	eval-auc:0.683764	train-auc:1
[649]	eval-auc:0.683764	train-auc:1
[650]	eval-auc:0.683764	train-auc:1
[651]	eval-auc:0.683764	train-auc:1
[652]	eval-auc:0.683764	train-auc:1
[653]	eval-auc:0.683764	train-auc:1
[654]	eval-auc:0.683764	train-auc:1
[655]	eval-auc:0.683735	train-auc:1
[656]	eval-auc:0.683858	train-auc:1
[657]	eval-auc:0.68397	train-auc:1
[658]	eval-auc:0.68397	train-auc:1
[659]	eval-auc:0.68397	train-auc:1
[660]	eval-auc:0.683956	train-auc:1
[661]	eval-auc:0.684	train-auc:1
[662]	eval-auc:0.684	train-auc:1
[663]	eval-auc:0.684	train-auc:1
[664]	eval-auc:0.684	train-auc:1
[665]	eval-auc:0.684222	train-auc:1
[666]	eval-auc:0.684222	train-auc:1
[667]	eval-auc:0.684222	train-auc:1
[668]	eval-auc:0.684222	train-auc:1
[669]	eval-auc:0.684222	train-auc:1
[670]	eval-auc:0.684222	train-auc:1
[671]	eval-auc:0.684222	train-auc:1
[672]	eval-auc:0.68456	train-auc:1
[673]	eval-auc:0.684556	train-auc:1
[674]	eval-auc:0.684562	train-auc:1
[675]	eval-auc:0.684586	train-auc:1
[676]	eval-auc:0.684531	train-auc:1
[677]	eval-auc:0.684531	train-auc:1
[678]	eval-auc:0.684531	train-auc:1
	Score 0.6845314232113925


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 4, 'min_child_weight': 4.0, 'n_estimators': 561.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.5, 'tree_method': 'exact'}
[0]	eval-auc:0.684332	train-auc:0.728285
[1]	eval-auc:0.672294	train-auc:0.732602
[2]	eval-auc:0.683482	train-auc:0.740184
[3]	eval-auc:0.682727	train-auc:0.74969
[4]	eval-auc:0.684283	train-auc:0.759832
[5]	eval-auc:0.688755	train-auc:0.767473
[6]	eval-auc:0.687264	train-auc:0.773509
[7]	eval-auc:0.688449	train-auc:0.778078
[8]	eval-auc:0.691355	train-auc:0.781257
[9]	eval-auc:0.695137	train-auc:0.78934
[10]	eval-auc:0.699661	train-auc:0.795375
[11]	eval-auc:0.699683	train-auc:0.797801
[12]	eval-auc:0.70378	train-auc:0.801814
[13]	eval-auc:0.707005	train-auc:0.805511
[14]	eval-auc:0.706158	train-auc:0.812991
[15]	eval-auc:0.708523	train-auc:0.816025
[16]	eval-auc:0.707705	train-auc:0.817159
[17]	eval-auc:0.709213	train-auc:0.821734
[18]	eval-auc:0.708926	train-auc:0.828934
[19]	eval-auc:0.706058	train-auc:0.829039
[20]	eval-auc:0.704612	train-auc:0.833159
[21]	eval-auc:0.702865	train-auc:0.834475
[22]	eval-auc:0.702912	train-auc:0.837707
[23]	eval-auc:0.702717	train-auc:0.839872
[24]	eval-auc:0.701974	train-auc:0.842792
[25]	eval-auc:0.700162	train-auc:0.84284
[26]	eval-auc:0.698525	train-auc:0.846014
[27]	eval-auc:0.699468	train-auc:0.846533
[28]	eval-auc:0.70264	train-auc:0.847996
[29]	eval-auc:0.700538	train-auc:0.848014
[30]	eval-auc:0.704379	train-auc:0.850257
[31]	eval-auc:0.705478	train-auc:0.854287
[32]	eval-auc:0.706386	train-auc:0.856652
[33]	eval-auc:0.703322	train-auc:0.858278
[34]	eval-auc:0.704115	train-auc:0.859214
[35]	eval-auc:0.703971	train-auc:0.86141
[36]	eval-auc:0.70384	train-auc:0.860628
[37]	eval-auc:0.702646	train-auc:0.861101
[38]	eval-auc:0.701977	train-auc:0.865111
[39]	eval-auc:0.700726	train-auc:0.867615
[40]	eval-auc:0.700339	train-auc:0.868701
[41]	eval-auc:0.699996	train-auc:0.872379
[42]	eval-auc:0.701099	train-auc:0.873205
[43]	eval-auc:0.7007	train-auc:0.87469
[44]	eval-auc:0.703349	train-auc:0.876147
[45]	eval-auc:0.701393	train-auc:0.878192
[46]	eval-auc:0.702641	train-auc:0.881185
[47]	eval-auc:0.70246	train-auc:0.882966
[48]	eval-auc:0.700188	train-auc:0.884663
[49]	eval-auc:0.699794	train-auc:0.88696
[50]	eval-auc:0.700458	train-auc:0.888178
[51]	eval-auc:0.700583	train-auc:0.889141
[52]	eval-auc:0.697057	train-auc:0.888946
[53]	eval-auc:0.695792	train-auc:0.890209
[54]	eval-auc:0.694636	train-auc:0.891519
[55]	eval-auc:0.695446	train-auc:0.89116
[56]	eval-auc:0.693837	train-auc:0.891984
[57]	eval-auc:0.696351	train-auc:0.893988
[58]	eval-auc:0.696799	train-auc:0.89553
[59]	eval-auc:0.696486	train-auc:0.896099
[60]	eval-auc:0.695035	train-auc:0.897288
[61]	eval-auc:0.697009	train-auc:0.899154
[62]	eval-auc:0.698099	train-auc:0.900512
[63]	eval-auc:0.699063	train-auc:0.903165
[64]	eval-auc:0.700686	train-auc:0.903674
[65]	eval-auc:0.698617	train-auc:0.903193
[66]	eval-auc:0.700267	train-auc:0.905876
[67]	eval-auc:0.698598	train-auc:0.908738
[68]	eval-auc:0.69622	train-auc:0.909164
[69]	eval-auc:0.699142	train-auc:0.909226
[70]	eval-auc:0.699494	train-auc:0.910405
[71]	eval-auc:0.699139	train-auc:0.912166
[72]	eval-auc:0.698295	train-auc:0.913028
[73]	eval-auc:0.696438	train-auc:0.913787
[74]	eval-auc:0.696943	train-auc:0.915016
[75]	eval-auc:0.697216	train-auc:0.916174
[76]	eval-auc:0.697896	train-auc:0.915446
[77]	eval-auc:0.697359	train-auc:0.917302
[78]	eval-auc:0.697574	train-auc:0.919629
[79]	eval-auc:0.696923	train-auc:0.920414
[80]	eval-auc:0.696299	train-auc:0.920232
[81]	eval-auc:0.696313	train-auc:0.922652
[82]	eval-auc:0.695221	train-auc:0.922854
[83]	eval-auc:0.693616	train-auc:0.922709
[84]	eval-auc:0.692492	train-auc:0.923083
[85]	eval-auc:0.691263	train-auc:0.92441
[86]	eval-auc:0.692139	train-auc:0.924406
[87]	eval-auc:0.693546	train-auc:0.925322
[88]	eval-auc:0.693936	train-auc:0.926125
[89]	eval-auc:0.69433	train-auc:0.927072
[90]	eval-auc:0.693902	train-auc:0.927726
[91]	eval-auc:0.694053	train-auc:0.928353
[92]	eval-auc:0.694577	train-auc:0.929648
[93]	eval-auc:0.696955	train-auc:0.931395
[94]	eval-auc:0.698577	train-auc:0.932344
[95]	eval-auc:0.699305	train-auc:0.932689
[96]	eval-auc:0.700082	train-auc:0.93519
[97]	eval-auc:0.699628	train-auc:0.93652
[98]	eval-auc:0.699559	train-auc:0.93843
[99]	eval-auc:0.699827	train-auc:0.93865
[100]	eval-auc:0.699747	train-auc:0.938865
[101]	eval-auc:0.700567	train-auc:0.939888
[102]	eval-auc:0.701769	train-auc:0.941101
[103]	eval-auc:0.702521	train-auc:0.941993
[104]	eval-auc:0.701336	train-auc:0.942274
[105]	eval-auc:0.698935	train-auc:0.942246
[106]	eval-auc:0.697729	train-auc:0.943391
[107]	eval-auc:0.699578	train-auc:0.945448
[108]	eval-auc:0.699762	train-auc:0.945575
[109]	eval-auc:0.700051	train-auc:0.945654
[110]	eval-auc:0.699314	train-auc:0.946718
[111]	eval-auc:0.700133	train-auc:0.948821
[112]	eval-auc:0.700152	train-auc:0.949968
[113]	eval-auc:0.700861	train-auc:0.950154
[114]	eval-auc:0.700549	train-auc:0.950681
[115]	eval-auc:0.702369	train-auc:0.950785
[116]	eval-auc:0.700864	train-auc:0.951129
[117]	eval-auc:0.70188	train-auc:0.952178
[118]	eval-auc:0.70213	train-auc:0.953274
[119]	eval-auc:0.702436	train-auc:0.953747
[120]	eval-auc:0.701429	train-auc:0.953872
[121]	eval-auc:0.703394	train-auc:0.953921
[122]	eval-auc:0.702364	train-auc:0.953706
[123]	eval-auc:0.701169	train-auc:0.954137
[124]	eval-auc:0.702935	train-auc:0.955083
[125]	eval-auc:0.702835	train-auc:0.955035
[126]	eval-auc:0.70131	train-auc:0.955247
[127]	eval-auc:0.701872	train-auc:0.955235
[128]	eval-auc:0.702101	train-auc:0.954895
[129]	eval-auc:0.703544	train-auc:0.955922
[130]	eval-auc:0.700522	train-auc:0.955954
[131]	eval-auc:0.700187	train-auc:0.956397
[132]	eval-auc:0.700184	train-auc:0.957193
[133]	eval-auc:0.701665	train-auc:0.958227
[134]	eval-auc:0.700886	train-auc:0.958252
[135]	eval-auc:0.701265	train-auc:0.958658
[136]	eval-auc:0.700875	train-auc:0.959264
[137]	eval-auc:0.700158	train-auc:0.95985
[138]	eval-auc:0.701726	train-auc:0.961142
[139]	eval-auc:0.700592	train-auc:0.961594
[140]	eval-auc:0.699903	train-auc:0.96238
[141]	eval-auc:0.700139	train-auc:0.962417
[142]	eval-auc:0.700901	train-auc:0.962725
[143]	eval-auc:0.700937	train-auc:0.962917
[144]	eval-auc:0.700727	train-auc:0.963663
[145]	eval-auc:0.701807	train-auc:0.964785
[146]	eval-auc:0.702902	train-auc:0.965229
[147]	eval-auc:0.701256	train-auc:0.96541
[148]	eval-auc:0.700704	train-auc:0.965089
[149]	eval-auc:0.700736	train-auc:0.96536
[150]	eval-auc:0.701067	train-auc:0.966346
[151]	eval-auc:0.700097	train-auc:0.96717
[152]	eval-auc:0.700715	train-auc:0.96772
[153]	eval-auc:0.701113	train-auc:0.968376
[154]	eval-auc:0.701464	train-auc:0.968537
[155]	eval-auc:0.698597	train-auc:0.968295
[156]	eval-auc:0.699141	train-auc:0.968429
[157]	eval-auc:0.699147	train-auc:0.968616
[158]	eval-auc:0.698605	train-auc:0.968797
[159]	eval-auc:0.700372	train-auc:0.969095
[160]	eval-auc:0.699709	train-auc:0.969539
[161]	eval-auc:0.698617	train-auc:0.969804
[162]	eval-auc:0.69913	train-auc:0.969991
[163]	eval-auc:0.699087	train-auc:0.970576
[164]	eval-auc:0.698097	train-auc:0.9708
[165]	eval-auc:0.698637	train-auc:0.970464
[166]	eval-auc:0.698276	train-auc:0.970546
[167]	eval-auc:0.699361	train-auc:0.970834
[168]	eval-auc:0.698309	train-auc:0.970897
[169]	eval-auc:0.698428	train-auc:0.971381
[170]	eval-auc:0.697458	train-auc:0.972007
[171]	eval-auc:0.696791	train-auc:0.972313
[172]	eval-auc:0.698157	train-auc:0.973031
[173]	eval-auc:0.698046	train-auc:0.973306
[174]	eval-auc:0.696834	train-auc:0.973512
[175]	eval-auc:0.696543	train-auc:0.973801
[176]	eval-auc:0.696295	train-auc:0.973608
[177]	eval-auc:0.697141	train-auc:0.974453
[178]	eval-auc:0.699072	train-auc:0.975474
[179]	eval-auc:0.70073	train-auc:0.975614
[180]	eval-auc:0.702009	train-auc:0.975908
[181]	eval-auc:0.70343	train-auc:0.976161
[182]	eval-auc:0.703931	train-auc:0.977003
[183]	eval-auc:0.704325	train-auc:0.977412
[184]	eval-auc:0.704065	train-auc:0.977807
[185]	eval-auc:0.70364	train-auc:0.977463
[186]	eval-auc:0.7017	train-auc:0.977852
[187]	eval-auc:0.701953	train-auc:0.978252
[188]	eval-auc:0.702521	train-auc:0.978675
[189]	eval-auc:0.702407	train-auc:0.97877
[190]	eval-auc:0.70299	train-auc:0.978939
[191]	eval-auc:0.703637	train-auc:0.979258
[192]	eval-auc:0.702466	train-auc:0.97971
[193]	eval-auc:0.701659	train-auc:0.979629
[194]	eval-auc:0.700867	train-auc:0.980013
[195]	eval-auc:0.700924	train-auc:0.980441
[196]	eval-auc:0.70172	train-auc:0.980657
[197]	eval-auc:0.701304	train-auc:0.981457
[198]	eval-auc:0.702124	train-auc:0.981599
[199]	eval-auc:0.702233	train-auc:0.981861
[200]	eval-auc:0.702754	train-auc:0.981863
[201]	eval-auc:0.702242	train-auc:0.982241
[202]	eval-auc:0.702271	train-auc:0.982299
[203]	eval-auc:0.701967	train-auc:0.982381
[204]	eval-auc:0.702041	train-auc:0.982345
[205]	eval-auc:0.700784	train-auc:0.98238
[206]	eval-auc:0.699675	train-auc:0.982762
[207]	eval-auc:0.699037	train-auc:0.983293
[208]	eval-auc:0.698912	train-auc:0.983474
[209]	eval-auc:0.698021	train-auc:0.983589
[210]	eval-auc:0.698528	train-auc:0.983637
[211]	eval-auc:0.698561	train-auc:0.984279
[212]	eval-auc:0.698758	train-auc:0.984666
[213]	eval-auc:0.69946	train-auc:0.984416
[214]	eval-auc:0.700394	train-auc:0.984562
[215]	eval-auc:0.700408	train-auc:0.984301
[216]	eval-auc:0.701633	train-auc:0.984848
[217]	eval-auc:0.702108	train-auc:0.984989
[218]	eval-auc:0.70223	train-auc:0.985621
[219]	eval-auc:0.701783	train-auc:0.985611
[220]	eval-auc:0.701936	train-auc:0.985728
[221]	eval-auc:0.702954	train-auc:0.98561
[222]	eval-auc:0.701839	train-auc:0.985753
[223]	eval-auc:0.701	train-auc:0.985749
[224]	eval-auc:0.701373	train-auc:0.98579
[225]	eval-auc:0.701312	train-auc:0.985784
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[230]	eval-auc:0.699523	train-auc:0.986683
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[235]	eval-auc:0.699023	train-auc:0.987872
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[238]	eval-auc:0.698844	train-auc:0.988502
[239]	eval-auc:0.69756	train-auc:0.988839
[240]	eval-auc:0.698032	train-auc:0.988905
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[242]	eval-auc:0.698378	train-auc:0.988878
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[245]	eval-auc:0.698918	train-auc:0.988954
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[252]	eval-auc:0.702121	train-auc:0.989509
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[331]	eval-auc:0.699233	train-auc:0.995598
[332]	eval-auc:0.699195	train-auc:0.995556
[333]	eval-auc:0.698672	train-auc:0.995534
[334]	eval-auc:0.698993	train-auc:0.995541
[335]	eval-auc:0.698743	train-auc:0.99562
[336]	eval-auc:0.698895	train-auc:0.995602
[337]	eval-auc:0.69916	train-auc:0.995646
[338]	eval-auc:0.699197	train-auc:0.995733
[339]	eval-auc:0.70019	train-auc:0.995704
[340]	eval-auc:0.699733	train-auc:0.995782
[341]	eval-auc:0.699343	train-auc:0.995817
[342]	eval-auc:0.700368	train-auc:0.9959
[343]	eval-auc:0.70128	train-auc:0.995923
[344]	eval-auc:0.701084	train-auc:0.99598
[345]	eval-auc:0.701862	train-auc:0.996052
[346]	eval-auc:0.700752	train-auc:0.996172
[347]	eval-auc:0.699689	train-auc:0.996287
[348]	eval-auc:0.699141	train-auc:0.996229
[349]	eval-auc:0.698885	train-auc:0.996285
[350]	eval-auc:0.697775	train-auc:0.996303
[351]	eval-auc:0.698478	train-auc:0.996329
[352]	eval-auc:0.697674	train-auc:0.996471
[353]	eval-auc:0.697466	train-auc:0.996436
[354]	eval-auc:0.697662	train-auc:0.996435
[355]	eval-auc:0.697373	train-auc:0.996555
[356]	eval-auc:0.696409	train-auc:0.996588
[357]	eval-auc:0.697106	train-auc:0.996639
[358]	eval-auc:0.697447	train-auc:0.996708
[359]	eval-auc:0.697766	train-auc:0.996691
[360]	eval-auc:0.696757	train-auc:0.996781
[361]	eval-auc:0.697042	train-auc:0.996806
[362]	eval-auc:0.697816	train-auc:0.996859
[363]	eval-auc:0.698906	train-auc:0.996952
[364]	eval-auc:0.698321	train-auc:0.996894
[365]	eval-auc:0.698422	train-auc:0.996983
[366]	eval-auc:0.697799	train-auc:0.99703
[367]	eval-auc:0.697796	train-auc:0.997082
[368]	eval-auc:0.697904	train-auc:0.997111
[369]	eval-auc:0.697769	train-auc:0.997054
[370]	eval-auc:0.696722	train-auc:0.99702
[371]	eval-auc:0.696782	train-auc:0.997102
[372]	eval-auc:0.696642	train-auc:0.997131
[373]	eval-auc:0.696624	train-auc:0.997179
[374]	eval-auc:0.696873	train-auc:0.997181
[375]	eval-auc:0.697319	train-auc:0.997163
[376]	eval-auc:0.696604	train-auc:0.997215
[377]	eval-auc:0.696528	train-auc:0.997252
[378]	eval-auc:0.6961	train-auc:0.99731
[379]	eval-auc:0.695591	train-auc:0.997379
[380]	eval-auc:0.696754	train-auc:0.997377
[381]	eval-auc:0.696299	train-auc:0.99738
[382]	eval-auc:0.696832	train-auc:0.997415
[383]	eval-auc:0.69712	train-auc:0.997352
[384]	eval-auc:0.697394	train-auc:0.997313
[385]	eval-auc:0.698655	train-auc:0.997478
[386]	eval-auc:0.698661	train-auc:0.997531
[387]	eval-auc:0.698353	train-auc:0.997555
[388]	eval-auc:0.69864	train-auc:0.997524
[389]	eval-auc:0.699215	train-auc:0.997536
[390]	eval-auc:0.69883	train-auc:0.997603
[391]	eval-auc:0.699346	train-auc:0.99759
[392]	eval-auc:0.699488	train-auc:0.99761
[393]	eval-auc:0.698866	train-auc:0.997562
[394]	eval-auc:0.699537	train-auc:0.997654
[395]	eval-auc:0.698853	train-auc:0.997632
[396]	eval-auc:0.697967	train-auc:0.99759
[397]	eval-auc:0.698262	train-auc:0.997655
[398]	eval-auc:0.697064	train-auc:0.997647
[399]	eval-auc:0.696229	train-auc:0.997702
[400]	eval-auc:0.695724	train-auc:0.997698
[401]	eval-auc:0.695425	train-auc:0.997784
[402]	eval-auc:0.695722	train-auc:0.99787
[403]	eval-auc:0.695783	train-auc:0.997937
[404]	eval-auc:0.698024	train-auc:0.997996
[405]	eval-auc:0.697749	train-auc:0.998008
[406]	eval-auc:0.697514	train-auc:0.998007
[407]	eval-auc:0.696792	train-auc:0.998017
[408]	eval-auc:0.695539	train-auc:0.997994
[409]	eval-auc:0.696132	train-auc:0.997967
[410]	eval-auc:0.695812	train-auc:0.997899
[411]	eval-auc:0.695453	train-auc:0.99792
[412]	eval-auc:0.694912	train-auc:0.997909
[413]	eval-auc:0.694851	train-auc:0.997965
[414]	eval-auc:0.695028	train-auc:0.997931
[415]	eval-auc:0.694903	train-auc:0.99799
[416]	eval-auc:0.694747	train-auc:0.997971
[417]	eval-auc:0.695322	train-auc:0.998026
[418]	eval-auc:0.69518	train-auc:0.998095
[419]	eval-auc:0.693403	train-auc:0.998044
[420]	eval-auc:0.692776	train-auc:0.998095
[421]	eval-auc:0.6938	train-auc:0.998124
[422]	eval-auc:0.693249	train-auc:0.998151
[423]	eval-auc:0.692983	train-auc:0.998147
[424]	eval-auc:0.693188	train-auc:0.998139
[425]	eval-auc:0.692855	train-auc:0.998178
[426]	eval-auc:0.693506	train-auc:0.998176
[427]	eval-auc:0.694167	train-auc:0.998172
[428]	eval-auc:0.694952	train-auc:0.998192
[429]	eval-auc:0.695833	train-auc:0.99822
[430]	eval-auc:0.695608	train-auc:0.998232
[431]	eval-auc:0.695153	train-auc:0.998268
[432]	eval-auc:0.695289	train-auc:0.998222
[433]	eval-auc:0.695597	train-auc:0.998305
[434]	eval-auc:0.695285	train-auc:0.998333
[435]	eval-auc:0.695031	train-auc:0.99838
[436]	eval-auc:0.694987	train-auc:0.998453
[437]	eval-auc:0.695255	train-auc:0.998492
[438]	eval-auc:0.695146	train-auc:0.998491
[439]	eval-auc:0.695923	train-auc:0.998495
[440]	eval-auc:0.69511	train-auc:0.998471
[441]	eval-auc:0.696075	train-auc:0.998484
[442]	eval-auc:0.696212	train-auc:0.998485
[443]	eval-auc:0.695565	train-auc:0.998549
[444]	eval-auc:0.695213	train-auc:0.998547
[445]	eval-auc:0.695148	train-auc:0.998575
[446]	eval-auc:0.695548	train-auc:0.998584
[447]	eval-auc:0.695419	train-auc:0.998596
[448]	eval-auc:0.694933	train-auc:0.998556
[449]	eval-auc:0.694516	train-auc:0.998531
[450]	eval-auc:0.694246	train-auc:0.998577
[451]	eval-auc:0.693619	train-auc:0.998625
[452]	eval-auc:0.693843	train-auc:0.998621
[453]	eval-auc:0.694353	train-auc:0.998639
[454]	eval-auc:0.694313	train-auc:0.998683
[455]	eval-auc:0.694216	train-auc:0.9987
[456]	eval-auc:0.694653	train-auc:0.99871
[457]	eval-auc:0.694152	train-auc:0.998734
[458]	eval-auc:0.692919	train-auc:0.998735
[459]	eval-auc:0.692878	train-auc:0.998793
[460]	eval-auc:0.693063	train-auc:0.998877
[461]	eval-auc:0.692716	train-auc:0.9989
[462]	eval-auc:0.693479	train-auc:0.998851
[463]	eval-auc:0.693785	train-auc:0.99886
[464]	eval-auc:0.694184	train-auc:0.998865
[465]	eval-auc:0.693644	train-auc:0.998874
[466]	eval-auc:0.693889	train-auc:0.998905
[467]	eval-auc:0.693348	train-auc:0.998908
[468]	eval-auc:0.693199	train-auc:0.998878
[469]	eval-auc:0.692843	train-auc:0.998842
[470]	eval-auc:0.692881	train-auc:0.998851
[471]	eval-auc:0.693074	train-auc:0.998852
[472]	eval-auc:0.693633	train-auc:0.998889
[473]	eval-auc:0.695055	train-auc:0.998914
[474]	eval-auc:0.695536	train-auc:0.998937
[475]	eval-auc:0.695888	train-auc:0.999003
[476]	eval-auc:0.695127	train-auc:0.999018
[477]	eval-auc:0.695069	train-auc:0.999047
[478]	eval-auc:0.695012	train-auc:0.999067
[479]	eval-auc:0.694831	train-auc:0.999061
[480]	eval-auc:0.695019	train-auc:0.999045
[481]	eval-auc:0.694786	train-auc:0.99908
[482]	eval-auc:0.695082	train-auc:0.999071
[483]	eval-auc:0.695434	train-auc:0.999124
[484]	eval-auc:0.694245	train-auc:0.999138
[485]	eval-auc:0.693887	train-auc:0.999146
[486]	eval-auc:0.693799	train-auc:0.999141
[487]	eval-auc:0.694144	train-auc:0.999183
[488]	eval-auc:0.693811	train-auc:0.999206
[489]	eval-auc:0.693881	train-auc:0.999245
[490]	eval-auc:0.693904	train-auc:0.999256
[491]	eval-auc:0.693512	train-auc:0.999214
[492]	eval-auc:0.693663	train-auc:0.999196
[493]	eval-auc:0.693292	train-auc:0.999206
[494]	eval-auc:0.693088	train-auc:0.999217
[495]	eval-auc:0.693879	train-auc:0.999201
[496]	eval-auc:0.693781	train-auc:0.999215
[497]	eval-auc:0.694361	train-auc:0.99922
[498]	eval-auc:0.695591	train-auc:0.999233
[499]	eval-auc:0.696406	train-auc:0.9993
[500]	eval-auc:0.695687	train-auc:0.999306
[501]	eval-auc:0.695081	train-auc:0.999286
[502]	eval-auc:0.695139	train-auc:0.999328
[503]	eval-auc:0.695005	train-auc:0.99932
[504]	eval-auc:0.693826	train-auc:0.999303
[505]	eval-auc:0.69273	train-auc:0.999318
[506]	eval-auc:0.691806	train-auc:0.9993
[507]	eval-auc:0.691909	train-auc:0.99931
[508]	eval-auc:0.691737	train-auc:0.999353
[509]	eval-auc:0.69171	train-auc:0.999363
[510]	eval-auc:0.693107	train-auc:0.999328
[511]	eval-auc:0.693301	train-auc:0.999321
[512]	eval-auc:0.692823	train-auc:0.999329
[513]	eval-auc:0.692943	train-auc:0.999352
[514]	eval-auc:0.69271	train-auc:0.999368
[515]	eval-auc:0.692217	train-auc:0.999392
[516]	eval-auc:0.692154	train-auc:0.999376
[517]	eval-auc:0.691253	train-auc:0.999412
[518]	eval-auc:0.690874	train-auc:0.999401
[519]	eval-auc:0.691591	train-auc:0.999401
[520]	eval-auc:0.690898	train-auc:0.999395
[521]	eval-auc:0.690251	train-auc:0.999388
[522]	eval-auc:0.690539	train-auc:0.99939
[523]	eval-auc:0.691142	train-auc:0.999405
[524]	eval-auc:0.691629	train-auc:0.999433
[525]	eval-auc:0.69024	train-auc:0.999449
[526]	eval-auc:0.690884	train-auc:0.999491
[527]	eval-auc:0.690574	train-auc:0.999494
[528]	eval-auc:0.690622	train-auc:0.999516
[529]	eval-auc:0.690819	train-auc:0.999532
[530]	eval-auc:0.690963	train-auc:0.999532
[531]	eval-auc:0.69207	train-auc:0.99955
[532]	eval-auc:0.692978	train-auc:0.999563
[533]	eval-auc:0.692343	train-auc:0.999572
[534]	eval-auc:0.691815	train-auc:0.999571
[535]	eval-auc:0.691929	train-auc:0.999581
[536]	eval-auc:0.691819	train-auc:0.999595
[537]	eval-auc:0.690976	train-auc:0.999626
[538]	eval-auc:0.690619	train-auc:0.999638
[539]	eval-auc:0.6903	train-auc:0.999617
[540]	eval-auc:0.690766	train-auc:0.99964
[541]	eval-auc:0.690523	train-auc:0.999657
[542]	eval-auc:0.690024	train-auc:0.999678
[543]	eval-auc:0.690035	train-auc:0.999683
[544]	eval-auc:0.689652	train-auc:0.999671
[545]	eval-auc:0.689365	train-auc:0.999693
[546]	eval-auc:0.689747	train-auc:0.999692
[547]	eval-auc:0.690181	train-auc:0.999697
[548]	eval-auc:0.689407	train-auc:0.999688
[549]	eval-auc:0.689728	train-auc:0.999693
[550]	eval-auc:0.690067	train-auc:0.999675
[551]	eval-auc:0.690301	train-auc:0.999699
[552]	eval-auc:0.690513	train-auc:0.999696
[553]	eval-auc:0.690534	train-auc:0.999721
[554]	eval-auc:0.691041	train-auc:0.999726
[555]	eval-auc:0.6906	train-auc:0.999723
[556]	eval-auc:0.690982	train-auc:0.999725
[557]	eval-auc:0.690616	train-auc:0.999724
[558]	eval-auc:0.690939	train-auc:0.999719
[559]	eval-auc:0.690903	train-auc:0.999727
[560]	eval-auc:0.691471	train-auc:0.999732
	Score 0.6914705380745289


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.4, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 3, 'min_child_weight': 4.0, 'n_estimators': 123.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.696973	train-auc:0.719689
[1]	eval-auc:0.696968	train-auc:0.725128
[2]	eval-auc:0.694931	train-auc:0.723588
[3]	eval-auc:0.695442	train-auc:0.732722
[4]	eval-auc:0.701619	train-auc:0.737179
[5]	eval-auc:0.703592	train-auc:0.746418
[6]	eval-auc:0.703238	train-auc:0.755288
[7]	eval-auc:0.702907	train-auc:0.757733
[8]	eval-auc:0.707371	train-auc:0.761077
[9]	eval-auc:0.706078	train-auc:0.762664
[10]	eval-auc:0.710712	train-auc:0.764287
[11]	eval-auc:0.709593	train-auc:0.76699
[12]	eval-auc:0.711493	train-auc:0.773954
[13]	eval-auc:0.714366	train-auc:0.779281
[14]	eval-auc:0.709038	train-auc:0.781945
[15]	eval-auc:0.712558	train-auc:0.783034
[16]	eval-auc:0.712076	train-auc:0.781448
[17]	eval-auc:0.7165	train-auc:0.785523
[18]	eval-auc:0.714577	train-auc:0.791287
[19]	eval-auc:0.716102	train-auc:0.796141
[20]	eval-auc:0.715145	train-auc:0.796196
[21]	eval-auc:0.712186	train-auc:0.797439
[22]	eval-auc:0.706399	train-auc:0.800747
[23]	eval-auc:0.705708	train-auc:0.804807
[24]	eval-auc:0.706588	train-auc:0.806761
[25]	eval-auc:0.705767	train-auc:0.808353
[26]	eval-auc:0.703603	train-auc:0.81137
[27]	eval-auc:0.706772	train-auc:0.815059
[28]	eval-auc:0.707775	train-auc:0.819131
[29]	eval-auc:0.7058	train-auc:0.819921
[30]	eval-auc:0.708352	train-auc:0.818557
[31]	eval-auc:0.705135	train-auc:0.819628
[32]	eval-auc:0.706211	train-auc:0.822909
[33]	eval-auc:0.707885	train-auc:0.825006
[34]	eval-auc:0.704349	train-auc:0.825647
[35]	eval-auc:0.699699	train-auc:0.828166
[36]	eval-auc:0.69969	train-auc:0.829897
[37]	eval-auc:0.701079	train-auc:0.832378
[38]	eval-auc:0.698566	train-auc:0.835371
[39]	eval-auc:0.697732	train-auc:0.83789
[40]	eval-auc:0.698391	train-auc:0.840284
[41]	eval-auc:0.697979	train-auc:0.841937
[42]	eval-auc:0.699537	train-auc:0.843569
[43]	eval-auc:0.699023	train-auc:0.846865
[44]	eval-auc:0.700133	train-auc:0.848579
[45]	eval-auc:0.699229	train-auc:0.848943
[46]	eval-auc:0.695444	train-auc:0.84947
[47]	eval-auc:0.695748	train-auc:0.853324
[48]	eval-auc:0.69707	train-auc:0.853261
[49]	eval-auc:0.698049	train-auc:0.854402
[50]	eval-auc:0.696899	train-auc:0.853152
[51]	eval-auc:0.697222	train-auc:0.855226
[52]	eval-auc:0.698128	train-auc:0.855183
[53]	eval-auc:0.697076	train-auc:0.856909
[54]	eval-auc:0.699896	train-auc:0.858334
[55]	eval-auc:0.699903	train-auc:0.859631
[56]	eval-auc:0.6982	train-auc:0.861416
[57]	eval-auc:0.696997	train-auc:0.860444
[58]	eval-auc:0.696288	train-auc:0.861431
[59]	eval-auc:0.696416	train-auc:0.862895
[60]	eval-auc:0.696458	train-auc:0.864567
[61]	eval-auc:0.697581	train-auc:0.86702
[62]	eval-auc:0.697022	train-auc:0.867764
[63]	eval-auc:0.695582	train-auc:0.867521
[64]	eval-auc:0.692162	train-auc:0.867771
[65]	eval-auc:0.692259	train-auc:0.868603
[66]	eval-auc:0.692497	train-auc:0.870172
[67]	eval-auc:0.690593	train-auc:0.870734
[68]	eval-auc:0.69012	train-auc:0.87159
[69]	eval-auc:0.689031	train-auc:0.871931
[70]	eval-auc:0.689177	train-auc:0.87303
[71]	eval-auc:0.690434	train-auc:0.875104
[72]	eval-auc:0.689451	train-auc:0.876123
[73]	eval-auc:0.689655	train-auc:0.878631
[74]	eval-auc:0.688311	train-auc:0.879681
[75]	eval-auc:0.687129	train-auc:0.881327
[76]	eval-auc:0.688427	train-auc:0.880946
[77]	eval-auc:0.68709	train-auc:0.880695
[78]	eval-auc:0.687635	train-auc:0.883033
[79]	eval-auc:0.688541	train-auc:0.884002
[80]	eval-auc:0.686774	train-auc:0.885065
[81]	eval-auc:0.687224	train-auc:0.886276
[82]	eval-auc:0.687129	train-auc:0.886031
[83]	eval-auc:0.685874	train-auc:0.886569
[84]	eval-auc:0.683694	train-auc:0.887256
[85]	eval-auc:0.684735	train-auc:0.888125
[86]	eval-auc:0.684624	train-auc:0.88766
[87]	eval-auc:0.686516	train-auc:0.888838
[88]	eval-auc:0.686569	train-auc:0.891591
[89]	eval-auc:0.686244	train-auc:0.892572
[90]	eval-auc:0.683571	train-auc:0.893737
[91]	eval-auc:0.681725	train-auc:0.89418
[92]	eval-auc:0.678127	train-auc:0.895434
[93]	eval-auc:0.677129	train-auc:0.89654
[94]	eval-auc:0.678203	train-auc:0.897788
[95]	eval-auc:0.678291	train-auc:0.897398
[96]	eval-auc:0.678005	train-auc:0.898689
[97]	eval-auc:0.676825	train-auc:0.899367
[98]	eval-auc:0.676822	train-auc:0.900353
[99]	eval-auc:0.676199	train-auc:0.900925
[100]	eval-auc:0.676712	train-auc:0.900975
[101]	eval-auc:0.677516	train-auc:0.901934
[102]	eval-auc:0.676983	train-auc:0.902234
[103]	eval-auc:0.677918	train-auc:0.902921
[104]	eval-auc:0.679193	train-auc:0.904867
[105]	eval-auc:0.678026	train-auc:0.904892
[106]	eval-auc:0.677507	train-auc:0.905598
[107]	eval-auc:0.677373	train-auc:0.90599
[108]	eval-auc:0.676598	train-auc:0.906792
[109]	eval-auc:0.674882	train-auc:0.908441
[110]	eval-auc:0.673985	train-auc:0.90934
[111]	eval-auc:0.674541	train-auc:0.909352
[112]	eval-auc:0.674695	train-auc:0.910222
[113]	eval-auc:0.675176	train-auc:0.910985
[114]	eval-auc:0.674137	train-auc:0.910983
[115]	eval-auc:0.675456	train-auc:0.912465
[116]	eval-auc:0.67622	train-auc:0.912891
[117]	eval-auc:0.678349	train-auc:0.912965
[118]	eval-auc:0.677534	train-auc:0.913252
[119]	eval-auc:0.678448	train-auc:0.915158
[120]	eval-auc:0.677157	train-auc:0.91477
[121]	eval-auc:0.680088	train-auc:0.914523
[122]	eval-auc:0.679776	train-auc:0.913549
	Score 0.6797759139470574


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 7, 'min_child_weight': 6.0, 'n_estimators': 997.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.614597	train-auc:0.727926
[1]	eval-auc:0.624469	train-auc:0.775004
[2]	eval-auc:0.625199	train-auc:0.806004
[3]	eval-auc:0.639423	train-auc:0.81952
[4]	eval-auc:0.668151	train-auc:0.846061
[5]	eval-auc:0.671598	train-auc:0.861424
[6]	eval-auc:0.677473	train-auc:0.869094
[7]	eval-auc:0.674715	train-auc:0.876394
[8]	eval-auc:0.676961	train-auc:0.887714
[9]	eval-auc:0.675007	train-auc:0.893515
[10]	eval-auc:0.683245	train-auc:0.904956
[11]	eval-auc:0.682314	train-auc:0.909676
[12]	eval-auc:0.68217	train-auc:0.91645
[13]	eval-auc:0.684994	train-auc:0.920528
[14]	eval-auc:0.686136	train-auc:0.925126
[15]	eval-auc:0.688272	train-auc:0.928767
[16]	eval-auc:0.68447	train-auc:0.932034
[17]	eval-auc:0.6894	train-auc:0.936087
[18]	eval-auc:0.687387	train-auc:0.939674
[19]	eval-auc:0.687135	train-auc:0.943097
[20]	eval-auc:0.687971	train-auc:0.946774
[21]	eval-auc:0.687441	train-auc:0.951496
[22]	eval-auc:0.689345	train-auc:0.954221
[23]	eval-auc:0.687295	train-auc:0.955738
[24]	eval-auc:0.685871	train-auc:0.959238
[25]	eval-auc:0.684959	train-auc:0.96171
[26]	eval-auc:0.683452	train-auc:0.962122
[27]	eval-auc:0.68557	train-auc:0.963918
[28]	eval-auc:0.686327	train-auc:0.965387
[29]	eval-auc:0.684722	train-auc:0.966672
[30]	eval-auc:0.684743	train-auc:0.967806
[31]	eval-auc:0.685789	train-auc:0.968399
[32]	eval-auc:0.683936	train-auc:0.970103
[33]	eval-auc:0.684471	train-auc:0.973296
[34]	eval-auc:0.683046	train-auc:0.974725
[35]	eval-auc:0.681347	train-auc:0.975977
[36]	eval-auc:0.682811	train-auc:0.97656
[37]	eval-auc:0.682773	train-auc:0.977616
[38]	eval-auc:0.683385	train-auc:0.97897
[39]	eval-auc:0.680772	train-auc:0.981018
[40]	eval-auc:0.682337	train-auc:0.982131
[41]	eval-auc:0.682531	train-auc:0.983333
[42]	eval-auc:0.681998	train-auc:0.984054
[43]	eval-auc:0.681763	train-auc:0.984679
[44]	eval-auc:0.680569	train-auc:0.985467
[45]	eval-auc:0.682741	train-auc:0.985611
[46]	eval-auc:0.682687	train-auc:0.986413
[47]	eval-auc:0.682231	train-auc:0.986638
[48]	eval-auc:0.681937	train-auc:0.987262
[49]	eval-auc:0.681372	train-auc:0.988455
[50]	eval-auc:0.682094	train-auc:0.98886
[51]	eval-auc:0.682783	train-auc:0.989129
[52]	eval-auc:0.685451	train-auc:0.989662
[53]	eval-auc:0.685835	train-auc:0.990274
[54]	eval-auc:0.684705	train-auc:0.99074
[55]	eval-auc:0.686377	train-auc:0.991201
[56]	eval-auc:0.686473	train-auc:0.991661
[57]	eval-auc:0.685606	train-auc:0.992077
[58]	eval-auc:0.685489	train-auc:0.992006
[59]	eval-auc:0.685532	train-auc:0.992729
[60]	eval-auc:0.684993	train-auc:0.993003
[61]	eval-auc:0.685329	train-auc:0.99314
[62]	eval-auc:0.685715	train-auc:0.993699
[63]	eval-auc:0.68846	train-auc:0.993918
[64]	eval-auc:0.688851	train-auc:0.994189
[65]	eval-auc:0.688396	train-auc:0.994175
[66]	eval-auc:0.688191	train-auc:0.994226
[67]	eval-auc:0.687659	train-auc:0.994511
[68]	eval-auc:0.688545	train-auc:0.994741
[69]	eval-auc:0.688236	train-auc:0.995054
[70]	eval-auc:0.688446	train-auc:0.995166
[71]	eval-auc:0.689374	train-auc:0.995253
[72]	eval-auc:0.690141	train-auc:0.995405
[73]	eval-auc:0.689704	train-auc:0.995777
[74]	eval-auc:0.689907	train-auc:0.996087
[75]	eval-auc:0.690843	train-auc:0.996204
[76]	eval-auc:0.691026	train-auc:0.996344
[77]	eval-auc:0.690138	train-auc:0.996397
[78]	eval-auc:0.688562	train-auc:0.996327
[79]	eval-auc:0.688873	train-auc:0.996306
[80]	eval-auc:0.6891	train-auc:0.996501
[81]	eval-auc:0.687441	train-auc:0.996694
[82]	eval-auc:0.687205	train-auc:0.996706
[83]	eval-auc:0.688189	train-auc:0.996796
[84]	eval-auc:0.688833	train-auc:0.996895
[85]	eval-auc:0.691461	train-auc:0.99711
[86]	eval-auc:0.691656	train-auc:0.997193
[87]	eval-auc:0.691548	train-auc:0.997256
[88]	eval-auc:0.690991	train-auc:0.997506
[89]	eval-auc:0.691046	train-auc:0.997603
[90]	eval-auc:0.69112	train-auc:0.997821
[91]	eval-auc:0.690843	train-auc:0.997864
[92]	eval-auc:0.689357	train-auc:0.997947
[93]	eval-auc:0.689151	train-auc:0.997948
[94]	eval-auc:0.689537	train-auc:0.998025
[95]	eval-auc:0.689442	train-auc:0.998095
[96]	eval-auc:0.689579	train-auc:0.998237
[97]	eval-auc:0.690022	train-auc:0.998327
[98]	eval-auc:0.689684	train-auc:0.998482
[99]	eval-auc:0.690032	train-auc:0.998526
[100]	eval-auc:0.689931	train-auc:0.998543
[101]	eval-auc:0.68924	train-auc:0.998651
[102]	eval-auc:0.689561	train-auc:0.998714
[103]	eval-auc:0.689323	train-auc:0.998716
[104]	eval-auc:0.690134	train-auc:0.998773
[105]	eval-auc:0.688777	train-auc:0.9988
[106]	eval-auc:0.68929	train-auc:0.998888
[107]	eval-auc:0.689392	train-auc:0.998942
[108]	eval-auc:0.689694	train-auc:0.999048
[109]	eval-auc:0.689427	train-auc:0.999089
[110]	eval-auc:0.690032	train-auc:0.999152
[111]	eval-auc:0.689986	train-auc:0.999249
[112]	eval-auc:0.689856	train-auc:0.99928
[113]	eval-auc:0.68992	train-auc:0.999295
[114]	eval-auc:0.689523	train-auc:0.999323
[115]	eval-auc:0.689831	train-auc:0.999349
[116]	eval-auc:0.68899	train-auc:0.999417
[117]	eval-auc:0.689036	train-auc:0.999412
[118]	eval-auc:0.689313	train-auc:0.999422
[119]	eval-auc:0.689327	train-auc:0.999448
[120]	eval-auc:0.689217	train-auc:0.999517
[121]	eval-auc:0.689363	train-auc:0.999532
[122]	eval-auc:0.689695	train-auc:0.999541
[123]	eval-auc:0.689154	train-auc:0.999568
[124]	eval-auc:0.689202	train-auc:0.999578
[125]	eval-auc:0.688861	train-auc:0.999598
[126]	eval-auc:0.688471	train-auc:0.999621
[127]	eval-auc:0.688998	train-auc:0.99964
[128]	eval-auc:0.689356	train-auc:0.999654
[129]	eval-auc:0.690032	train-auc:0.999683
[130]	eval-auc:0.68999	train-auc:0.999681
[131]	eval-auc:0.690994	train-auc:0.999691
[132]	eval-auc:0.691065	train-auc:0.999693
[133]	eval-auc:0.690936	train-auc:0.999691
[134]	eval-auc:0.690988	train-auc:0.999694
[135]	eval-auc:0.691046	train-auc:0.999704
[136]	eval-auc:0.690318	train-auc:0.999718
[137]	eval-auc:0.689598	train-auc:0.99971
[138]	eval-auc:0.6892	train-auc:0.999722
[139]	eval-auc:0.689282	train-auc:0.999763
[140]	eval-auc:0.690368	train-auc:0.999796
[141]	eval-auc:0.690024	train-auc:0.9998
[142]	eval-auc:0.690009	train-auc:0.999804
[143]	eval-auc:0.689968	train-auc:0.999815
[144]	eval-auc:0.69022	train-auc:0.999812
[145]	eval-auc:0.690974	train-auc:0.999821
[146]	eval-auc:0.691093	train-auc:0.99984
[147]	eval-auc:0.691302	train-auc:0.999841
[148]	eval-auc:0.691117	train-auc:0.999857
[149]	eval-auc:0.691554	train-auc:0.999867
[150]	eval-auc:0.691699	train-auc:0.999882
[151]	eval-auc:0.691566	train-auc:0.999911
[152]	eval-auc:0.691894	train-auc:0.999906
[153]	eval-auc:0.69194	train-auc:0.999925
[154]	eval-auc:0.692029	train-auc:0.99993
[155]	eval-auc:0.692737	train-auc:0.999922
[156]	eval-auc:0.693295	train-auc:0.999912
[157]	eval-auc:0.693129	train-auc:0.999921
[158]	eval-auc:0.692906	train-auc:0.999936
[159]	eval-auc:0.693174	train-auc:0.99995
[160]	eval-auc:0.693945	train-auc:0.999957
[161]	eval-auc:0.694234	train-auc:0.999962
[162]	eval-auc:0.694044	train-auc:0.999959
[163]	eval-auc:0.693359	train-auc:0.999963
[164]	eval-auc:0.692035	train-auc:0.999967
[165]	eval-auc:0.691984	train-auc:0.999967
[166]	eval-auc:0.692069	train-auc:0.999976
[167]	eval-auc:0.692453	train-auc:0.999975
[168]	eval-auc:0.692934	train-auc:0.999982
[169]	eval-auc:0.692987	train-auc:0.999987
[170]	eval-auc:0.693791	train-auc:0.999988
[171]	eval-auc:0.693104	train-auc:0.99999
[172]	eval-auc:0.693237	train-auc:0.999989
[173]	eval-auc:0.693363	train-auc:0.999989
[174]	eval-auc:0.693517	train-auc:0.999991
[175]	eval-auc:0.692849	train-auc:0.999994
[176]	eval-auc:0.693135	train-auc:0.999994
[177]	eval-auc:0.693127	train-auc:0.999996
[178]	eval-auc:0.693787	train-auc:0.999993
[179]	eval-auc:0.693277	train-auc:0.999993
[180]	eval-auc:0.693512	train-auc:0.999994
[181]	eval-auc:0.693484	train-auc:0.999994
[182]	eval-auc:0.693761	train-auc:0.999995
[183]	eval-auc:0.693491	train-auc:0.999995
[184]	eval-auc:0.693438	train-auc:0.999991
[185]	eval-auc:0.692836	train-auc:0.999992
[186]	eval-auc:0.692294	train-auc:0.999992
[187]	eval-auc:0.691774	train-auc:0.999992
[188]	eval-auc:0.692447	train-auc:0.999993
[189]	eval-auc:0.693072	train-auc:0.999997
[190]	eval-auc:0.693415	train-auc:0.999996
[191]	eval-auc:0.693308	train-auc:0.999996
[192]	eval-auc:0.692865	train-auc:0.999996
[193]	eval-auc:0.693444	train-auc:0.999995
[194]	eval-auc:0.693449	train-auc:0.999997
[195]	eval-auc:0.693948	train-auc:0.999996
[196]	eval-auc:0.693915	train-auc:0.999994
[197]	eval-auc:0.693736	train-auc:0.999996
[198]	eval-auc:0.693406	train-auc:0.999996
[199]	eval-auc:0.693127	train-auc:0.999996
[200]	eval-auc:0.693054	train-auc:0.999996
[201]	eval-auc:0.69289	train-auc:0.999997
[202]	eval-auc:0.692614	train-auc:0.999997
[203]	eval-auc:0.692357	train-auc:0.999999
[204]	eval-auc:0.692322	train-auc:1
[205]	eval-auc:0.692672	train-auc:1
[206]	eval-auc:0.692613	train-auc:1
[207]	eval-auc:0.693636	train-auc:1
[208]	eval-auc:0.693171	train-auc:1
[209]	eval-auc:0.693261	train-auc:1
[210]	eval-auc:0.693896	train-auc:1
[211]	eval-auc:0.693494	train-auc:1
[212]	eval-auc:0.693902	train-auc:1
[213]	eval-auc:0.693263	train-auc:1
[214]	eval-auc:0.693512	train-auc:1
[215]	eval-auc:0.692996	train-auc:1
[216]	eval-auc:0.693733	train-auc:1
[217]	eval-auc:0.693741	train-auc:1
[218]	eval-auc:0.693019	train-auc:1
[219]	eval-auc:0.693316	train-auc:1
[220]	eval-auc:0.692739	train-auc:1
[221]	eval-auc:0.692765	train-auc:1
[222]	eval-auc:0.692885	train-auc:1
[223]	eval-auc:0.692935	train-auc:1
[224]	eval-auc:0.693051	train-auc:1
[225]	eval-auc:0.69291	train-auc:1
[226]	eval-auc:0.692652	train-auc:1
[227]	eval-auc:0.692579	train-auc:1
[228]	eval-auc:0.692617	train-auc:1
[229]	eval-auc:0.692791	train-auc:1
[230]	eval-auc:0.692206	train-auc:1
[231]	eval-auc:0.692116	train-auc:1
[232]	eval-auc:0.692457	train-auc:1
[233]	eval-auc:0.692163	train-auc:1
[234]	eval-auc:0.692045	train-auc:1
[235]	eval-auc:0.692332	train-auc:1
[236]	eval-auc:0.692297	train-auc:1
[237]	eval-auc:0.691976	train-auc:1
[238]	eval-auc:0.69158	train-auc:1
[239]	eval-auc:0.69149	train-auc:1
[240]	eval-auc:0.691522	train-auc:1
[241]	eval-auc:0.691181	train-auc:1
[242]	eval-auc:0.692063	train-auc:1
[243]	eval-auc:0.692415	train-auc:1
[244]	eval-auc:0.692322	train-auc:1
[245]	eval-auc:0.692773	train-auc:1
[246]	eval-auc:0.693089	train-auc:1
[247]	eval-auc:0.693295	train-auc:1
[248]	eval-auc:0.693257	train-auc:1
[249]	eval-auc:0.693703	train-auc:1
[250]	eval-auc:0.693249	train-auc:1
[251]	eval-auc:0.693059	train-auc:1
[252]	eval-auc:0.692562	train-auc:1
[253]	eval-auc:0.692651	train-auc:1
[254]	eval-auc:0.692581	train-auc:1
[255]	eval-auc:0.69239	train-auc:1
[256]	eval-auc:0.692949	train-auc:1
[257]	eval-auc:0.693219	train-auc:1
[258]	eval-auc:0.692931	train-auc:1
[259]	eval-auc:0.692731	train-auc:1
[260]	eval-auc:0.692523	train-auc:1
[261]	eval-auc:0.692029	train-auc:1
[262]	eval-auc:0.69167	train-auc:1
[263]	eval-auc:0.692078	train-auc:1
[264]	eval-auc:0.691774	train-auc:1
[265]	eval-auc:0.69142	train-auc:1
[266]	eval-auc:0.69162	train-auc:1
[267]	eval-auc:0.691367	train-auc:1
[268]	eval-auc:0.691329	train-auc:1
[269]	eval-auc:0.691448	train-auc:1
[270]	eval-auc:0.69107	train-auc:1
[271]	eval-auc:0.690865	train-auc:1
[272]	eval-auc:0.690508	train-auc:1
[273]	eval-auc:0.690525	train-auc:1
[274]	eval-auc:0.690162	train-auc:1
[275]	eval-auc:0.690108	train-auc:1
[276]	eval-auc:0.690143	train-auc:1
[277]	eval-auc:0.690289	train-auc:1
[278]	eval-auc:0.690491	train-auc:1
[279]	eval-auc:0.691023	train-auc:1
[280]	eval-auc:0.690522	train-auc:1
[281]	eval-auc:0.690444	train-auc:1
[282]	eval-auc:0.690115	train-auc:1
[283]	eval-auc:0.690184	train-auc:1
[284]	eval-auc:0.689593	train-auc:1
[285]	eval-auc:0.689642	train-auc:1
[286]	eval-auc:0.689196	train-auc:1
[287]	eval-auc:0.689106	train-auc:1
[288]	eval-auc:0.68925	train-auc:1
[289]	eval-auc:0.68941	train-auc:1
[290]	eval-auc:0.689969	train-auc:1
[291]	eval-auc:0.690327	train-auc:1
[292]	eval-auc:0.690386	train-auc:1
[293]	eval-auc:0.690386	train-auc:1
[294]	eval-auc:0.689791	train-auc:1
[295]	eval-auc:0.690015	train-auc:1
[296]	eval-auc:0.690502	train-auc:1
[297]	eval-auc:0.689884	train-auc:1
[298]	eval-auc:0.690083	train-auc:1
[299]	eval-auc:0.689856	train-auc:1
[300]	eval-auc:0.690158	train-auc:1
[301]	eval-auc:0.689902	train-auc:1
[302]	eval-auc:0.689977	train-auc:1
[303]	eval-auc:0.690064	train-auc:1
[304]	eval-auc:0.690045	train-auc:1
[305]	eval-auc:0.68966	train-auc:1
[306]	eval-auc:0.689485	train-auc:1
[307]	eval-auc:0.688827	train-auc:1
[308]	eval-auc:0.688516	train-auc:1
[309]	eval-auc:0.688602	train-auc:1
[310]	eval-auc:0.688232	train-auc:1
[311]	eval-auc:0.688229	train-auc:1
[312]	eval-auc:0.688649	train-auc:1
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[315]	eval-auc:0.687926	train-auc:1
[316]	eval-auc:0.687715	train-auc:1
[317]	eval-auc:0.687644	train-auc:1
[318]	eval-auc:0.688381	train-auc:1
[319]	eval-auc:0.688038	train-auc:1
[320]	eval-auc:0.68779	train-auc:1
[321]	eval-auc:0.687955	train-auc:1
[322]	eval-auc:0.688216	train-auc:1
[323]	eval-auc:0.688512	train-auc:1
[324]	eval-auc:0.688562	train-auc:1
[325]	eval-auc:0.688188	train-auc:1
[326]	eval-auc:0.688235	train-auc:1
[327]	eval-auc:0.687581	train-auc:1
[328]	eval-auc:0.687999	train-auc:1
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[729]	eval-auc:0.684455	train-auc:1
[730]	eval-auc:0.684417	train-auc:1
[731]	eval-auc:0.684379	train-auc:1
[732]	eval-auc:0.684449	train-auc:1
[733]	eval-auc:0.684527	train-auc:1
[734]	eval-auc:0.684573	train-auc:1
[735]	eval-auc:0.684734	train-auc:1
[736]	eval-auc:0.684667	train-auc:1
[737]	eval-auc:0.684265	train-auc:1
[738]	eval-auc:0.684132	train-auc:1
[739]	eval-auc:0.684143	train-auc:1
[740]	eval-auc:0.684431	train-auc:1
[741]	eval-auc:0.684707	train-auc:1
[742]	eval-auc:0.684734	train-auc:1
[743]	eval-auc:0.684577	train-auc:1
[744]	eval-auc:0.684577	train-auc:1
[745]	eval-auc:0.684385	train-auc:1
[746]	eval-auc:0.68448	train-auc:1
[747]	eval-auc:0.684391	train-auc:1
[748]	eval-auc:0.684158	train-auc:1
[749]	eval-auc:0.684301	train-auc:1
[750]	eval-auc:0.684417	train-auc:1
[751]	eval-auc:0.684396	train-auc:1
[752]	eval-auc:0.684266	train-auc:1
[753]	eval-auc:0.684268	train-auc:1
[754]	eval-auc:0.684196	train-auc:1
[755]	eval-auc:0.684353	train-auc:1
[756]	eval-auc:0.684655	train-auc:1
[757]	eval-auc:0.684431	train-auc:1
[758]	eval-auc:0.684522	train-auc:1
[759]	eval-auc:0.684439	train-auc:1
[760]	eval-auc:0.684475	train-auc:1
[761]	eval-auc:0.68441	train-auc:1
[762]	eval-auc:0.684277	train-auc:1
[763]	eval-auc:0.68441	train-auc:1
[764]	eval-auc:0.684611	train-auc:1
[765]	eval-auc:0.68471	train-auc:1
[766]	eval-auc:0.68481	train-auc:1
[767]	eval-auc:0.684882	train-auc:1
[768]	eval-auc:0.684834	train-auc:1
[769]	eval-auc:0.685177	train-auc:1
[770]	eval-auc:0.685054	train-auc:1
[771]	eval-auc:0.685128	train-auc:1
[772]	eval-auc:0.685148	train-auc:1
[773]	eval-auc:0.685229	train-auc:1
[774]	eval-auc:0.685273	train-auc:1
[775]	eval-auc:0.685194	train-auc:1
[776]	eval-auc:0.685236	train-auc:1
[777]	eval-auc:0.685084	train-auc:1
[778]	eval-auc:0.685133	train-auc:1
[779]	eval-auc:0.684731	train-auc:1
[780]	eval-auc:0.684936	train-auc:1
[781]	eval-auc:0.685384	train-auc:1
[782]	eval-auc:0.685335	train-auc:1
[783]	eval-auc:0.685462	train-auc:1
[784]	eval-auc:0.68587	train-auc:1
[785]	eval-auc:0.686033	train-auc:1
[786]	eval-auc:0.686272	train-auc:1
[787]	eval-auc:0.686272	train-auc:1
[788]	eval-auc:0.686162	train-auc:1
[789]	eval-auc:0.686118	train-auc:1
[790]	eval-auc:0.686089	train-auc:1
[791]	eval-auc:0.686191	train-auc:1
[792]	eval-auc:0.685964	train-auc:1
[793]	eval-auc:0.685906	train-auc:1
[794]	eval-auc:0.686005	train-auc:1
[795]	eval-auc:0.685772	train-auc:1
[796]	eval-auc:0.685806	train-auc:1
[797]	eval-auc:0.685791	train-auc:1
[798]	eval-auc:0.685712	train-auc:1
[799]	eval-auc:0.685584	train-auc:1
[800]	eval-auc:0.685584	train-auc:1
[801]	eval-auc:0.685517	train-auc:1
[802]	eval-auc:0.685472	train-auc:1
[803]	eval-auc:0.685434	train-auc:1
[804]	eval-auc:0.685498	train-auc:1
[805]	eval-auc:0.685518	train-auc:1
[806]	eval-auc:0.685375	train-auc:1
[807]	eval-auc:0.685431	train-auc:1
[808]	eval-auc:0.685718	train-auc:1
[809]	eval-auc:0.685539	train-auc:1
[810]	eval-auc:0.685425	train-auc:1
[811]	eval-auc:0.685488	train-auc:1
[812]	eval-auc:0.685546	train-auc:1
[813]	eval-auc:0.685375	train-auc:1
[814]	eval-auc:0.685317	train-auc:1
[815]	eval-auc:0.68529	train-auc:1
[816]	eval-auc:0.684946	train-auc:1
[817]	eval-auc:0.684935	train-auc:1
[818]	eval-auc:0.684716	train-auc:1
[819]	eval-auc:0.684777	train-auc:1
[820]	eval-auc:0.684857	train-auc:1
[821]	eval-auc:0.68497	train-auc:1
[822]	eval-auc:0.685023	train-auc:1
[823]	eval-auc:0.685061	train-auc:1
[824]	eval-auc:0.684984	train-auc:1
[825]	eval-auc:0.684756	train-auc:1
[826]	eval-auc:0.684699	train-auc:1
[827]	eval-auc:0.684688	train-auc:1
[828]	eval-auc:0.684659	train-auc:1
[829]	eval-auc:0.684708	train-auc:1
[830]	eval-auc:0.684767	train-auc:1
[831]	eval-auc:0.684754	train-auc:1
[832]	eval-auc:0.684652	train-auc:1
[833]	eval-auc:0.684536	train-auc:1
[834]	eval-auc:0.684192	train-auc:1
[835]	eval-auc:0.683921	train-auc:1
[836]	eval-auc:0.683953	train-auc:1
[837]	eval-auc:0.683938	train-auc:1
[838]	eval-auc:0.683936	train-auc:1
[839]	eval-auc:0.683711	train-auc:1
[840]	eval-auc:0.68366	train-auc:1
[841]	eval-auc:0.683546	train-auc:1
[842]	eval-auc:0.68354	train-auc:1
[843]	eval-auc:0.683668	train-auc:1
[844]	eval-auc:0.683668	train-auc:1
[845]	eval-auc:0.683673	train-auc:1
[846]	eval-auc:0.683464	train-auc:1
[847]	eval-auc:0.683508	train-auc:1
[848]	eval-auc:0.683533	train-auc:1
[849]	eval-auc:0.684105	train-auc:1
[850]	eval-auc:0.684435	train-auc:1
[851]	eval-auc:0.684513	train-auc:1
[852]	eval-auc:0.684489	train-auc:1
[853]	eval-auc:0.684695	train-auc:1
[854]	eval-auc:0.684594	train-auc:1
[855]	eval-auc:0.684594	train-auc:1
[856]	eval-auc:0.684431	train-auc:1
[857]	eval-auc:0.684431	train-auc:1
[858]	eval-auc:0.684248	train-auc:1
[859]	eval-auc:0.684327	train-auc:1
[860]	eval-auc:0.684003	train-auc:1
[861]	eval-auc:0.684034	train-auc:1
[862]	eval-auc:0.683931	train-auc:1
[863]	eval-auc:0.683869	train-auc:1
[864]	eval-auc:0.683938	train-auc:1
[865]	eval-auc:0.683915	train-auc:1
[866]	eval-auc:0.684151	train-auc:1
[867]	eval-auc:0.68426	train-auc:1
[868]	eval-auc:0.684172	train-auc:1
[869]	eval-auc:0.684154	train-auc:1
[870]	eval-auc:0.684	train-auc:1
[871]	eval-auc:0.683839	train-auc:1
[872]	eval-auc:0.684	train-auc:1
[873]	eval-auc:0.684	train-auc:1
[874]	eval-auc:0.68401	train-auc:1
[875]	eval-auc:0.68402	train-auc:1
[876]	eval-auc:0.684029	train-auc:1
[877]	eval-auc:0.68409	train-auc:1
[878]	eval-auc:0.68409	train-auc:1
[879]	eval-auc:0.683886	train-auc:1
[880]	eval-auc:0.683931	train-auc:1
[881]	eval-auc:0.684027	train-auc:1
[882]	eval-auc:0.684164	train-auc:1
[883]	eval-auc:0.684262	train-auc:1
[884]	eval-auc:0.684239	train-auc:1
[885]	eval-auc:0.684126	train-auc:1
[886]	eval-auc:0.684419	train-auc:1
[887]	eval-auc:0.685497	train-auc:1
[888]	eval-auc:0.685497	train-auc:1
[889]	eval-auc:0.685447	train-auc:1
[890]	eval-auc:0.685282	train-auc:1
[891]	eval-auc:0.685282	train-auc:1
[892]	eval-auc:0.685316	train-auc:1
[893]	eval-auc:0.68502	train-auc:1
[894]	eval-auc:0.684731	train-auc:1
[895]	eval-auc:0.684595	train-auc:1
[896]	eval-auc:0.684533	train-auc:1
[897]	eval-auc:0.684722	train-auc:1
[898]	eval-auc:0.684638	train-auc:1
[899]	eval-auc:0.68462	train-auc:1
[900]	eval-auc:0.684515	train-auc:1
[901]	eval-auc:0.684618	train-auc:1
[902]	eval-auc:0.684566	train-auc:1
[903]	eval-auc:0.684643	train-auc:1
[904]	eval-auc:0.684662	train-auc:1
[905]	eval-auc:0.684568	train-auc:1
[906]	eval-auc:0.684443	train-auc:1
[907]	eval-auc:0.684522	train-auc:1
[908]	eval-auc:0.68444	train-auc:1
[909]	eval-auc:0.684297	train-auc:1
[910]	eval-auc:0.684544	train-auc:1
[911]	eval-auc:0.68455	train-auc:1
[912]	eval-auc:0.684579	train-auc:1
[913]	eval-auc:0.684694	train-auc:1
[914]	eval-auc:0.684903	train-auc:1
[915]	eval-auc:0.684965	train-auc:1
[916]	eval-auc:0.684944	train-auc:1
[917]	eval-auc:0.684729	train-auc:1
[918]	eval-auc:0.684853	train-auc:1
[919]	eval-auc:0.684576	train-auc:1
[920]	eval-auc:0.684507	train-auc:1
[921]	eval-auc:0.684361	train-auc:1
[922]	eval-auc:0.684132	train-auc:1
[923]	eval-auc:0.684132	train-auc:1
[924]	eval-auc:0.684143	train-auc:1
[925]	eval-auc:0.684273	train-auc:1
[926]	eval-auc:0.684428	train-auc:1
[927]	eval-auc:0.684432	train-auc:1
[928]	eval-auc:0.68441	train-auc:1
[929]	eval-auc:0.68444	train-auc:1
[930]	eval-auc:0.684064	train-auc:1
[931]	eval-auc:0.684064	train-auc:1
[932]	eval-auc:0.683904	train-auc:1
[933]	eval-auc:0.684253	train-auc:1
[934]	eval-auc:0.684242	train-auc:1
[935]	eval-auc:0.684114	train-auc:1
[936]	eval-auc:0.684238	train-auc:1
[937]	eval-auc:0.684244	train-auc:1
[938]	eval-auc:0.684009	train-auc:1
[939]	eval-auc:0.684129	train-auc:1
[940]	eval-auc:0.683861	train-auc:1
[941]	eval-auc:0.684067	train-auc:1
[942]	eval-auc:0.683986	train-auc:1
[943]	eval-auc:0.684227	train-auc:1
[944]	eval-auc:0.684017	train-auc:1
[945]	eval-auc:0.683895	train-auc:1
[946]	eval-auc:0.683993	train-auc:1
[947]	eval-auc:0.684187	train-auc:1
[948]	eval-auc:0.684035	train-auc:1
[949]	eval-auc:0.684148	train-auc:1
[950]	eval-auc:0.683816	train-auc:1
[951]	eval-auc:0.683705	train-auc:1
[952]	eval-auc:0.683575	train-auc:1
[953]	eval-auc:0.683568	train-auc:1
[954]	eval-auc:0.683606	train-auc:1
[955]	eval-auc:0.683647	train-auc:1
[956]	eval-auc:0.683647	train-auc:1
[957]	eval-auc:0.683636	train-auc:1
[958]	eval-auc:0.683615	train-auc:1
[959]	eval-auc:0.683615	train-auc:1
[960]	eval-auc:0.683665	train-auc:1
[961]	eval-auc:0.683656	train-auc:1
[962]	eval-auc:0.683525	train-auc:1
[963]	eval-auc:0.683561	train-auc:1
[964]	eval-auc:0.683545	train-auc:1
[965]	eval-auc:0.683447	train-auc:1
[966]	eval-auc:0.683564	train-auc:1
[967]	eval-auc:0.683645	train-auc:1
[968]	eval-auc:0.683505	train-auc:1
[969]	eval-auc:0.683461	train-auc:1
[970]	eval-auc:0.683478	train-auc:1
[971]	eval-auc:0.683453	train-auc:1
[972]	eval-auc:0.683453	train-auc:1
[973]	eval-auc:0.683453	train-auc:1
[974]	eval-auc:0.683306	train-auc:1
[975]	eval-auc:0.683522	train-auc:1
[976]	eval-auc:0.683685	train-auc:1
[977]	eval-auc:0.683721	train-auc:1
[978]	eval-auc:0.683721	train-auc:1
[979]	eval-auc:0.683627	train-auc:1
[980]	eval-auc:0.683776	train-auc:1
[981]	eval-auc:0.68367	train-auc:1
[982]	eval-auc:0.683773	train-auc:1
[983]	eval-auc:0.683752	train-auc:1
[984]	eval-auc:0.683921	train-auc:1
[985]	eval-auc:0.683957	train-auc:1
[986]	eval-auc:0.683788	train-auc:1
[987]	eval-auc:0.683831	train-auc:1
[988]	eval-auc:0.683612	train-auc:1
[989]	eval-auc:0.683612	train-auc:1
[990]	eval-auc:0.68336	train-auc:1
[991]	eval-auc:0.68328	train-auc:1
[992]	eval-auc:0.68328	train-auc:1
[993]	eval-auc:0.683459	train-auc:1
[994]	eval-auc:0.683482	train-auc:1
[995]	eval-auc:0.683409	train-auc:1
[996]	eval-auc:0.683286	train-auc:1
	Score 0.6832858239228154


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 11, 'min_child_weight': 5.0, 'n_estimators': 278.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.688375	train-auc:0.856306
[1]	eval-auc:0.69282	train-auc:0.899573
[2]	eval-auc:0.70233	train-auc:0.92801
[3]	eval-auc:0.698696	train-auc:0.940899
[4]	eval-auc:0.699011	train-auc:0.950113
[5]	eval-auc:0.696937	train-auc:0.956625
[6]	eval-auc:0.700617	train-auc:0.961752
[7]	eval-auc:0.698857	train-auc:0.966618
[8]	eval-auc:0.69811	train-auc:0.973052
[9]	eval-auc:0.697198	train-auc:0.976358
[10]	eval-auc:0.698684	train-auc:0.977845
[11]	eval-auc:0.699517	train-auc:0.980932
[12]	eval-auc:0.702265	train-auc:0.983517
[13]	eval-auc:0.700353	train-auc:0.984031
[14]	eval-auc:0.699419	train-auc:0.986229
[15]	eval-auc:0.703321	train-auc:0.986796
[16]	eval-auc:0.701917	train-auc:0.988126
[17]	eval-auc:0.702118	train-auc:0.989494
[18]	eval-auc:0.703006	train-auc:0.99048
[19]	eval-auc:0.699059	train-auc:0.992063
[20]	eval-auc:0.700092	train-auc:0.992964
[21]	eval-auc:0.701023	train-auc:0.993293
[22]	eval-auc:0.699645	train-auc:0.99369
[23]	eval-auc:0.697954	train-auc:0.994163
[24]	eval-auc:0.699689	train-auc:0.994802
[25]	eval-auc:0.699462	train-auc:0.99506
[26]	eval-auc:0.699692	train-auc:0.995468
[27]	eval-auc:0.700063	train-auc:0.996002
[28]	eval-auc:0.699859	train-auc:0.996423
[29]	eval-auc:0.696011	train-auc:0.996702
[30]	eval-auc:0.698987	train-auc:0.996979
[31]	eval-auc:0.699122	train-auc:0.997404
[32]	eval-auc:0.698079	train-auc:0.997626
[33]	eval-auc:0.697306	train-auc:0.997871
[34]	eval-auc:0.695542	train-auc:0.998041
[35]	eval-auc:0.695605	train-auc:0.998265
[36]	eval-auc:0.696197	train-auc:0.998279
[37]	eval-auc:0.695574	train-auc:0.998437
[38]	eval-auc:0.695523	train-auc:0.99849
[39]	eval-auc:0.695757	train-auc:0.99853
[40]	eval-auc:0.69721	train-auc:0.998656
[41]	eval-auc:0.697887	train-auc:0.998797
[42]	eval-auc:0.698591	train-auc:0.998854
[43]	eval-auc:0.699421	train-auc:0.998958
[44]	eval-auc:0.698291	train-auc:0.999042
[45]	eval-auc:0.698219	train-auc:0.999108
[46]	eval-auc:0.697708	train-auc:0.999143
[47]	eval-auc:0.697549	train-auc:0.999162
[48]	eval-auc:0.697195	train-auc:0.999209
[49]	eval-auc:0.698163	train-auc:0.999337
[50]	eval-auc:0.699768	train-auc:0.999343
[51]	eval-auc:0.699951	train-auc:0.999365
[52]	eval-auc:0.700628	train-auc:0.999431
[53]	eval-auc:0.70105	train-auc:0.999499
[54]	eval-auc:0.701393	train-auc:0.999543
[55]	eval-auc:0.700962	train-auc:0.999584
[56]	eval-auc:0.701405	train-auc:0.999631
[57]	eval-auc:0.702229	train-auc:0.999642
[58]	eval-auc:0.702302	train-auc:0.999678
[59]	eval-auc:0.702009	train-auc:0.999685
[60]	eval-auc:0.702542	train-auc:0.999689
[61]	eval-auc:0.703004	train-auc:0.999709
[62]	eval-auc:0.702373	train-auc:0.999732
[63]	eval-auc:0.703683	train-auc:0.999723
[64]	eval-auc:0.703025	train-auc:0.99972
[65]	eval-auc:0.703546	train-auc:0.999716
[66]	eval-auc:0.70329	train-auc:0.99974
[67]	eval-auc:0.703397	train-auc:0.99975
[68]	eval-auc:0.703882	train-auc:0.999769
[69]	eval-auc:0.703284	train-auc:0.999786
[70]	eval-auc:0.703995	train-auc:0.999792
[71]	eval-auc:0.704357	train-auc:0.999812
[72]	eval-auc:0.704455	train-auc:0.999827
[73]	eval-auc:0.704109	train-auc:0.999832
[74]	eval-auc:0.704496	train-auc:0.999878
[75]	eval-auc:0.704662	train-auc:0.999884
[76]	eval-auc:0.703698	train-auc:0.999906
[77]	eval-auc:0.702885	train-auc:0.999912
[78]	eval-auc:0.702387	train-auc:0.999917
[79]	eval-auc:0.70222	train-auc:0.999916
[80]	eval-auc:0.702926	train-auc:0.999915
[81]	eval-auc:0.702628	train-auc:0.999912
[82]	eval-auc:0.702772	train-auc:0.999919
[83]	eval-auc:0.703549	train-auc:0.999918
[84]	eval-auc:0.70405	train-auc:0.999918
[85]	eval-auc:0.703305	train-auc:0.999919
[86]	eval-auc:0.70288	train-auc:0.999925
[87]	eval-auc:0.703712	train-auc:0.999929
[88]	eval-auc:0.703674	train-auc:0.999925
[89]	eval-auc:0.703751	train-auc:0.999932
[90]	eval-auc:0.703541	train-auc:0.999947
[91]	eval-auc:0.703065	train-auc:0.999949
[92]	eval-auc:0.703158	train-auc:0.999959
[93]	eval-auc:0.703185	train-auc:0.999962
[94]	eval-auc:0.702911	train-auc:0.999961
[95]	eval-auc:0.702608	train-auc:0.999967
[96]	eval-auc:0.70194	train-auc:0.999967
[97]	eval-auc:0.701722	train-auc:0.999971
[98]	eval-auc:0.701728	train-auc:0.999972
[99]	eval-auc:0.701639	train-auc:0.999972
[100]	eval-auc:0.701282	train-auc:0.999969
[101]	eval-auc:0.701208	train-auc:0.999968
[102]	eval-auc:0.701412	train-auc:0.999967
[103]	eval-auc:0.701441	train-auc:0.99997
[104]	eval-auc:0.701387	train-auc:0.999973
[105]	eval-auc:0.701029	train-auc:0.999972
[106]	eval-auc:0.700509	train-auc:0.999973
[107]	eval-auc:0.701236	train-auc:0.999975
[108]	eval-auc:0.701173	train-auc:0.999979
[109]	eval-auc:0.701875	train-auc:0.999977
[110]	eval-auc:0.701688	train-auc:0.999977
[111]	eval-auc:0.701709	train-auc:0.999973
[112]	eval-auc:0.701312	train-auc:0.999974
[113]	eval-auc:0.700933	train-auc:0.999974
[114]	eval-auc:0.701283	train-auc:0.999975
[115]	eval-auc:0.701247	train-auc:0.99998
[116]	eval-auc:0.701265	train-auc:0.999985
[117]	eval-auc:0.701585	train-auc:0.999985
[118]	eval-auc:0.701758	train-auc:0.999986
[119]	eval-auc:0.7014	train-auc:0.999985
[120]	eval-auc:0.701186	train-auc:0.999986
[121]	eval-auc:0.700773	train-auc:0.999987
[122]	eval-auc:0.700398	train-auc:0.999987
[123]	eval-auc:0.700353	train-auc:0.999989
[124]	eval-auc:0.700462	train-auc:0.999993
[125]	eval-auc:0.700336	train-auc:0.999993
[126]	eval-auc:0.699922	train-auc:0.999994
[127]	eval-auc:0.699826	train-auc:0.999994
[128]	eval-auc:0.699709	train-auc:0.999994
[129]	eval-auc:0.699258	train-auc:0.999994
[130]	eval-auc:0.699381	train-auc:0.999994
[131]	eval-auc:0.699092	train-auc:0.999996
[132]	eval-auc:0.698559	train-auc:0.999998
[133]	eval-auc:0.698053	train-auc:0.999999
[134]	eval-auc:0.699144	train-auc:0.999999
[135]	eval-auc:0.698949	train-auc:0.999999
[136]	eval-auc:0.698885	train-auc:1
[137]	eval-auc:0.698595	train-auc:1
[138]	eval-auc:0.698503	train-auc:1
[139]	eval-auc:0.698917	train-auc:0.999999
[140]	eval-auc:0.698745	train-auc:1
[141]	eval-auc:0.698751	train-auc:1
[142]	eval-auc:0.699524	train-auc:1
[143]	eval-auc:0.699049	train-auc:0.999999
[144]	eval-auc:0.698924	train-auc:1
[145]	eval-auc:0.698643	train-auc:0.999999
[146]	eval-auc:0.698924	train-auc:1
[147]	eval-auc:0.698959	train-auc:0.999999
[148]	eval-auc:0.699267	train-auc:1
[149]	eval-auc:0.698474	train-auc:1
[150]	eval-auc:0.698836	train-auc:1
[151]	eval-auc:0.698938	train-auc:1
[152]	eval-auc:0.699291	train-auc:1
[153]	eval-auc:0.698882	train-auc:1
[154]	eval-auc:0.698559	train-auc:1
[155]	eval-auc:0.698254	train-auc:1
[156]	eval-auc:0.69878	train-auc:1
[157]	eval-auc:0.698664	train-auc:1
[158]	eval-auc:0.699095	train-auc:1
[159]	eval-auc:0.698541	train-auc:1
[160]	eval-auc:0.698647	train-auc:1
[161]	eval-auc:0.69848	train-auc:1
[162]	eval-auc:0.698842	train-auc:1
[163]	eval-auc:0.699302	train-auc:1
[164]	eval-auc:0.699285	train-auc:1
[165]	eval-auc:0.699529	train-auc:1
[166]	eval-auc:0.699963	train-auc:1
[167]	eval-auc:0.699579	train-auc:1
[168]	eval-auc:0.699579	train-auc:1
[169]	eval-auc:0.699398	train-auc:1
[170]	eval-auc:0.699313	train-auc:1
[171]	eval-auc:0.699721	train-auc:1
[172]	eval-auc:0.69994	train-auc:1
[173]	eval-auc:0.699867	train-auc:1
[174]	eval-auc:0.700231	train-auc:1
[175]	eval-auc:0.7001	train-auc:1
[176]	eval-auc:0.700047	train-auc:1
[177]	eval-auc:0.700395	train-auc:1
[178]	eval-auc:0.700506	train-auc:1
[179]	eval-auc:0.700041	train-auc:1
[180]	eval-auc:0.700267	train-auc:1
[181]	eval-auc:0.700051	train-auc:1
[182]	eval-auc:0.699978	train-auc:1
[183]	eval-auc:0.700001	train-auc:1
[184]	eval-auc:0.700229	train-auc:1
[185]	eval-auc:0.700558	train-auc:1
[186]	eval-auc:0.699955	train-auc:1
[187]	eval-auc:0.700001	train-auc:1
[188]	eval-auc:0.699836	train-auc:1
[189]	eval-auc:0.700004	train-auc:1
[190]	eval-auc:0.700139	train-auc:1
[191]	eval-auc:0.699897	train-auc:1
[192]	eval-auc:0.699622	train-auc:1
[193]	eval-auc:0.699791	train-auc:1
[194]	eval-auc:0.700149	train-auc:1
[195]	eval-auc:0.700491	train-auc:1
[196]	eval-auc:0.700672	train-auc:1
[197]	eval-auc:0.700838	train-auc:1
[198]	eval-auc:0.700972	train-auc:1
[199]	eval-auc:0.700887	train-auc:1
[200]	eval-auc:0.700872	train-auc:1
[201]	eval-auc:0.700565	train-auc:1
[202]	eval-auc:0.700817	train-auc:1
[203]	eval-auc:0.700531	train-auc:1
[204]	eval-auc:0.701017	train-auc:1
[205]	eval-auc:0.700959	train-auc:1
[206]	eval-auc:0.701081	train-auc:1
[207]	eval-auc:0.701108	train-auc:1
[208]	eval-auc:0.700825	train-auc:1
[209]	eval-auc:0.700711	train-auc:1
[210]	eval-auc:0.700942	train-auc:1
[211]	eval-auc:0.70144	train-auc:1
[212]	eval-auc:0.701158	train-auc:1
[213]	eval-auc:0.700953	train-auc:1
[214]	eval-auc:0.701091	train-auc:1
[215]	eval-auc:0.701362	train-auc:1
[216]	eval-auc:0.701329	train-auc:1
[217]	eval-auc:0.70123	train-auc:1
[218]	eval-auc:0.701029	train-auc:1
[219]	eval-auc:0.700922	train-auc:1
[220]	eval-auc:0.701096	train-auc:1
[221]	eval-auc:0.701097	train-auc:1
[222]	eval-auc:0.700663	train-auc:1
[223]	eval-auc:0.700572	train-auc:1
[224]	eval-auc:0.700491	train-auc:1
[225]	eval-auc:0.700633	train-auc:1
[226]	eval-auc:0.700506	train-auc:1
[227]	eval-auc:0.700432	train-auc:1
[228]	eval-auc:0.700598	train-auc:1
[229]	eval-auc:0.700749	train-auc:1
[230]	eval-auc:0.700817	train-auc:1
[231]	eval-auc:0.701116	train-auc:1
[232]	eval-auc:0.701221	train-auc:1
[233]	eval-auc:0.70098	train-auc:1
[234]	eval-auc:0.701039	train-auc:1
[235]	eval-auc:0.701131	train-auc:1
[236]	eval-auc:0.700948	train-auc:1
[237]	eval-auc:0.700828	train-auc:1
[238]	eval-auc:0.700656	train-auc:1
[239]	eval-auc:0.700647	train-auc:1
[240]	eval-auc:0.700442	train-auc:1
[241]	eval-auc:0.700345	train-auc:1
[242]	eval-auc:0.700997	train-auc:1
[243]	eval-auc:0.701516	train-auc:1
[244]	eval-auc:0.701578	train-auc:1
[245]	eval-auc:0.701495	train-auc:1
[246]	eval-auc:0.701455	train-auc:1
[247]	eval-auc:0.701352	train-auc:1
[248]	eval-auc:0.701406	train-auc:1
[249]	eval-auc:0.701458	train-auc:1
[250]	eval-auc:0.701339	train-auc:1
[251]	eval-auc:0.70139	train-auc:1
[252]	eval-auc:0.701223	train-auc:1
[253]	eval-auc:0.701387	train-auc:1
[254]	eval-auc:0.701213	train-auc:1
[255]	eval-auc:0.701722	train-auc:1
[256]	eval-auc:0.701843	train-auc:1
[257]	eval-auc:0.701848	train-auc:1
[258]	eval-auc:0.701515	train-auc:1
[259]	eval-auc:0.701708	train-auc:1
[260]	eval-auc:0.7013	train-auc:1
[261]	eval-auc:0.701187	train-auc:1
[262]	eval-auc:0.701297	train-auc:1
[263]	eval-auc:0.701288	train-auc:1
[264]	eval-auc:0.701114	train-auc:1
[265]	eval-auc:0.701012	train-auc:1
[266]	eval-auc:0.701009	train-auc:1
[267]	eval-auc:0.700488	train-auc:1
[268]	eval-auc:0.70038	train-auc:1
[269]	eval-auc:0.700164	train-auc:1
[270]	eval-auc:0.70021	train-auc:1
[271]	eval-auc:0.700245	train-auc:1
[272]	eval-auc:0.699841	train-auc:1
[273]	eval-auc:0.699984	train-auc:1
[274]	eval-auc:0.70003	train-auc:1
[275]	eval-auc:0.699825	train-auc:1
[276]	eval-auc:0.700111	train-auc:1
[277]	eval-auc:0.700167	train-auc:1
	Score 0.700166892031819


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 460.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.630544	train-auc:0.84357
[1]	eval-auc:0.628726	train-auc:0.921412
[2]	eval-auc:0.624191	train-auc:0.956031
[3]	eval-auc:0.637917	train-auc:0.969179
[4]	eval-auc:0.656308	train-auc:0.981375
[5]	eval-auc:0.655009	train-auc:0.988888
[6]	eval-auc:0.66116	train-auc:0.991282
[7]	eval-auc:0.657136	train-auc:0.99278
[8]	eval-auc:0.663964	train-auc:0.995175
[9]	eval-auc:0.669588	train-auc:0.996055
[10]	eval-auc:0.665002	train-auc:0.997945
[11]	eval-auc:0.66057	train-auc:0.998369
[12]	eval-auc:0.662904	train-auc:0.998774
[13]	eval-auc:0.666453	train-auc:0.998884
[14]	eval-auc:0.665592	train-auc:0.99926
[15]	eval-auc:0.662004	train-auc:0.999502
[16]	eval-auc:0.658011	train-auc:0.999647
[17]	eval-auc:0.669511	train-auc:0.999826
[18]	eval-auc:0.667878	train-auc:0.999834
[19]	eval-auc:0.675258	train-auc:0.99989
[20]	eval-auc:0.675171	train-auc:0.999898
[21]	eval-auc:0.67555	train-auc:0.999929
[22]	eval-auc:0.673295	train-auc:0.999945
[23]	eval-auc:0.678678	train-auc:0.999953
[24]	eval-auc:0.682623	train-auc:0.999953
[25]	eval-auc:0.682689	train-auc:0.99997
[26]	eval-auc:0.68125	train-auc:0.999981
[27]	eval-auc:0.683105	train-auc:0.999991
[28]	eval-auc:0.683257	train-auc:0.999994
[29]	eval-auc:0.680964	train-auc:0.999997
[30]	eval-auc:0.679467	train-auc:0.999998
[31]	eval-auc:0.680831	train-auc:0.999998
[32]	eval-auc:0.679627	train-auc:0.999998
[33]	eval-auc:0.679377	train-auc:0.999998
[34]	eval-auc:0.6791	train-auc:0.999998
[35]	eval-auc:0.680126	train-auc:1
[36]	eval-auc:0.679086	train-auc:0.999999
[37]	eval-auc:0.679051	train-auc:1
[38]	eval-auc:0.679018	train-auc:0.999999
[39]	eval-auc:0.677373	train-auc:1
[40]	eval-auc:0.677505	train-auc:1
[41]	eval-auc:0.676338	train-auc:1
[42]	eval-auc:0.67613	train-auc:1
[43]	eval-auc:0.675005	train-auc:1
[44]	eval-auc:0.679948	train-auc:1
[45]	eval-auc:0.680292	train-auc:1
[46]	eval-auc:0.683913	train-auc:1
[47]	eval-auc:0.684501	train-auc:1
[48]	eval-auc:0.683773	train-auc:1
[49]	eval-auc:0.683242	train-auc:1
[50]	eval-auc:0.682381	train-auc:1
[51]	eval-auc:0.682159	train-auc:1
[52]	eval-auc:0.682817	train-auc:1
[53]	eval-auc:0.682374	train-auc:1
[54]	eval-auc:0.681955	train-auc:1
[55]	eval-auc:0.682328	train-auc:1
[56]	eval-auc:0.683204	train-auc:1
[57]	eval-auc:0.683533	train-auc:1
[58]	eval-auc:0.684102	train-auc:1
[59]	eval-auc:0.683884	train-auc:1
[60]	eval-auc:0.683817	train-auc:1
[61]	eval-auc:0.682978	train-auc:1
[62]	eval-auc:0.682462	train-auc:1
[63]	eval-auc:0.686278	train-auc:1
[64]	eval-auc:0.685654	train-auc:1
[65]	eval-auc:0.686165	train-auc:1
[66]	eval-auc:0.686598	train-auc:1
[67]	eval-auc:0.686691	train-auc:1
[68]	eval-auc:0.686991	train-auc:1
[69]	eval-auc:0.68703	train-auc:1
[70]	eval-auc:0.686605	train-auc:1
[71]	eval-auc:0.686223	train-auc:1
[72]	eval-auc:0.686561	train-auc:1
[73]	eval-auc:0.68643	train-auc:1
[74]	eval-auc:0.686478	train-auc:1
[75]	eval-auc:0.686671	train-auc:1
[76]	eval-auc:0.686264	train-auc:1
[77]	eval-auc:0.68557	train-auc:1
[78]	eval-auc:0.686321	train-auc:1
[79]	eval-auc:0.686086	train-auc:1
[80]	eval-auc:0.688675	train-auc:1
[81]	eval-auc:0.689068	train-auc:1
[82]	eval-auc:0.689433	train-auc:1
[83]	eval-auc:0.688768	train-auc:1
[84]	eval-auc:0.688503	train-auc:1
[85]	eval-auc:0.687578	train-auc:1
[86]	eval-auc:0.687096	train-auc:1
[87]	eval-auc:0.686972	train-auc:1
[88]	eval-auc:0.687085	train-auc:1
[89]	eval-auc:0.687461	train-auc:1
[90]	eval-auc:0.687869	train-auc:1
[91]	eval-auc:0.687919	train-auc:1
[92]	eval-auc:0.687138	train-auc:1
[93]	eval-auc:0.687318	train-auc:1
[94]	eval-auc:0.686829	train-auc:1
[95]	eval-auc:0.68816	train-auc:1
[96]	eval-auc:0.688489	train-auc:1
[97]	eval-auc:0.688641	train-auc:1
[98]	eval-auc:0.688481	train-auc:1
[99]	eval-auc:0.688443	train-auc:1
[100]	eval-auc:0.687683	train-auc:1
[101]	eval-auc:0.687895	train-auc:1
[102]	eval-auc:0.688946	train-auc:1
[103]	eval-auc:0.691117	train-auc:1
[104]	eval-auc:0.691218	train-auc:1
[105]	eval-auc:0.690144	train-auc:1
[106]	eval-auc:0.69118	train-auc:1
[107]	eval-auc:0.691166	train-auc:1
[108]	eval-auc:0.691609	train-auc:1
[109]	eval-auc:0.691311	train-auc:1
[110]	eval-auc:0.691592	train-auc:1
[111]	eval-auc:0.691294	train-auc:1
[112]	eval-auc:0.691557	train-auc:1
[113]	eval-auc:0.691189	train-auc:1
[114]	eval-auc:0.691029	train-auc:1
[115]	eval-auc:0.690916	train-auc:1
[116]	eval-auc:0.691225	train-auc:1
[117]	eval-auc:0.691451	train-auc:1
[118]	eval-auc:0.691271	train-auc:1
[119]	eval-auc:0.691209	train-auc:1
[120]	eval-auc:0.691579	train-auc:1
[121]	eval-auc:0.691378	train-auc:1
[122]	eval-auc:0.691382	train-auc:1
[123]	eval-auc:0.691327	train-auc:1
[124]	eval-auc:0.691449	train-auc:1
[125]	eval-auc:0.691233	train-auc:1
[126]	eval-auc:0.690814	train-auc:1
[127]	eval-auc:0.690992	train-auc:1
[128]	eval-auc:0.690437	train-auc:1
[129]	eval-auc:0.690271	train-auc:1
[130]	eval-auc:0.69072	train-auc:1
[131]	eval-auc:0.690548	train-auc:1
[132]	eval-auc:0.690208	train-auc:1
[133]	eval-auc:0.690764	train-auc:1
[134]	eval-auc:0.690499	train-auc:1
[135]	eval-auc:0.69056	train-auc:1
[136]	eval-auc:0.690134	train-auc:1
[137]	eval-auc:0.689887	train-auc:1
[138]	eval-auc:0.689931	train-auc:1
[139]	eval-auc:0.689645	train-auc:1
[140]	eval-auc:0.690114	train-auc:1
[141]	eval-auc:0.691542	train-auc:1
[142]	eval-auc:0.691458	train-auc:1
[143]	eval-auc:0.691125	train-auc:1
[144]	eval-auc:0.690473	train-auc:1
[145]	eval-auc:0.690498	train-auc:1
[146]	eval-auc:0.690437	train-auc:1
[147]	eval-auc:0.690545	train-auc:1
[148]	eval-auc:0.690855	train-auc:1
[149]	eval-auc:0.690581	train-auc:1
[150]	eval-auc:0.690772	train-auc:1
[151]	eval-auc:0.690866	train-auc:1
[152]	eval-auc:0.690342	train-auc:1
[153]	eval-auc:0.690462	train-auc:1
[154]	eval-auc:0.690787	train-auc:1
[155]	eval-auc:0.690971	train-auc:1
[156]	eval-auc:0.691192	train-auc:1
[157]	eval-auc:0.690928	train-auc:1
[158]	eval-auc:0.690928	train-auc:1
[159]	eval-auc:0.690912	train-auc:1
[160]	eval-auc:0.690781	train-auc:1
[161]	eval-auc:0.690667	train-auc:1
[162]	eval-auc:0.690694	train-auc:1
[163]	eval-auc:0.69068	train-auc:1
[164]	eval-auc:0.690664	train-auc:1
[165]	eval-auc:0.690539	train-auc:1
[166]	eval-auc:0.690426	train-auc:1
[167]	eval-auc:0.690194	train-auc:1
[168]	eval-auc:0.690111	train-auc:1
[169]	eval-auc:0.689968	train-auc:1
[170]	eval-auc:0.689961	train-auc:1
[171]	eval-auc:0.690178	train-auc:1
[172]	eval-auc:0.690178	train-auc:1
[173]	eval-auc:0.690237	train-auc:1
[174]	eval-auc:0.690543	train-auc:1
[175]	eval-auc:0.690746	train-auc:1
[176]	eval-auc:0.69067	train-auc:1
[177]	eval-auc:0.690606	train-auc:1
[178]	eval-auc:0.690738	train-auc:1
[179]	eval-auc:0.690697	train-auc:1
[180]	eval-auc:0.69081	train-auc:1
[181]	eval-auc:0.691047	train-auc:1
[182]	eval-auc:0.690839	train-auc:1
[183]	eval-auc:0.690823	train-auc:1
[184]	eval-auc:0.690851	train-auc:1
[185]	eval-auc:0.69102	train-auc:1
[186]	eval-auc:0.691833	train-auc:1
[187]	eval-auc:0.691801	train-auc:1
[188]	eval-auc:0.691644	train-auc:1
[189]	eval-auc:0.691719	train-auc:1
[190]	eval-auc:0.692032	train-auc:1
[191]	eval-auc:0.692142	train-auc:1
[192]	eval-auc:0.69193	train-auc:1
[193]	eval-auc:0.6917	train-auc:1
[194]	eval-auc:0.691608	train-auc:1
[195]	eval-auc:0.6913	train-auc:1
[196]	eval-auc:0.6913	train-auc:1
[197]	eval-auc:0.69118	train-auc:1
[198]	eval-auc:0.690945	train-auc:1
[199]	eval-auc:0.690945	train-auc:1
[200]	eval-auc:0.690826	train-auc:1
[201]	eval-auc:0.690903	train-auc:1
[202]	eval-auc:0.69089	train-auc:1
[203]	eval-auc:0.691387	train-auc:1
[204]	eval-auc:0.691376	train-auc:1
[205]	eval-auc:0.691161	train-auc:1
[206]	eval-auc:0.691206	train-auc:1
[207]	eval-auc:0.691023	train-auc:1
[208]	eval-auc:0.690507	train-auc:1
[209]	eval-auc:0.690674	train-auc:1
[210]	eval-auc:0.690513	train-auc:1
[211]	eval-auc:0.690248	train-auc:1
[212]	eval-auc:0.690348	train-auc:1
[213]	eval-auc:0.690213	train-auc:1
[214]	eval-auc:0.690213	train-auc:1
[215]	eval-auc:0.690217	train-auc:1
[216]	eval-auc:0.690182	train-auc:1
[217]	eval-auc:0.69017	train-auc:1
[218]	eval-auc:0.690022	train-auc:1
[219]	eval-auc:0.690022	train-auc:1
[220]	eval-auc:0.689707	train-auc:1
[221]	eval-auc:0.689368	train-auc:1
[222]	eval-auc:0.689441	train-auc:1
[223]	eval-auc:0.689558	train-auc:1
[224]	eval-auc:0.689643	train-auc:1
[225]	eval-auc:0.689681	train-auc:1
[226]	eval-auc:0.689432	train-auc:1
[227]	eval-auc:0.689578	train-auc:1
[228]	eval-auc:0.689369	train-auc:1
[229]	eval-auc:0.689227	train-auc:1
[230]	eval-auc:0.689087	train-auc:1
[231]	eval-auc:0.688727	train-auc:1
[232]	eval-auc:0.688818	train-auc:1
[233]	eval-auc:0.688873	train-auc:1
[234]	eval-auc:0.688763	train-auc:1
[235]	eval-auc:0.688905	train-auc:1
[236]	eval-auc:0.68881	train-auc:1
[237]	eval-auc:0.68881	train-auc:1
[238]	eval-auc:0.688927	train-auc:1
[239]	eval-auc:0.68888	train-auc:1
[240]	eval-auc:0.688472	train-auc:1
[241]	eval-auc:0.688472	train-auc:1
[242]	eval-auc:0.688318	train-auc:1
[243]	eval-auc:0.688466	train-auc:1
[244]	eval-auc:0.688579	train-auc:1
[245]	eval-auc:0.688555	train-auc:1
[246]	eval-auc:0.688641	train-auc:1
[247]	eval-auc:0.688518	train-auc:1
[248]	eval-auc:0.688381	train-auc:1
[249]	eval-auc:0.68837	train-auc:1
[250]	eval-auc:0.688497	train-auc:1
[251]	eval-auc:0.688376	train-auc:1
[252]	eval-auc:0.688653	train-auc:1
[253]	eval-auc:0.688521	train-auc:1
[254]	eval-auc:0.688218	train-auc:1
[255]	eval-auc:0.688093	train-auc:1
[256]	eval-auc:0.688216	train-auc:1
[257]	eval-auc:0.688216	train-auc:1
[258]	eval-auc:0.688043	train-auc:1
[259]	eval-auc:0.688136	train-auc:1
[260]	eval-auc:0.688116	train-auc:1
[261]	eval-auc:0.688116	train-auc:1
[262]	eval-auc:0.6886	train-auc:1
[263]	eval-auc:0.688912	train-auc:1
[264]	eval-auc:0.688693	train-auc:1
[265]	eval-auc:0.688459	train-auc:1
[266]	eval-auc:0.68842	train-auc:1
[267]	eval-auc:0.68832	train-auc:1
[268]	eval-auc:0.688238	train-auc:1
[269]	eval-auc:0.688227	train-auc:1
[270]	eval-auc:0.687979	train-auc:1
[271]	eval-auc:0.687979	train-auc:1
[272]	eval-auc:0.687979	train-auc:1
[273]	eval-auc:0.688248	train-auc:1
[274]	eval-auc:0.688277	train-auc:1
[275]	eval-auc:0.688385	train-auc:1
[276]	eval-auc:0.688433	train-auc:1
[277]	eval-auc:0.688433	train-auc:1
[278]	eval-auc:0.68848	train-auc:1
[279]	eval-auc:0.688472	train-auc:1
[280]	eval-auc:0.688404	train-auc:1
[281]	eval-auc:0.688353	train-auc:1
[282]	eval-auc:0.688382	train-auc:1
[283]	eval-auc:0.688332	train-auc:1
[284]	eval-auc:0.688407	train-auc:1
[285]	eval-auc:0.68843	train-auc:1
[286]	eval-auc:0.68843	train-auc:1
[287]	eval-auc:0.688472	train-auc:1
[288]	eval-auc:0.68846	train-auc:1
[289]	eval-auc:0.688369	train-auc:1
[290]	eval-auc:0.688369	train-auc:1
[291]	eval-auc:0.688369	train-auc:1
[292]	eval-auc:0.688369	train-auc:1
[293]	eval-auc:0.688526	train-auc:1
[294]	eval-auc:0.688526	train-auc:1
[295]	eval-auc:0.688454	train-auc:1
[296]	eval-auc:0.688279	train-auc:1
[297]	eval-auc:0.688229	train-auc:1
[298]	eval-auc:0.688067	train-auc:1
[299]	eval-auc:0.688107	train-auc:1
[300]	eval-auc:0.688247	train-auc:1
[301]	eval-auc:0.687962	train-auc:1
[302]	eval-auc:0.687962	train-auc:1
[303]	eval-auc:0.68807	train-auc:1
[304]	eval-auc:0.68902	train-auc:1
[305]	eval-auc:0.68899	train-auc:1
[306]	eval-auc:0.689121	train-auc:1
[307]	eval-auc:0.68878	train-auc:1
[308]	eval-auc:0.688737	train-auc:1
[309]	eval-auc:0.68872	train-auc:1
[310]	eval-auc:0.688842	train-auc:1
[311]	eval-auc:0.688842	train-auc:1
[312]	eval-auc:0.688917	train-auc:1
[313]	eval-auc:0.688842	train-auc:1
[314]	eval-auc:0.68874	train-auc:1
[315]	eval-auc:0.688833	train-auc:1
[316]	eval-auc:0.688544	train-auc:1
[317]	eval-auc:0.688544	train-auc:1
[318]	eval-auc:0.688606	train-auc:1
[319]	eval-auc:0.688701	train-auc:1
[320]	eval-auc:0.688701	train-auc:1
[321]	eval-auc:0.688449	train-auc:1
[322]	eval-auc:0.688449	train-auc:1
[323]	eval-auc:0.688449	train-auc:1
[324]	eval-auc:0.688449	train-auc:1
[325]	eval-auc:0.688449	train-auc:1
[326]	eval-auc:0.688449	train-auc:1
[327]	eval-auc:0.688332	train-auc:1
[328]	eval-auc:0.688149	train-auc:1
[329]	eval-auc:0.688149	train-auc:1
[330]	eval-auc:0.688028	train-auc:1
[331]	eval-auc:0.687965	train-auc:1
[332]	eval-auc:0.688067	train-auc:1
[333]	eval-auc:0.687974	train-auc:1
[334]	eval-auc:0.688041	train-auc:1
[335]	eval-auc:0.688104	train-auc:1
[336]	eval-auc:0.687953	train-auc:1
[337]	eval-auc:0.687589	train-auc:1
[338]	eval-auc:0.687589	train-auc:1
[339]	eval-auc:0.687423	train-auc:1
[340]	eval-auc:0.687295	train-auc:1
[341]	eval-auc:0.687295	train-auc:1
[342]	eval-auc:0.68714	train-auc:1
[343]	eval-auc:0.687367	train-auc:1
[344]	eval-auc:0.687412	train-auc:1
[345]	eval-auc:0.687412	train-auc:1
[346]	eval-auc:0.687412	train-auc:1
[347]	eval-auc:0.688017	train-auc:1
[348]	eval-auc:0.688017	train-auc:1
[349]	eval-auc:0.688017	train-auc:1
[350]	eval-auc:0.688017	train-auc:1
[351]	eval-auc:0.688069	train-auc:1
[352]	eval-auc:0.688195	train-auc:1
[353]	eval-auc:0.688079	train-auc:1
[354]	eval-auc:0.688168	train-auc:1
[355]	eval-auc:0.688235	train-auc:1
[356]	eval-auc:0.688322	train-auc:1
[357]	eval-auc:0.688098	train-auc:1
[358]	eval-auc:0.687903	train-auc:1
[359]	eval-auc:0.687903	train-auc:1
[360]	eval-auc:0.687738	train-auc:1
[361]	eval-auc:0.687778	train-auc:1
[362]	eval-auc:0.687956	train-auc:1
[363]	eval-auc:0.687956	train-auc:1
[364]	eval-auc:0.687956	train-auc:1
[365]	eval-auc:0.687956	train-auc:1
[366]	eval-auc:0.688002	train-auc:1
[367]	eval-auc:0.688092	train-auc:1
[368]	eval-auc:0.688092	train-auc:1
[369]	eval-auc:0.687916	train-auc:1
[370]	eval-auc:0.687938	train-auc:1
[371]	eval-auc:0.687991	train-auc:1
[372]	eval-auc:0.687991	train-auc:1
[373]	eval-auc:0.687991	train-auc:1
[374]	eval-auc:0.688079	train-auc:1
[375]	eval-auc:0.687945	train-auc:1
[376]	eval-auc:0.688169	train-auc:1
[377]	eval-auc:0.68807	train-auc:1
[378]	eval-auc:0.688049	train-auc:1
[379]	eval-auc:0.688049	train-auc:1
[380]	eval-auc:0.688029	train-auc:1
[381]	eval-auc:0.688029	train-auc:1
[382]	eval-auc:0.688029	train-auc:1
[383]	eval-auc:0.688367	train-auc:1
[384]	eval-auc:0.688265	train-auc:1
[385]	eval-auc:0.688063	train-auc:1
[386]	eval-auc:0.687837	train-auc:1
[387]	eval-auc:0.687837	train-auc:1
[388]	eval-auc:0.687837	train-auc:1
[389]	eval-auc:0.687837	train-auc:1
[390]	eval-auc:0.687804	train-auc:1
[391]	eval-auc:0.687754	train-auc:1
[392]	eval-auc:0.687754	train-auc:1
[393]	eval-auc:0.687754	train-auc:1
[394]	eval-auc:0.687754	train-auc:1
[395]	eval-auc:0.687182	train-auc:1
[396]	eval-auc:0.687027	train-auc:1
[397]	eval-auc:0.687052	train-auc:1
[398]	eval-auc:0.68691	train-auc:1
[399]	eval-auc:0.686905	train-auc:1
[400]	eval-auc:0.68686	train-auc:1
[401]	eval-auc:0.686694	train-auc:1
[402]	eval-auc:0.68673	train-auc:1
[403]	eval-auc:0.686685	train-auc:1
[404]	eval-auc:0.686685	train-auc:1
[405]	eval-auc:0.686685	train-auc:1
[406]	eval-auc:0.686817	train-auc:1
[407]	eval-auc:0.687231	train-auc:1
[408]	eval-auc:0.687231	train-auc:1
[409]	eval-auc:0.687231	train-auc:1
[410]	eval-auc:0.687231	train-auc:1
[411]	eval-auc:0.687231	train-auc:1
[412]	eval-auc:0.687084	train-auc:1
[413]	eval-auc:0.687084	train-auc:1
[414]	eval-auc:0.687084	train-auc:1
[415]	eval-auc:0.687265	train-auc:1
[416]	eval-auc:0.687265	train-auc:1
[417]	eval-auc:0.686992	train-auc:1
[418]	eval-auc:0.686992	train-auc:1
[419]	eval-auc:0.687093	train-auc:1
[420]	eval-auc:0.687093	train-auc:1
[421]	eval-auc:0.687653	train-auc:1
[422]	eval-auc:0.687484	train-auc:1
[423]	eval-auc:0.687484	train-auc:1
[424]	eval-auc:0.687473	train-auc:1
[425]	eval-auc:0.687728	train-auc:1
[426]	eval-auc:0.687714	train-auc:1
[427]	eval-auc:0.687714	train-auc:1
[428]	eval-auc:0.687714	train-auc:1
[429]	eval-auc:0.687714	train-auc:1
[430]	eval-auc:0.68763	train-auc:1
[431]	eval-auc:0.68763	train-auc:1
[432]	eval-auc:0.687607	train-auc:1
[433]	eval-auc:0.687607	train-auc:1
[434]	eval-auc:0.687607	train-auc:1
[435]	eval-auc:0.687355	train-auc:1
[436]	eval-auc:0.687355	train-auc:1
[437]	eval-auc:0.68738	train-auc:1
[438]	eval-auc:0.687417	train-auc:1
[439]	eval-auc:0.687417	train-auc:1
[440]	eval-auc:0.687154	train-auc:1
[441]	eval-auc:0.68716	train-auc:1
[442]	eval-auc:0.687132	train-auc:1
[443]	eval-auc:0.687132	train-auc:1
[444]	eval-auc:0.687132	train-auc:1
[445]	eval-auc:0.687164	train-auc:1
[446]	eval-auc:0.687151	train-auc:1
[447]	eval-auc:0.687151	train-auc:1
[448]	eval-auc:0.687151	train-auc:1
[449]	eval-auc:0.687084	train-auc:1
[450]	eval-auc:0.687084	train-auc:1
[451]	eval-auc:0.687096	train-auc:1
[452]	eval-auc:0.687246	train-auc:1
[453]	eval-auc:0.687246	train-auc:1
[454]	eval-auc:0.687105	train-auc:1
[455]	eval-auc:0.687105	train-auc:1
[456]	eval-auc:0.687129	train-auc:1
[457]	eval-auc:0.687129	train-auc:1
[458]	eval-auc:0.687129	train-auc:1
[459]	eval-auc:0.686669	train-auc:1
	Score 0.6866693466846959


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 3, 'min_child_weight': 3.0, 'n_estimators': 827.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.696362	train-auc:0.719773
[1]	eval-auc:0.689224	train-auc:0.730325
[2]	eval-auc:0.693548	train-auc:0.733647
[3]	eval-auc:0.69595	train-auc:0.736636
[4]	eval-auc:0.69424	train-auc:0.743478
[5]	eval-auc:0.698264	train-auc:0.755001
[6]	eval-auc:0.704938	train-auc:0.757755
[7]	eval-auc:0.70379	train-auc:0.76129
[8]	eval-auc:0.705011	train-auc:0.765668
[9]	eval-auc:0.705812	train-auc:0.766975
[10]	eval-auc:0.706685	train-auc:0.768831
[11]	eval-auc:0.708831	train-auc:0.771457
[12]	eval-auc:0.715202	train-auc:0.77271
[13]	eval-auc:0.716138	train-auc:0.774169
[14]	eval-auc:0.710821	train-auc:0.779028
[15]	eval-auc:0.712768	train-auc:0.779665
[16]	eval-auc:0.710729	train-auc:0.782441
[17]	eval-auc:0.709926	train-auc:0.78461
[18]	eval-auc:0.71079	train-auc:0.787642
[19]	eval-auc:0.711014	train-auc:0.793198
[20]	eval-auc:0.710912	train-auc:0.796857
[21]	eval-auc:0.710007	train-auc:0.798398
[22]	eval-auc:0.710282	train-auc:0.800037
[23]	eval-auc:0.70991	train-auc:0.800358
[24]	eval-auc:0.706404	train-auc:0.801911
[25]	eval-auc:0.704511	train-auc:0.804826
[26]	eval-auc:0.702925	train-auc:0.807272
[27]	eval-auc:0.699578	train-auc:0.809815
[28]	eval-auc:0.698691	train-auc:0.811458
[29]	eval-auc:0.698069	train-auc:0.814035
[30]	eval-auc:0.700697	train-auc:0.817678
[31]	eval-auc:0.698965	train-auc:0.819149
[32]	eval-auc:0.699025	train-auc:0.821263
[33]	eval-auc:0.698023	train-auc:0.82263
[34]	eval-auc:0.697001	train-auc:0.824523
[35]	eval-auc:0.694342	train-auc:0.824713
[36]	eval-auc:0.692454	train-auc:0.824945
[37]	eval-auc:0.692134	train-auc:0.825119
[38]	eval-auc:0.692843	train-auc:0.826104
[39]	eval-auc:0.692581	train-auc:0.829332
[40]	eval-auc:0.694735	train-auc:0.832112
[41]	eval-auc:0.695096	train-auc:0.832696
[42]	eval-auc:0.696904	train-auc:0.834024
[43]	eval-auc:0.697211	train-auc:0.835393
[44]	eval-auc:0.700076	train-auc:0.836769
[45]	eval-auc:0.701355	train-auc:0.838693
[46]	eval-auc:0.701186	train-auc:0.840683
[47]	eval-auc:0.69917	train-auc:0.842453
[48]	eval-auc:0.701394	train-auc:0.844064
[49]	eval-auc:0.70121	train-auc:0.846114
[50]	eval-auc:0.700468	train-auc:0.847416
[51]	eval-auc:0.700908	train-auc:0.850119
[52]	eval-auc:0.702157	train-auc:0.8501
[53]	eval-auc:0.703925	train-auc:0.851758
[54]	eval-auc:0.704389	train-auc:0.852565
[55]	eval-auc:0.70609	train-auc:0.853524
[56]	eval-auc:0.706849	train-auc:0.8552
[57]	eval-auc:0.706696	train-auc:0.855467
[58]	eval-auc:0.707072	train-auc:0.856852
[59]	eval-auc:0.707258	train-auc:0.858508
[60]	eval-auc:0.7074	train-auc:0.860088
[61]	eval-auc:0.706836	train-auc:0.86002
[62]	eval-auc:0.707422	train-auc:0.861474
[63]	eval-auc:0.707654	train-auc:0.861589
[64]	eval-auc:0.707068	train-auc:0.863371
[65]	eval-auc:0.706512	train-auc:0.863582
[66]	eval-auc:0.706055	train-auc:0.865371
[67]	eval-auc:0.70669	train-auc:0.865503
[68]	eval-auc:0.707178	train-auc:0.865086
[69]	eval-auc:0.709517	train-auc:0.867781
[70]	eval-auc:0.709296	train-auc:0.869339
[71]	eval-auc:0.710342	train-auc:0.870232
[72]	eval-auc:0.71184	train-auc:0.873302
[73]	eval-auc:0.713223	train-auc:0.874749
[74]	eval-auc:0.71373	train-auc:0.876503
[75]	eval-auc:0.714062	train-auc:0.878252
[76]	eval-auc:0.714843	train-auc:0.879243
[77]	eval-auc:0.713078	train-auc:0.880013
[78]	eval-auc:0.711368	train-auc:0.881267
[79]	eval-auc:0.710223	train-auc:0.882016
[80]	eval-auc:0.711741	train-auc:0.882462
[81]	eval-auc:0.710707	train-auc:0.883862
[82]	eval-auc:0.710028	train-auc:0.885087
[83]	eval-auc:0.705468	train-auc:0.885345
[84]	eval-auc:0.707231	train-auc:0.885969
[85]	eval-auc:0.707421	train-auc:0.886842
[86]	eval-auc:0.707009	train-auc:0.886709
[87]	eval-auc:0.705623	train-auc:0.886605
[88]	eval-auc:0.706818	train-auc:0.888108
[89]	eval-auc:0.705789	train-auc:0.888393
[90]	eval-auc:0.705295	train-auc:0.88786
[91]	eval-auc:0.705906	train-auc:0.888359
[92]	eval-auc:0.705128	train-auc:0.890082
[93]	eval-auc:0.704798	train-auc:0.889826
[94]	eval-auc:0.705244	train-auc:0.890987
[95]	eval-auc:0.704385	train-auc:0.891292
[96]	eval-auc:0.705739	train-auc:0.89255
[97]	eval-auc:0.705213	train-auc:0.893738
[98]	eval-auc:0.705973	train-auc:0.895829
[99]	eval-auc:0.705312	train-auc:0.896802
[100]	eval-auc:0.704091	train-auc:0.897538
[101]	eval-auc:0.704563	train-auc:0.897678
[102]	eval-auc:0.704999	train-auc:0.898135
[103]	eval-auc:0.704702	train-auc:0.898301
[104]	eval-auc:0.705929	train-auc:0.89856
[105]	eval-auc:0.705868	train-auc:0.898877
[106]	eval-auc:0.703104	train-auc:0.898973
[107]	eval-auc:0.703911	train-auc:0.900375
[108]	eval-auc:0.702859	train-auc:0.900304
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[781]	eval-auc:0.684694	train-auc:0.997241
[782]	eval-auc:0.684522	train-auc:0.997224
[783]	eval-auc:0.684758	train-auc:0.997288
[784]	eval-auc:0.684815	train-auc:0.99729
[785]	eval-auc:0.684738	train-auc:0.997318
[786]	eval-auc:0.68458	train-auc:0.997359
[787]	eval-auc:0.684687	train-auc:0.997414
[788]	eval-auc:0.684775	train-auc:0.997466
[789]	eval-auc:0.685552	train-auc:0.997487
[790]	eval-auc:0.68544	train-auc:0.997504
[791]	eval-auc:0.685774	train-auc:0.997537
[792]	eval-auc:0.686083	train-auc:0.997501
[793]	eval-auc:0.686453	train-auc:0.997495
[794]	eval-auc:0.687208	train-auc:0.997414
[795]	eval-auc:0.687227	train-auc:0.997426
[796]	eval-auc:0.686534	train-auc:0.997497
[797]	eval-auc:0.686139	train-auc:0.997605
[798]	eval-auc:0.686101	train-auc:0.997653
[799]	eval-auc:0.685109	train-auc:0.997646
[800]	eval-auc:0.685267	train-auc:0.997739
[801]	eval-auc:0.684595	train-auc:0.997798
[802]	eval-auc:0.685153	train-auc:0.997845
[803]	eval-auc:0.684761	train-auc:0.997877
[804]	eval-auc:0.684889	train-auc:0.997857
[805]	eval-auc:0.685073	train-auc:0.997816
[806]	eval-auc:0.68525	train-auc:0.997814
[807]	eval-auc:0.684978	train-auc:0.99777
[808]	eval-auc:0.68494	train-auc:0.997793
[809]	eval-auc:0.68522	train-auc:0.997784
[810]	eval-auc:0.685229	train-auc:0.997802
[811]	eval-auc:0.684807	train-auc:0.997786
[812]	eval-auc:0.685728	train-auc:0.997753
[813]	eval-auc:0.685864	train-auc:0.997785
[814]	eval-auc:0.68578	train-auc:0.997823
[815]	eval-auc:0.685925	train-auc:0.997817
[816]	eval-auc:0.686362	train-auc:0.997819
[817]	eval-auc:0.686171	train-auc:0.997808
[818]	eval-auc:0.685806	train-auc:0.997823
[819]	eval-auc:0.685809	train-auc:0.997846
[820]	eval-auc:0.686278	train-auc:0.997834
[821]	eval-auc:0.686677	train-auc:0.997818
[822]	eval-auc:0.68701	train-auc:0.997831
[823]	eval-auc:0.687144	train-auc:0.997883
[824]	eval-auc:0.687021	train-auc:0.997899
[825]	eval-auc:0.688297	train-auc:0.997921
[826]	eval-auc:0.687642	train-auc:0.997996
	Score 0.687642375957802


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 4, 'min_child_weight': 4.0, 'n_estimators': 962.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.687235	train-auc:0.734437
[1]	eval-auc:0.673771	train-auc:0.736375
[2]	eval-auc:0.682921	train-auc:0.749856
[3]	eval-auc:0.676949	train-auc:0.759783
[4]	eval-auc:0.680086	train-auc:0.76474
[5]	eval-auc:0.678821	train-auc:0.774967
[6]	eval-auc:0.678103	train-auc:0.77663
[7]	eval-auc:0.681122	train-auc:0.781294
[8]	eval-auc:0.685267	train-auc:0.786877
[9]	eval-auc:0.685572	train-auc:0.790136
[10]	eval-auc:0.688827	train-auc:0.795034
[11]	eval-auc:0.687843	train-auc:0.797974
[12]	eval-auc:0.691551	train-auc:0.802429
[13]	eval-auc:0.693691	train-auc:0.801974
[14]	eval-auc:0.692082	train-auc:0.80465
[15]	eval-auc:0.694967	train-auc:0.808409
[16]	eval-auc:0.695991	train-auc:0.811704
[17]	eval-auc:0.694905	train-auc:0.814387
[18]	eval-auc:0.693313	train-auc:0.816311
[19]	eval-auc:0.692653	train-auc:0.818524
[20]	eval-auc:0.693522	train-auc:0.820937
[21]	eval-auc:0.694063	train-auc:0.825943
[22]	eval-auc:0.692829	train-auc:0.829987
[23]	eval-auc:0.694817	train-auc:0.831294
[24]	eval-auc:0.69355	train-auc:0.833575
[25]	eval-auc:0.695221	train-auc:0.833569
[26]	eval-auc:0.692776	train-auc:0.834522
[27]	eval-auc:0.691973	train-auc:0.837026
[28]	eval-auc:0.694159	train-auc:0.839004
[29]	eval-auc:0.695024	train-auc:0.841376
[30]	eval-auc:0.696291	train-auc:0.84299
[31]	eval-auc:0.696322	train-auc:0.84569
[32]	eval-auc:0.698908	train-auc:0.847186
[33]	eval-auc:0.698564	train-auc:0.848893
[34]	eval-auc:0.699424	train-auc:0.849455
[35]	eval-auc:0.698824	train-auc:0.851666
[36]	eval-auc:0.698008	train-auc:0.855397
[37]	eval-auc:0.697724	train-auc:0.855222
[38]	eval-auc:0.698212	train-auc:0.856552
[39]	eval-auc:0.697188	train-auc:0.85726
[40]	eval-auc:0.696007	train-auc:0.858787
[41]	eval-auc:0.696517	train-auc:0.86088
[42]	eval-auc:0.696747	train-auc:0.86367
[43]	eval-auc:0.697278	train-auc:0.86581
[44]	eval-auc:0.696642	train-auc:0.865867
[45]	eval-auc:0.697321	train-auc:0.866869
[46]	eval-auc:0.696278	train-auc:0.868256
[47]	eval-auc:0.696139	train-auc:0.870395
[48]	eval-auc:0.696464	train-auc:0.871203
[49]	eval-auc:0.695242	train-auc:0.874032
[50]	eval-auc:0.694848	train-auc:0.875404
[51]	eval-auc:0.694303	train-auc:0.87736
[52]	eval-auc:0.692578	train-auc:0.878385
[53]	eval-auc:0.693822	train-auc:0.880775
[54]	eval-auc:0.695314	train-auc:0.882963
[55]	eval-auc:0.69747	train-auc:0.8849
[56]	eval-auc:0.698632	train-auc:0.885662
[57]	eval-auc:0.699664	train-auc:0.886763
[58]	eval-auc:0.700302	train-auc:0.888525
[59]	eval-auc:0.698044	train-auc:0.892825
[60]	eval-auc:0.697668	train-auc:0.8927
[61]	eval-auc:0.698005	train-auc:0.893581
[62]	eval-auc:0.697942	train-auc:0.894947
[63]	eval-auc:0.69726	train-auc:0.895602
[64]	eval-auc:0.69717	train-auc:0.896901
[65]	eval-auc:0.696834	train-auc:0.896276
[66]	eval-auc:0.697408	train-auc:0.896432
[67]	eval-auc:0.698082	train-auc:0.897247
[68]	eval-auc:0.698932	train-auc:0.897398
[69]	eval-auc:0.699165	train-auc:0.899252
[70]	eval-auc:0.700374	train-auc:0.900039
[71]	eval-auc:0.701717	train-auc:0.90215
[72]	eval-auc:0.701373	train-auc:0.902484
[73]	eval-auc:0.701935	train-auc:0.903663
[74]	eval-auc:0.701292	train-auc:0.906244
[75]	eval-auc:0.701566	train-auc:0.90921
[76]	eval-auc:0.701409	train-auc:0.910077
[77]	eval-auc:0.700634	train-auc:0.910948
[78]	eval-auc:0.700497	train-auc:0.912049
[79]	eval-auc:0.698326	train-auc:0.913343
[80]	eval-auc:0.698362	train-auc:0.914694
[81]	eval-auc:0.697758	train-auc:0.915534
[82]	eval-auc:0.697901	train-auc:0.916129
[83]	eval-auc:0.697258	train-auc:0.916997
[84]	eval-auc:0.698524	train-auc:0.917788
[85]	eval-auc:0.699237	train-auc:0.919624
[86]	eval-auc:0.698282	train-auc:0.919915
[87]	eval-auc:0.697558	train-auc:0.920455
[88]	eval-auc:0.696968	train-auc:0.921182
[89]	eval-auc:0.697549	train-auc:0.922568
[90]	eval-auc:0.696415	train-auc:0.923688
[91]	eval-auc:0.696142	train-auc:0.923945
[92]	eval-auc:0.695486	train-auc:0.925226
[93]	eval-auc:0.695469	train-auc:0.925893
[94]	eval-auc:0.694358	train-auc:0.927614
[95]	eval-auc:0.69455	train-auc:0.928999
[96]	eval-auc:0.695309	train-auc:0.930007
[97]	eval-auc:0.6958	train-auc:0.93083
[98]	eval-auc:0.696084	train-auc:0.932016
[99]	eval-auc:0.695794	train-auc:0.932582
[100]	eval-auc:0.695469	train-auc:0.932453
[101]	eval-auc:0.694026	train-auc:0.932813
[102]	eval-auc:0.694609	train-auc:0.933584
[103]	eval-auc:0.695387	train-auc:0.93423
[104]	eval-auc:0.69551	train-auc:0.934825
[105]	eval-auc:0.697721	train-auc:0.934989
[106]	eval-auc:0.696062	train-auc:0.935779
[107]	eval-auc:0.695813	train-auc:0.936197
[108]	eval-auc:0.695259	train-auc:0.936928
[109]	eval-auc:0.695903	train-auc:0.937531
[110]	eval-auc:0.695745	train-auc:0.937816
[111]	eval-auc:0.69499	train-auc:0.938185
[112]	eval-auc:0.69484	train-auc:0.9387
[113]	eval-auc:0.695252	train-auc:0.938662
[114]	eval-auc:0.695772	train-auc:0.939556
[115]	eval-auc:0.69483	train-auc:0.94017
[116]	eval-auc:0.695623	train-auc:0.941089
[117]	eval-auc:0.695363	train-auc:0.941328
[118]	eval-auc:0.695886	train-auc:0.942089
[119]	eval-auc:0.695838	train-auc:0.942325
[120]	eval-auc:0.696304	train-auc:0.942987
[121]	eval-auc:0.696904	train-auc:0.943343
[122]	eval-auc:0.695998	train-auc:0.943973
[123]	eval-auc:0.695635	train-auc:0.944373
[124]	eval-auc:0.695183	train-auc:0.944738
[125]	eval-auc:0.695701	train-auc:0.945906
[126]	eval-auc:0.695127	train-auc:0.94625
[127]	eval-auc:0.69543	train-auc:0.947096
[128]	eval-auc:0.695826	train-auc:0.947668
[129]	eval-auc:0.695953	train-auc:0.948267
[130]	eval-auc:0.695871	train-auc:0.948141
[131]	eval-auc:0.695551	train-auc:0.948438
[132]	eval-auc:0.695724	train-auc:0.948709
[133]	eval-auc:0.695897	train-auc:0.949689
[134]	eval-auc:0.694566	train-auc:0.950086
[135]	eval-auc:0.694374	train-auc:0.951055
[136]	eval-auc:0.694359	train-auc:0.951775
[137]	eval-auc:0.693773	train-auc:0.95162
[138]	eval-auc:0.694527	train-auc:0.952261
[139]	eval-auc:0.694746	train-auc:0.952105
[140]	eval-auc:0.694298	train-auc:0.95236
[141]	eval-auc:0.694694	train-auc:0.952359
[142]	eval-auc:0.695453	train-auc:0.952875
[143]	eval-auc:0.695171	train-auc:0.952974
[144]	eval-auc:0.694834	train-auc:0.953549
[145]	eval-auc:0.69409	train-auc:0.954476
[146]	eval-auc:0.694076	train-auc:0.955225
[147]	eval-auc:0.694508	train-auc:0.955364
[148]	eval-auc:0.693721	train-auc:0.956052
[149]	eval-auc:0.69365	train-auc:0.955897
[150]	eval-auc:0.693111	train-auc:0.956202
[151]	eval-auc:0.692874	train-auc:0.957051
[152]	eval-auc:0.69306	train-auc:0.957414
[153]	eval-auc:0.692797	train-auc:0.957727
[154]	eval-auc:0.693034	train-auc:0.958455
[155]	eval-auc:0.692865	train-auc:0.959321
[156]	eval-auc:0.693549	train-auc:0.959895
[157]	eval-auc:0.694365	train-auc:0.960161
[158]	eval-auc:0.693717	train-auc:0.960419
[159]	eval-auc:0.693481	train-auc:0.960941
[160]	eval-auc:0.693774	train-auc:0.961553
[161]	eval-auc:0.693749	train-auc:0.962145
[162]	eval-auc:0.69368	train-auc:0.96263
[163]	eval-auc:0.69298	train-auc:0.962628
[164]	eval-auc:0.693007	train-auc:0.962288
[165]	eval-auc:0.693583	train-auc:0.962722
[166]	eval-auc:0.693505	train-auc:0.962535
[167]	eval-auc:0.694779	train-auc:0.962635
[168]	eval-auc:0.695856	train-auc:0.962441
[169]	eval-auc:0.696509	train-auc:0.962975
[170]	eval-auc:0.696415	train-auc:0.962924
[171]	eval-auc:0.695416	train-auc:0.963276
[172]	eval-auc:0.695052	train-auc:0.963714
[173]	eval-auc:0.695634	train-auc:0.964118
[174]	eval-auc:0.694983	train-auc:0.964329
[175]	eval-auc:0.694219	train-auc:0.964521
[176]	eval-auc:0.69372	train-auc:0.964717
[177]	eval-auc:0.694196	train-auc:0.964835
[178]	eval-auc:0.69454	train-auc:0.965046
[179]	eval-auc:0.695401	train-auc:0.965139
[180]	eval-auc:0.696024	train-auc:0.965351
[181]	eval-auc:0.696305	train-auc:0.965541
[182]	eval-auc:0.696799	train-auc:0.965594
[183]	eval-auc:0.696387	train-auc:0.966263
[184]	eval-auc:0.696345	train-auc:0.966078
[185]	eval-auc:0.696138	train-auc:0.96653
[186]	eval-auc:0.696123	train-auc:0.967092
[187]	eval-auc:0.696537	train-auc:0.967673
[188]	eval-auc:0.697214	train-auc:0.96799
[189]	eval-auc:0.698367	train-auc:0.968689
[190]	eval-auc:0.698221	train-auc:0.969084
[191]	eval-auc:0.698384	train-auc:0.969154
[192]	eval-auc:0.698652	train-auc:0.969172
[193]	eval-auc:0.699142	train-auc:0.969387
[194]	eval-auc:0.698844	train-auc:0.969406
[195]	eval-auc:0.698399	train-auc:0.969659
[196]	eval-auc:0.698538	train-auc:0.969909
[197]	eval-auc:0.699067	train-auc:0.970514
[198]	eval-auc:0.699471	train-auc:0.970793
[199]	eval-auc:0.700016	train-auc:0.971009
[200]	eval-auc:0.698991	train-auc:0.97136
[201]	eval-auc:0.698901	train-auc:0.971606
[202]	eval-auc:0.698685	train-auc:0.971841
[203]	eval-auc:0.700062	train-auc:0.971867
[204]	eval-auc:0.699739	train-auc:0.972176
[205]	eval-auc:0.699847	train-auc:0.972247
[206]	eval-auc:0.698151	train-auc:0.972594
[207]	eval-auc:0.698337	train-auc:0.972866
[208]	eval-auc:0.698486	train-auc:0.973051
[209]	eval-auc:0.698289	train-auc:0.973326
[210]	eval-auc:0.698317	train-auc:0.973373
[211]	eval-auc:0.69781	train-auc:0.973434
[212]	eval-auc:0.69766	train-auc:0.973634
[213]	eval-auc:0.696835	train-auc:0.973778
[214]	eval-auc:0.69731	train-auc:0.974561
[215]	eval-auc:0.697009	train-auc:0.974935
[216]	eval-auc:0.697124	train-auc:0.975002
[217]	eval-auc:0.697779	train-auc:0.975338
[218]	eval-auc:0.697992	train-auc:0.975558
[219]	eval-auc:0.698423	train-auc:0.975633
[220]	eval-auc:0.698831	train-auc:0.976025
[221]	eval-auc:0.698413	train-auc:0.976379
[222]	eval-auc:0.698941	train-auc:0.976916
[223]	eval-auc:0.69911	train-auc:0.976956
[224]	eval-auc:0.698682	train-auc:0.977109
[225]	eval-auc:0.69848	train-auc:0.977539
[226]	eval-auc:0.698926	train-auc:0.977635
[227]	eval-auc:0.698203	train-auc:0.977692
[228]	eval-auc:0.697592	train-auc:0.978109
[229]	eval-auc:0.69782	train-auc:0.978435
[230]	eval-auc:0.698464	train-auc:0.978486
[231]	eval-auc:0.69894	train-auc:0.978636
[232]	eval-auc:0.699506	train-auc:0.97889
[233]	eval-auc:0.699036	train-auc:0.979065
[234]	eval-auc:0.699801	train-auc:0.979259
[235]	eval-auc:0.700872	train-auc:0.979692
[236]	eval-auc:0.700599	train-auc:0.979756
[237]	eval-auc:0.700267	train-auc:0.980314
[238]	eval-auc:0.700165	train-auc:0.980295
[239]	eval-auc:0.699582	train-auc:0.980194
[240]	eval-auc:0.700205	train-auc:0.980301
[241]	eval-auc:0.700281	train-auc:0.980444
[242]	eval-auc:0.700302	train-auc:0.980593
[243]	eval-auc:0.700398	train-auc:0.980578
[244]	eval-auc:0.700995	train-auc:0.980596
[245]	eval-auc:0.700354	train-auc:0.980648
[246]	eval-auc:0.700243	train-auc:0.980663
[247]	eval-auc:0.700275	train-auc:0.980885
[248]	eval-auc:0.700321	train-auc:0.981114
[249]	eval-auc:0.701154	train-auc:0.981287
[250]	eval-auc:0.700822	train-auc:0.981393
[251]	eval-auc:0.700811	train-auc:0.981483
[252]	eval-auc:0.700516	train-auc:0.98141
[253]	eval-auc:0.700553	train-auc:0.981453
[254]	eval-auc:0.700277	train-auc:0.981632
[255]	eval-auc:0.699587	train-auc:0.981782
[256]	eval-auc:0.700101	train-auc:0.981809
[257]	eval-auc:0.699699	train-auc:0.981821
[258]	eval-auc:0.700248	train-auc:0.982293
[259]	eval-auc:0.699483	train-auc:0.982551
[260]	eval-auc:0.699415	train-auc:0.982797
[261]	eval-auc:0.699314	train-auc:0.983045
[262]	eval-auc:0.699544	train-auc:0.983414
[263]	eval-auc:0.700496	train-auc:0.983377
[264]	eval-auc:0.700787	train-auc:0.983448
[265]	eval-auc:0.700412	train-auc:0.983546
[266]	eval-auc:0.700263	train-auc:0.983537
[267]	eval-auc:0.70006	train-auc:0.983741
[268]	eval-auc:0.700365	train-auc:0.984006
[269]	eval-auc:0.700494	train-auc:0.984125
[270]	eval-auc:0.70103	train-auc:0.984391
[271]	eval-auc:0.701033	train-auc:0.984469
[272]	eval-auc:0.701341	train-auc:0.984601
[273]	eval-auc:0.701161	train-auc:0.984719
[274]	eval-auc:0.701105	train-auc:0.984866
[275]	eval-auc:0.701367	train-auc:0.985066
[276]	eval-auc:0.700933	train-auc:0.985125
[277]	eval-auc:0.700462	train-auc:0.985126
[278]	eval-auc:0.700203	train-auc:0.985457
[279]	eval-auc:0.700281	train-auc:0.985499
[280]	eval-auc:0.70077	train-auc:0.985521
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[957]	eval-auc:0.690345	train-auc:0.999972
[958]	eval-auc:0.690523	train-auc:0.999971
[959]	eval-auc:0.690871	train-auc:0.999976
[960]	eval-auc:0.691137	train-auc:0.999974
[961]	eval-auc:0.690641	train-auc:0.999975
	Score 0.690640646127983


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 5, 'min_child_weight': 5.0, 'n_estimators': 743.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.697173	train-auc:0.751164
[1]	eval-auc:0.693334	train-auc:0.76478
[2]	eval-auc:0.696578	train-auc:0.776086
[3]	eval-auc:0.697677	train-auc:0.784713
[4]	eval-auc:0.698091	train-auc:0.789928
[5]	eval-auc:0.690401	train-auc:0.802744
[6]	eval-auc:0.693567	train-auc:0.803019
[7]	eval-auc:0.6987	train-auc:0.811598
[8]	eval-auc:0.701536	train-auc:0.820138
[9]	eval-auc:0.705812	train-auc:0.822766
[10]	eval-auc:0.706503	train-auc:0.827752
[11]	eval-auc:0.707952	train-auc:0.831786
[12]	eval-auc:0.705075	train-auc:0.830101
[13]	eval-auc:0.706048	train-auc:0.8299
[14]	eval-auc:0.707428	train-auc:0.831227
[15]	eval-auc:0.705645	train-auc:0.835097
[16]	eval-auc:0.707663	train-auc:0.840426
[17]	eval-auc:0.708219	train-auc:0.846039
[18]	eval-auc:0.70662	train-auc:0.846508
[19]	eval-auc:0.705023	train-auc:0.848953
[20]	eval-auc:0.70638	train-auc:0.849336
[21]	eval-auc:0.707568	train-auc:0.853758
[22]	eval-auc:0.707133	train-auc:0.855283
[23]	eval-auc:0.708876	train-auc:0.855631
[24]	eval-auc:0.707533	train-auc:0.859467
[25]	eval-auc:0.707334	train-auc:0.862106
[26]	eval-auc:0.707981	train-auc:0.863728
[27]	eval-auc:0.708004	train-auc:0.867105
[28]	eval-auc:0.708412	train-auc:0.867129
[29]	eval-auc:0.706939	train-auc:0.868489
[30]	eval-auc:0.706779	train-auc:0.871331
[31]	eval-auc:0.707796	train-auc:0.873463
[32]	eval-auc:0.708639	train-auc:0.875486
[33]	eval-auc:0.707984	train-auc:0.874959
[34]	eval-auc:0.707372	train-auc:0.876254
[35]	eval-auc:0.708338	train-auc:0.878899
[36]	eval-auc:0.707997	train-auc:0.880158
[37]	eval-auc:0.707142	train-auc:0.880747
[38]	eval-auc:0.706297	train-auc:0.882557
[39]	eval-auc:0.706913	train-auc:0.883775
[40]	eval-auc:0.705705	train-auc:0.885615
[41]	eval-auc:0.706823	train-auc:0.887039
[42]	eval-auc:0.706203	train-auc:0.887719
[43]	eval-auc:0.705382	train-auc:0.890232
[44]	eval-auc:0.704765	train-auc:0.891537
[45]	eval-auc:0.704922	train-auc:0.891787
[46]	eval-auc:0.703346	train-auc:0.892249
[47]	eval-auc:0.703765	train-auc:0.892556
[48]	eval-auc:0.703997	train-auc:0.893054
[49]	eval-auc:0.704423	train-auc:0.893079
[50]	eval-auc:0.704268	train-auc:0.894468
[51]	eval-auc:0.703327	train-auc:0.895432
[52]	eval-auc:0.704246	train-auc:0.897098
[53]	eval-auc:0.704268	train-auc:0.897732
[54]	eval-auc:0.703821	train-auc:0.901001
[55]	eval-auc:0.70433	train-auc:0.901209
[56]	eval-auc:0.702944	train-auc:0.90179
[57]	eval-auc:0.701617	train-auc:0.902657
[58]	eval-auc:0.700925	train-auc:0.903323
[59]	eval-auc:0.701539	train-auc:0.903384
[60]	eval-auc:0.701589	train-auc:0.903306
[61]	eval-auc:0.702364	train-auc:0.904148
[62]	eval-auc:0.701444	train-auc:0.904919
[63]	eval-auc:0.700677	train-auc:0.906402
[64]	eval-auc:0.700202	train-auc:0.906983
[65]	eval-auc:0.700095	train-auc:0.907188
[66]	eval-auc:0.700497	train-auc:0.907602
[67]	eval-auc:0.701108	train-auc:0.908382
[68]	eval-auc:0.701775	train-auc:0.908973
[69]	eval-auc:0.701947	train-auc:0.909797
[70]	eval-auc:0.701329	train-auc:0.910382
[71]	eval-auc:0.700613	train-auc:0.912814
[72]	eval-auc:0.70063	train-auc:0.913571
[73]	eval-auc:0.699876	train-auc:0.915237
[74]	eval-auc:0.69991	train-auc:0.916461
[75]	eval-auc:0.700767	train-auc:0.91809
[76]	eval-auc:0.701601	train-auc:0.919299
[77]	eval-auc:0.701455	train-auc:0.919937
[78]	eval-auc:0.701172	train-auc:0.921367
[79]	eval-auc:0.701539	train-auc:0.922301
[80]	eval-auc:0.701729	train-auc:0.922659
[81]	eval-auc:0.701871	train-auc:0.92406
[82]	eval-auc:0.70169	train-auc:0.924942
[83]	eval-auc:0.701259	train-auc:0.925052
[84]	eval-auc:0.702134	train-auc:0.925286
[85]	eval-auc:0.702576	train-auc:0.926897
[86]	eval-auc:0.702334	train-auc:0.927789
[87]	eval-auc:0.702183	train-auc:0.929005
[88]	eval-auc:0.701868	train-auc:0.929386
[89]	eval-auc:0.701537	train-auc:0.929926
[90]	eval-auc:0.702312	train-auc:0.930208
[91]	eval-auc:0.701685	train-auc:0.930331
[92]	eval-auc:0.701545	train-auc:0.930933
[93]	eval-auc:0.700817	train-auc:0.931049
[94]	eval-auc:0.701064	train-auc:0.932452
[95]	eval-auc:0.699903	train-auc:0.932702
[96]	eval-auc:0.700466	train-auc:0.933347
[97]	eval-auc:0.699584	train-auc:0.933817
[98]	eval-auc:0.699977	train-auc:0.934375
[99]	eval-auc:0.700019	train-auc:0.935341
[100]	eval-auc:0.699843	train-auc:0.93582
[101]	eval-auc:0.698914	train-auc:0.936888
[102]	eval-auc:0.698411	train-auc:0.937634
[103]	eval-auc:0.699036	train-auc:0.937939
[104]	eval-auc:0.698885	train-auc:0.938496
[105]	eval-auc:0.698661	train-auc:0.938951
[106]	eval-auc:0.697732	train-auc:0.939534
[107]	eval-auc:0.698034	train-auc:0.940302
[108]	eval-auc:0.697718	train-auc:0.940995
[109]	eval-auc:0.697615	train-auc:0.941309
[110]	eval-auc:0.697303	train-auc:0.941944
[111]	eval-auc:0.697313	train-auc:0.943042
[112]	eval-auc:0.697624	train-auc:0.943476
[113]	eval-auc:0.698883	train-auc:0.944777
[114]	eval-auc:0.698871	train-auc:0.94488
[115]	eval-auc:0.699145	train-auc:0.94562
[116]	eval-auc:0.700077	train-auc:0.946513
[117]	eval-auc:0.700082	train-auc:0.947301
[118]	eval-auc:0.700159	train-auc:0.947769
[119]	eval-auc:0.700575	train-auc:0.948835
[120]	eval-auc:0.700601	train-auc:0.94908
[121]	eval-auc:0.70072	train-auc:0.949785
[122]	eval-auc:0.701097	train-auc:0.950284
[123]	eval-auc:0.701135	train-auc:0.95071
[124]	eval-auc:0.701009	train-auc:0.951749
[125]	eval-auc:0.701137	train-auc:0.951868
[126]	eval-auc:0.700898	train-auc:0.952054
[127]	eval-auc:0.700485	train-auc:0.952268
[128]	eval-auc:0.700408	train-auc:0.953221
[129]	eval-auc:0.700133	train-auc:0.953713
[130]	eval-auc:0.700408	train-auc:0.954164
[131]	eval-auc:0.700619	train-auc:0.954607
[132]	eval-auc:0.700774	train-auc:0.955146
[133]	eval-auc:0.700476	train-auc:0.955354
[134]	eval-auc:0.699862	train-auc:0.956278
[135]	eval-auc:0.699955	train-auc:0.956497
[136]	eval-auc:0.69989	train-auc:0.956951
[137]	eval-auc:0.699632	train-auc:0.957673
[138]	eval-auc:0.699	train-auc:0.958029
[139]	eval-auc:0.699171	train-auc:0.958184
[140]	eval-auc:0.698778	train-auc:0.958626
[141]	eval-auc:0.698528	train-auc:0.958709
[142]	eval-auc:0.699229	train-auc:0.959021
[143]	eval-auc:0.699233	train-auc:0.959777
[144]	eval-auc:0.699562	train-auc:0.96003
[145]	eval-auc:0.699543	train-auc:0.960175
[146]	eval-auc:0.699205	train-auc:0.960661
[147]	eval-auc:0.699074	train-auc:0.960896
[148]	eval-auc:0.699323	train-auc:0.961382
[149]	eval-auc:0.699142	train-auc:0.961709
[150]	eval-auc:0.699221	train-auc:0.961967
[151]	eval-auc:0.699334	train-auc:0.96241
[152]	eval-auc:0.699434	train-auc:0.962703
[153]	eval-auc:0.699777	train-auc:0.963091
[154]	eval-auc:0.699858	train-auc:0.96371
[155]	eval-auc:0.700665	train-auc:0.964201
[156]	eval-auc:0.700537	train-auc:0.964596
[157]	eval-auc:0.701033	train-auc:0.965109
[158]	eval-auc:0.701205	train-auc:0.965368
[159]	eval-auc:0.70121	train-auc:0.965616
[160]	eval-auc:0.701	train-auc:0.965763
[161]	eval-auc:0.701049	train-auc:0.966125
[162]	eval-auc:0.70107	train-auc:0.966521
[163]	eval-auc:0.700811	train-auc:0.966656
[164]	eval-auc:0.700863	train-auc:0.966913
[165]	eval-auc:0.700814	train-auc:0.967103
[166]	eval-auc:0.699957	train-auc:0.967462
[167]	eval-auc:0.699887	train-auc:0.967711
[168]	eval-auc:0.699814	train-auc:0.967822
[169]	eval-auc:0.699386	train-auc:0.968056
[170]	eval-auc:0.699437	train-auc:0.968378
[171]	eval-auc:0.698975	train-auc:0.968632
[172]	eval-auc:0.699297	train-auc:0.968865
[173]	eval-auc:0.699004	train-auc:0.969054
[174]	eval-auc:0.699031	train-auc:0.96948
[175]	eval-auc:0.699549	train-auc:0.969539
[176]	eval-auc:0.699195	train-auc:0.969824
[177]	eval-auc:0.699233	train-auc:0.970071
[178]	eval-auc:0.699571	train-auc:0.970525
[179]	eval-auc:0.699503	train-auc:0.970575
[180]	eval-auc:0.699259	train-auc:0.970756
[181]	eval-auc:0.69941	train-auc:0.970998
[182]	eval-auc:0.699308	train-auc:0.970982
[183]	eval-auc:0.699833	train-auc:0.97142
[184]	eval-auc:0.699826	train-auc:0.971664
[185]	eval-auc:0.699591	train-auc:0.971803
[186]	eval-auc:0.69973	train-auc:0.972127
[187]	eval-auc:0.698975	train-auc:0.972191
[188]	eval-auc:0.69932	train-auc:0.972404
[189]	eval-auc:0.699588	train-auc:0.972732
[190]	eval-auc:0.700015	train-auc:0.972896
[191]	eval-auc:0.700523	train-auc:0.973009
[192]	eval-auc:0.699512	train-auc:0.973358
[193]	eval-auc:0.69924	train-auc:0.973694
[194]	eval-auc:0.69931	train-auc:0.973969
[195]	eval-auc:0.69916	train-auc:0.974065
[196]	eval-auc:0.699543	train-auc:0.974174
[197]	eval-auc:0.699646	train-auc:0.974316
[198]	eval-auc:0.699587	train-auc:0.974501
[199]	eval-auc:0.699649	train-auc:0.974567
[200]	eval-auc:0.699864	train-auc:0.97504
[201]	eval-auc:0.700016	train-auc:0.975379
[202]	eval-auc:0.69978	train-auc:0.975544
[203]	eval-auc:0.699226	train-auc:0.975945
[204]	eval-auc:0.699465	train-auc:0.976271
[205]	eval-auc:0.699348	train-auc:0.976408
[206]	eval-auc:0.699243	train-auc:0.976683
[207]	eval-auc:0.699116	train-auc:0.976833
[208]	eval-auc:0.698842	train-auc:0.976928
[209]	eval-auc:0.698681	train-auc:0.976953
[210]	eval-auc:0.698757	train-auc:0.977235
[211]	eval-auc:0.698679	train-auc:0.977404
[212]	eval-auc:0.69834	train-auc:0.977573
[213]	eval-auc:0.697965	train-auc:0.97772
[214]	eval-auc:0.698002	train-auc:0.978015
[215]	eval-auc:0.697868	train-auc:0.978379
[216]	eval-auc:0.698137	train-auc:0.97855
[217]	eval-auc:0.697922	train-auc:0.978775
[218]	eval-auc:0.697579	train-auc:0.978873
[219]	eval-auc:0.697542	train-auc:0.978917
[220]	eval-auc:0.697441	train-auc:0.979076
[221]	eval-auc:0.697392	train-auc:0.979239
[222]	eval-auc:0.697621	train-auc:0.979374
[223]	eval-auc:0.697685	train-auc:0.979407
[224]	eval-auc:0.697985	train-auc:0.979406
[225]	eval-auc:0.697721	train-auc:0.979653
[226]	eval-auc:0.697625	train-auc:0.979855
[227]	eval-auc:0.697397	train-auc:0.980049
[228]	eval-auc:0.697316	train-auc:0.980047
[229]	eval-auc:0.697365	train-auc:0.980253
[230]	eval-auc:0.697581	train-auc:0.980317
[231]	eval-auc:0.697735	train-auc:0.98059
[232]	eval-auc:0.69823	train-auc:0.980666
[233]	eval-auc:0.697619	train-auc:0.980894
[234]	eval-auc:0.697648	train-auc:0.980918
[235]	eval-auc:0.697188	train-auc:0.980937
[236]	eval-auc:0.697648	train-auc:0.981329
[237]	eval-auc:0.697495	train-auc:0.981726
[238]	eval-auc:0.697092	train-auc:0.982013
[239]	eval-auc:0.697254	train-auc:0.982189
[240]	eval-auc:0.697531	train-auc:0.982336
[241]	eval-auc:0.697734	train-auc:0.982463
[242]	eval-auc:0.697555	train-auc:0.982479
[243]	eval-auc:0.697517	train-auc:0.982554
[244]	eval-auc:0.697679	train-auc:0.982842
[245]	eval-auc:0.697193	train-auc:0.982786
[246]	eval-auc:0.697015	train-auc:0.98283
[247]	eval-auc:0.697091	train-auc:0.982987
[248]	eval-auc:0.697007	train-auc:0.983187
[249]	eval-auc:0.69703	train-auc:0.98317
[250]	eval-auc:0.697348	train-auc:0.983387
[251]	eval-auc:0.697188	train-auc:0.983445
[252]	eval-auc:0.696962	train-auc:0.983508
[253]	eval-auc:0.696875	train-auc:0.983623
[254]	eval-auc:0.696658	train-auc:0.983786
[255]	eval-auc:0.6968	train-auc:0.984051
[256]	eval-auc:0.696805	train-auc:0.984169
[257]	eval-auc:0.696747	train-auc:0.98421
[258]	eval-auc:0.697074	train-auc:0.984507
[259]	eval-auc:0.697295	train-auc:0.984838
[260]	eval-auc:0.697514	train-auc:0.985115
[261]	eval-auc:0.697321	train-auc:0.985288
[262]	eval-auc:0.697219	train-auc:0.985487
[263]	eval-auc:0.697195	train-auc:0.985693
[264]	eval-auc:0.697444	train-auc:0.985877
[265]	eval-auc:0.69779	train-auc:0.986088
[266]	eval-auc:0.697772	train-auc:0.986209
[267]	eval-auc:0.697968	train-auc:0.986367
[268]	eval-auc:0.697825	train-auc:0.986516
[269]	eval-auc:0.697644	train-auc:0.986605
[270]	eval-auc:0.697498	train-auc:0.986735
[271]	eval-auc:0.697292	train-auc:0.986849
[272]	eval-auc:0.696599	train-auc:0.986936
[273]	eval-auc:0.696591	train-auc:0.98702
[274]	eval-auc:0.696605	train-auc:0.987062
[275]	eval-auc:0.69645	train-auc:0.987183
[276]	eval-auc:0.696416	train-auc:0.987409
[277]	eval-auc:0.696563	train-auc:0.987451
[278]	eval-auc:0.696987	train-auc:0.987544
[279]	eval-auc:0.696817	train-auc:0.98767
[280]	eval-auc:0.696968	train-auc:0.987814
[281]	eval-auc:0.696805	train-auc:0.987915
[282]	eval-auc:0.696697	train-auc:0.987932
[283]	eval-auc:0.697056	train-auc:0.988081
[284]	eval-auc:0.697213	train-auc:0.988174
[285]	eval-auc:0.697228	train-auc:0.988221
[286]	eval-auc:0.697304	train-auc:0.988344
[287]	eval-auc:0.69733	train-auc:0.988432
[288]	eval-auc:0.69723	train-auc:0.988446
[289]	eval-auc:0.697016	train-auc:0.988551
[290]	eval-auc:0.696986	train-auc:0.988634
[291]	eval-auc:0.697318	train-auc:0.988735
[292]	eval-auc:0.697275	train-auc:0.988726
[293]	eval-auc:0.697035	train-auc:0.98871
[294]	eval-auc:0.696931	train-auc:0.988945
[295]	eval-auc:0.696925	train-auc:0.989106
[296]	eval-auc:0.697239	train-auc:0.989188
[297]	eval-auc:0.697685	train-auc:0.989261
[298]	eval-auc:0.697712	train-auc:0.989343
[299]	eval-auc:0.697901	train-auc:0.989354
[300]	eval-auc:0.698035	train-auc:0.989471
[301]	eval-auc:0.698046	train-auc:0.989566
[302]	eval-auc:0.697828	train-auc:0.989684
[303]	eval-auc:0.698225	train-auc:0.989834
[304]	eval-auc:0.698228	train-auc:0.989919
[305]	eval-auc:0.697983	train-auc:0.990043
[306]	eval-auc:0.697979	train-auc:0.990213
[307]	eval-auc:0.697257	train-auc:0.990343
[308]	eval-auc:0.697175	train-auc:0.990469
[309]	eval-auc:0.69724	train-auc:0.990545
[310]	eval-auc:0.697153	train-auc:0.99071
[311]	eval-auc:0.697118	train-auc:0.990723
[312]	eval-auc:0.697411	train-auc:0.990713
[313]	eval-auc:0.697558	train-auc:0.990764
[314]	eval-auc:0.697513	train-auc:0.99078
[315]	eval-auc:0.69737	train-auc:0.990883
[316]	eval-auc:0.697405	train-auc:0.990892
[317]	eval-auc:0.697243	train-auc:0.991066
[318]	eval-auc:0.696622	train-auc:0.99107
[319]	eval-auc:0.696785	train-auc:0.991136
[320]	eval-auc:0.696992	train-auc:0.991208
[321]	eval-auc:0.697035	train-auc:0.9913
[322]	eval-auc:0.696744	train-auc:0.991406
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[664]	eval-auc:0.700379	train-auc:0.999252
[665]	eval-auc:0.700389	train-auc:0.999245
[666]	eval-auc:0.700202	train-auc:0.99924
[667]	eval-auc:0.699824	train-auc:0.999246
[668]	eval-auc:0.699736	train-auc:0.999257
[669]	eval-auc:0.699893	train-auc:0.999256
[670]	eval-auc:0.69989	train-auc:0.999261
[671]	eval-auc:0.699806	train-auc:0.999272
[672]	eval-auc:0.699814	train-auc:0.999275
[673]	eval-auc:0.699884	train-auc:0.99929
[674]	eval-auc:0.699796	train-auc:0.999293
[675]	eval-auc:0.699599	train-auc:0.999307
[676]	eval-auc:0.699578	train-auc:0.999308
[677]	eval-auc:0.69976	train-auc:0.999309
[678]	eval-auc:0.699855	train-auc:0.999316
[679]	eval-auc:0.699873	train-auc:0.999328
[680]	eval-auc:0.699804	train-auc:0.99934
[681]	eval-auc:0.699546	train-auc:0.999353
[682]	eval-auc:0.699567	train-auc:0.999356
[683]	eval-auc:0.699638	train-auc:0.999367
[684]	eval-auc:0.699605	train-auc:0.999372
[685]	eval-auc:0.699511	train-auc:0.999374
[686]	eval-auc:0.699351	train-auc:0.999374
[687]	eval-auc:0.699392	train-auc:0.999395
[688]	eval-auc:0.699406	train-auc:0.999395
[689]	eval-auc:0.699389	train-auc:0.999393
[690]	eval-auc:0.699401	train-auc:0.999404
[691]	eval-auc:0.699433	train-auc:0.999401
[692]	eval-auc:0.699532	train-auc:0.99941
[693]	eval-auc:0.699308	train-auc:0.999412
[694]	eval-auc:0.699215	train-auc:0.999413
[695]	eval-auc:0.69917	train-auc:0.999415
[696]	eval-auc:0.699209	train-auc:0.999429
[697]	eval-auc:0.699259	train-auc:0.999432
[698]	eval-auc:0.699072	train-auc:0.999451
[699]	eval-auc:0.699093	train-auc:0.999455
[700]	eval-auc:0.698997	train-auc:0.999461
[701]	eval-auc:0.69918	train-auc:0.999457
[702]	eval-auc:0.699237	train-auc:0.999455
[703]	eval-auc:0.699115	train-auc:0.99945
[704]	eval-auc:0.699163	train-auc:0.999449
[705]	eval-auc:0.699195	train-auc:0.999462
[706]	eval-auc:0.699131	train-auc:0.99946
[707]	eval-auc:0.699396	train-auc:0.999461
[708]	eval-auc:0.699142	train-auc:0.999471
[709]	eval-auc:0.699195	train-auc:0.999474
[710]	eval-auc:0.699471	train-auc:0.999472
[711]	eval-auc:0.699588	train-auc:0.99947
[712]	eval-auc:0.699358	train-auc:0.999487
[713]	eval-auc:0.699278	train-auc:0.999488
[714]	eval-auc:0.699162	train-auc:0.999487
[715]	eval-auc:0.699197	train-auc:0.99949
[716]	eval-auc:0.699046	train-auc:0.999501
[717]	eval-auc:0.699045	train-auc:0.9995
[718]	eval-auc:0.699052	train-auc:0.999505
[719]	eval-auc:0.698859	train-auc:0.999506
[720]	eval-auc:0.699051	train-auc:0.999509
[721]	eval-auc:0.699113	train-auc:0.999513
[722]	eval-auc:0.699002	train-auc:0.999518
[723]	eval-auc:0.699119	train-auc:0.999509
[724]	eval-auc:0.699466	train-auc:0.999512
[725]	eval-auc:0.699441	train-auc:0.999506
[726]	eval-auc:0.699537	train-auc:0.999504
[727]	eval-auc:0.699619	train-auc:0.999506
[728]	eval-auc:0.699666	train-auc:0.999506
[729]	eval-auc:0.699619	train-auc:0.99952
[730]	eval-auc:0.699294	train-auc:0.999527
[731]	eval-auc:0.699319	train-auc:0.999526
[732]	eval-auc:0.699346	train-auc:0.999534
[733]	eval-auc:0.699389	train-auc:0.999537
[734]	eval-auc:0.699433	train-auc:0.999542
[735]	eval-auc:0.699453	train-auc:0.999541
[736]	eval-auc:0.699464	train-auc:0.99954
[737]	eval-auc:0.699405	train-auc:0.999542
[738]	eval-auc:0.699455	train-auc:0.999549
[739]	eval-auc:0.699505	train-auc:0.999551
[740]	eval-auc:0.699744	train-auc:0.999553
[741]	eval-auc:0.69977	train-auc:0.999552
[742]	eval-auc:0.699852	train-auc:0.999548
	Score 0.6998516853658834


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.30000000000000004, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 8, 'min_child_weight': 4.0, 'n_estimators': 523.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.602062	train-auc:0.736317
[1]	eval-auc:0.613032	train-auc:0.768406
[2]	eval-auc:0.614593	train-auc:0.807519
[3]	eval-auc:0.628654	train-auc:0.827221
[4]	eval-auc:0.662151	train-auc:0.868128
[5]	eval-auc:0.663295	train-auc:0.882743
[6]	eval-auc:0.667717	train-auc:0.893343
[7]	eval-auc:0.666161	train-auc:0.899545
[8]	eval-auc:0.675707	train-auc:0.907926
[9]	eval-auc:0.679228	train-auc:0.915532
[10]	eval-auc:0.677729	train-auc:0.926953
[11]	eval-auc:0.67144	train-auc:0.931786
[12]	eval-auc:0.669139	train-auc:0.938673
[13]	eval-auc:0.667226	train-auc:0.941444
[14]	eval-auc:0.665984	train-auc:0.943687
[15]	eval-auc:0.662902	train-auc:0.950595
[16]	eval-auc:0.660436	train-auc:0.954968
[17]	eval-auc:0.677085	train-auc:0.96017
[18]	eval-auc:0.671019	train-auc:0.962193
[19]	eval-auc:0.680871	train-auc:0.965703
[20]	eval-auc:0.678996	train-auc:0.968874
[21]	eval-auc:0.678415	train-auc:0.96975
[22]	eval-auc:0.676178	train-auc:0.97172
[23]	eval-auc:0.680894	train-auc:0.97483
[24]	eval-auc:0.681363	train-auc:0.978493
[25]	eval-auc:0.679146	train-auc:0.979024
[26]	eval-auc:0.677649	train-auc:0.980098
[27]	eval-auc:0.680831	train-auc:0.981278
[28]	eval-auc:0.680766	train-auc:0.983249
[29]	eval-auc:0.677707	train-auc:0.983647
[30]	eval-auc:0.679723	train-auc:0.985109
[31]	eval-auc:0.678	train-auc:0.986556
[32]	eval-auc:0.675884	train-auc:0.987971
[33]	eval-auc:0.675698	train-auc:0.988411
[34]	eval-auc:0.676007	train-auc:0.98873
[35]	eval-auc:0.674067	train-auc:0.989141
[36]	eval-auc:0.67395	train-auc:0.989434
[37]	eval-auc:0.675824	train-auc:0.989968
[38]	eval-auc:0.675148	train-auc:0.990641
[39]	eval-auc:0.675167	train-auc:0.991222
[40]	eval-auc:0.678975	train-auc:0.992085
[41]	eval-auc:0.679983	train-auc:0.992509
[42]	eval-auc:0.681953	train-auc:0.992856
[43]	eval-auc:0.679986	train-auc:0.993245
[44]	eval-auc:0.680396	train-auc:0.993464
[45]	eval-auc:0.680962	train-auc:0.993632
[46]	eval-auc:0.677244	train-auc:0.994315
[47]	eval-auc:0.675447	train-auc:0.994675
[48]	eval-auc:0.675844	train-auc:0.994712
[49]	eval-auc:0.674978	train-auc:0.995071
[50]	eval-auc:0.674079	train-auc:0.995452
[51]	eval-auc:0.672864	train-auc:0.995831
[52]	eval-auc:0.673347	train-auc:0.996389
[53]	eval-auc:0.673105	train-auc:0.996709
[54]	eval-auc:0.673845	train-auc:0.997029
[55]	eval-auc:0.674524	train-auc:0.997266
[56]	eval-auc:0.673284	train-auc:0.997555
[57]	eval-auc:0.67254	train-auc:0.997846
[58]	eval-auc:0.674154	train-auc:0.997816
[59]	eval-auc:0.672939	train-auc:0.998035
[60]	eval-auc:0.67546	train-auc:0.99852
[61]	eval-auc:0.674191	train-auc:0.998749
[62]	eval-auc:0.67285	train-auc:0.998863
[63]	eval-auc:0.679069	train-auc:0.998948
[64]	eval-auc:0.678823	train-auc:0.999023
[65]	eval-auc:0.680251	train-auc:0.999087
[66]	eval-auc:0.681322	train-auc:0.999204
[67]	eval-auc:0.682397	train-auc:0.999274
[68]	eval-auc:0.682829	train-auc:0.999307
[69]	eval-auc:0.683211	train-auc:0.99929
[70]	eval-auc:0.684425	train-auc:0.999284
[71]	eval-auc:0.684841	train-auc:0.999384
[72]	eval-auc:0.681842	train-auc:0.999393
[73]	eval-auc:0.68012	train-auc:0.999482
[74]	eval-auc:0.680463	train-auc:0.999598
[75]	eval-auc:0.681605	train-auc:0.99961
[76]	eval-auc:0.682729	train-auc:0.999635
[77]	eval-auc:0.682607	train-auc:0.999652
[78]	eval-auc:0.682834	train-auc:0.999644
[79]	eval-auc:0.681308	train-auc:0.99966
[80]	eval-auc:0.684388	train-auc:0.999657
[81]	eval-auc:0.683059	train-auc:0.999653
[82]	eval-auc:0.683406	train-auc:0.999687
[83]	eval-auc:0.684231	train-auc:0.999663
[84]	eval-auc:0.683997	train-auc:0.999671
[85]	eval-auc:0.682748	train-auc:0.999663
[86]	eval-auc:0.679774	train-auc:0.999695
[87]	eval-auc:0.680017	train-auc:0.999762
[88]	eval-auc:0.679506	train-auc:0.999772
[89]	eval-auc:0.680793	train-auc:0.999797
[90]	eval-auc:0.679735	train-auc:0.999835
[91]	eval-auc:0.678707	train-auc:0.999849
[92]	eval-auc:0.677745	train-auc:0.999896
[93]	eval-auc:0.678351	train-auc:0.999898
[94]	eval-auc:0.675424	train-auc:0.999921
[95]	eval-auc:0.673763	train-auc:0.999927
[96]	eval-auc:0.674774	train-auc:0.9999
[97]	eval-auc:0.674037	train-auc:0.999899
[98]	eval-auc:0.672994	train-auc:0.999932
[99]	eval-auc:0.671293	train-auc:0.999946
[100]	eval-auc:0.674043	train-auc:0.999934
[101]	eval-auc:0.674325	train-auc:0.99994
[102]	eval-auc:0.674797	train-auc:0.99995
[103]	eval-auc:0.675607	train-auc:0.999969
[104]	eval-auc:0.676712	train-auc:0.999961
[105]	eval-auc:0.676505	train-auc:0.999974
[106]	eval-auc:0.676979	train-auc:0.999977
[107]	eval-auc:0.676048	train-auc:0.999969
[108]	eval-auc:0.67568	train-auc:0.999971
[109]	eval-auc:0.676561	train-auc:0.999981
[110]	eval-auc:0.677865	train-auc:0.99998
[111]	eval-auc:0.677075	train-auc:0.999975
[112]	eval-auc:0.678233	train-auc:0.99999
[113]	eval-auc:0.677675	train-auc:0.999984
[114]	eval-auc:0.678514	train-auc:0.999991
[115]	eval-auc:0.67769	train-auc:0.999991
[116]	eval-auc:0.676848	train-auc:0.999994
[117]	eval-auc:0.677872	train-auc:0.999997
[118]	eval-auc:0.677891	train-auc:0.999999
[119]	eval-auc:0.6777	train-auc:1
[120]	eval-auc:0.67841	train-auc:1
[121]	eval-auc:0.67883	train-auc:1
[122]	eval-auc:0.679086	train-auc:1
[123]	eval-auc:0.678832	train-auc:1
[124]	eval-auc:0.679825	train-auc:1
[125]	eval-auc:0.679879	train-auc:0.999999
[126]	eval-auc:0.67966	train-auc:1
[127]	eval-auc:0.678983	train-auc:1
[128]	eval-auc:0.678507	train-auc:1
[129]	eval-auc:0.677559	train-auc:1
[130]	eval-auc:0.678284	train-auc:1
[131]	eval-auc:0.679374	train-auc:1
[132]	eval-auc:0.678191	train-auc:1
[133]	eval-auc:0.678197	train-auc:1
[134]	eval-auc:0.676377	train-auc:1
[135]	eval-auc:0.677079	train-auc:1
[136]	eval-auc:0.676246	train-auc:1
[137]	eval-auc:0.67511	train-auc:1
[138]	eval-auc:0.67538	train-auc:1
[139]	eval-auc:0.676156	train-auc:1
[140]	eval-auc:0.676382	train-auc:1
[141]	eval-auc:0.675232	train-auc:1
[142]	eval-auc:0.674344	train-auc:1
[143]	eval-auc:0.673385	train-auc:1
[144]	eval-auc:0.674122	train-auc:1
[145]	eval-auc:0.674635	train-auc:1
[146]	eval-auc:0.674629	train-auc:1
[147]	eval-auc:0.673626	train-auc:1
[148]	eval-auc:0.674034	train-auc:1
[149]	eval-auc:0.674538	train-auc:1
[150]	eval-auc:0.675404	train-auc:1
[151]	eval-auc:0.675838	train-auc:1
[152]	eval-auc:0.677209	train-auc:1
[153]	eval-auc:0.677233	train-auc:1
[154]	eval-auc:0.676546	train-auc:1
[155]	eval-auc:0.677282	train-auc:1
[156]	eval-auc:0.676622	train-auc:1
[157]	eval-auc:0.677361	train-auc:1
[158]	eval-auc:0.676966	train-auc:1
[159]	eval-auc:0.677595	train-auc:1
[160]	eval-auc:0.677676	train-auc:1
[161]	eval-auc:0.677385	train-auc:1
[162]	eval-auc:0.676316	train-auc:1
[163]	eval-auc:0.67571	train-auc:1
[164]	eval-auc:0.674614	train-auc:1
[165]	eval-auc:0.675118	train-auc:1
[166]	eval-auc:0.674856	train-auc:1
[167]	eval-auc:0.675942	train-auc:1
[168]	eval-auc:0.676382	train-auc:1
[169]	eval-auc:0.677816	train-auc:1
[170]	eval-auc:0.6777	train-auc:1
[171]	eval-auc:0.677469	train-auc:1
[172]	eval-auc:0.676417	train-auc:1
[173]	eval-auc:0.675736	train-auc:1
[174]	eval-auc:0.675567	train-auc:1
[175]	eval-auc:0.675077	train-auc:1
[176]	eval-auc:0.67573	train-auc:1
[177]	eval-auc:0.675285	train-auc:1
[178]	eval-auc:0.675698	train-auc:1
[179]	eval-auc:0.675069	train-auc:1
[180]	eval-auc:0.675342	train-auc:1
[181]	eval-auc:0.674852	train-auc:1
[182]	eval-auc:0.674792	train-auc:1
[183]	eval-auc:0.674844	train-auc:1
[184]	eval-auc:0.675305	train-auc:1
[185]	eval-auc:0.674276	train-auc:1
[186]	eval-auc:0.673974	train-auc:1
[187]	eval-auc:0.674099	train-auc:1
[188]	eval-auc:0.673184	train-auc:1
[189]	eval-auc:0.67308	train-auc:1
[190]	eval-auc:0.673205	train-auc:1
[191]	eval-auc:0.672543	train-auc:1
[192]	eval-auc:0.672369	train-auc:1
[193]	eval-auc:0.672238	train-auc:1
[194]	eval-auc:0.675844	train-auc:1
[195]	eval-auc:0.675677	train-auc:1
[196]	eval-auc:0.677152	train-auc:1
[197]	eval-auc:0.677446	train-auc:1
[198]	eval-auc:0.676874	train-auc:1
[199]	eval-auc:0.676379	train-auc:1
[200]	eval-auc:0.676316	train-auc:1
[201]	eval-auc:0.676112	train-auc:1
[202]	eval-auc:0.676484	train-auc:1
[203]	eval-auc:0.676312	train-auc:1
[204]	eval-auc:0.67607	train-auc:1
[205]	eval-auc:0.674813	train-auc:1
[206]	eval-auc:0.674617	train-auc:1
[207]	eval-auc:0.675308	train-auc:1
[208]	eval-auc:0.675483	train-auc:1
[209]	eval-auc:0.67644	train-auc:1
[210]	eval-auc:0.676351	train-auc:1
[211]	eval-auc:0.676269	train-auc:1
[212]	eval-auc:0.676596	train-auc:1
[213]	eval-auc:0.677352	train-auc:1
[214]	eval-auc:0.676665	train-auc:1
[215]	eval-auc:0.676723	train-auc:1
[216]	eval-auc:0.677166	train-auc:1
[217]	eval-auc:0.676797	train-auc:1
[218]	eval-auc:0.677501	train-auc:1
[219]	eval-auc:0.677615	train-auc:1
[220]	eval-auc:0.677227	train-auc:1
[221]	eval-auc:0.676633	train-auc:1
[222]	eval-auc:0.676479	train-auc:1
[223]	eval-auc:0.675384	train-auc:1
[224]	eval-auc:0.675643	train-auc:1
[225]	eval-auc:0.675933	train-auc:1
[226]	eval-auc:0.676056	train-auc:1
[227]	eval-auc:0.676656	train-auc:1
[228]	eval-auc:0.676906	train-auc:1
[229]	eval-auc:0.677254	train-auc:1
[230]	eval-auc:0.676268	train-auc:1
[231]	eval-auc:0.67707	train-auc:1
[232]	eval-auc:0.676811	train-auc:1
[233]	eval-auc:0.675993	train-auc:1
[234]	eval-auc:0.675171	train-auc:1
[235]	eval-auc:0.675052	train-auc:1
[236]	eval-auc:0.674882	train-auc:1
[237]	eval-auc:0.674958	train-auc:1
[238]	eval-auc:0.674495	train-auc:1
[239]	eval-auc:0.673485	train-auc:1
[240]	eval-auc:0.673441	train-auc:1
[241]	eval-auc:0.674172	train-auc:1
[242]	eval-auc:0.674638	train-auc:1
[243]	eval-auc:0.674605	train-auc:1
[244]	eval-auc:0.674625	train-auc:1
[245]	eval-auc:0.674328	train-auc:1
[246]	eval-auc:0.674369	train-auc:1
[247]	eval-auc:0.674308	train-auc:1
[248]	eval-auc:0.674565	train-auc:1
[249]	eval-auc:0.675552	train-auc:1
[250]	eval-auc:0.675342	train-auc:1
[251]	eval-auc:0.675485	train-auc:1
[252]	eval-auc:0.675057	train-auc:1
[253]	eval-auc:0.675439	train-auc:1
[254]	eval-auc:0.67559	train-auc:1
[255]	eval-auc:0.675785	train-auc:1
[256]	eval-auc:0.675803	train-auc:1
[257]	eval-auc:0.675639	train-auc:1
[258]	eval-auc:0.675529	train-auc:1
[259]	eval-auc:0.675936	train-auc:1
[260]	eval-auc:0.676636	train-auc:1
[261]	eval-auc:0.676411	train-auc:1
[262]	eval-auc:0.676024	train-auc:1
[263]	eval-auc:0.675876	train-auc:1
[264]	eval-auc:0.676086	train-auc:1
[265]	eval-auc:0.676415	train-auc:1
[266]	eval-auc:0.676519	train-auc:1
[267]	eval-auc:0.676545	train-auc:1
[268]	eval-auc:0.676639	train-auc:1
[269]	eval-auc:0.677501	train-auc:1
[270]	eval-auc:0.677107	train-auc:1
[271]	eval-auc:0.677078	train-auc:1
[272]	eval-auc:0.676644	train-auc:1
[273]	eval-auc:0.676114	train-auc:1
[274]	eval-auc:0.676204	train-auc:1
[275]	eval-auc:0.675689	train-auc:1
[276]	eval-auc:0.675395	train-auc:1
[277]	eval-auc:0.67474	train-auc:1
[278]	eval-auc:0.67518	train-auc:1
[279]	eval-auc:0.675055	train-auc:1
[280]	eval-auc:0.675814	train-auc:1
[281]	eval-auc:0.675308	train-auc:1
[282]	eval-auc:0.675279	train-auc:1
[283]	eval-auc:0.675302	train-auc:1
[284]	eval-auc:0.67509	train-auc:1
[285]	eval-auc:0.674701	train-auc:1
[286]	eval-auc:0.674681	train-auc:1
[287]	eval-auc:0.674708	train-auc:1
[288]	eval-auc:0.674289	train-auc:1
[289]	eval-auc:0.674928	train-auc:1
[290]	eval-auc:0.674934	train-auc:1
[291]	eval-auc:0.6754	train-auc:1
[292]	eval-auc:0.675578	train-auc:1
[293]	eval-auc:0.67494	train-auc:1
[294]	eval-auc:0.674848	train-auc:1
[295]	eval-auc:0.674611	train-auc:1
[296]	eval-auc:0.674408	train-auc:1
[297]	eval-auc:0.67473	train-auc:1
[298]	eval-auc:0.67464	train-auc:1
[299]	eval-auc:0.674929	train-auc:1
[300]	eval-auc:0.673708	train-auc:1
[301]	eval-auc:0.674544	train-auc:1
[302]	eval-auc:0.672954	train-auc:1
[303]	eval-auc:0.672948	train-auc:1
[304]	eval-auc:0.67321	train-auc:1
[305]	eval-auc:0.673154	train-auc:1
[306]	eval-auc:0.672916	train-auc:1
[307]	eval-auc:0.672595	train-auc:1
[308]	eval-auc:0.672735	train-auc:1
[309]	eval-auc:0.672583	train-auc:1
[310]	eval-auc:0.672914	train-auc:1
[311]	eval-auc:0.672975	train-auc:1
[312]	eval-auc:0.672963	train-auc:1
[313]	eval-auc:0.672694	train-auc:1
[314]	eval-auc:0.672674	train-auc:1
[315]	eval-auc:0.672677	train-auc:1
[316]	eval-auc:0.672605	train-auc:1
[317]	eval-auc:0.672605	train-auc:1
[318]	eval-auc:0.672547	train-auc:1
[319]	eval-auc:0.672583	train-auc:1
[320]	eval-auc:0.672771	train-auc:1
[321]	eval-auc:0.672538	train-auc:1
[322]	eval-auc:0.672811	train-auc:1
[323]	eval-auc:0.673083	train-auc:1
[324]	eval-auc:0.673108	train-auc:1
[325]	eval-auc:0.6727	train-auc:1
[326]	eval-auc:0.673402	train-auc:1
[327]	eval-auc:0.672837	train-auc:1
[328]	eval-auc:0.672682	train-auc:1
[329]	eval-auc:0.672704	train-auc:1
[330]	eval-auc:0.673082	train-auc:1
[331]	eval-auc:0.672904	train-auc:1
[332]	eval-auc:0.673161	train-auc:1
[333]	eval-auc:0.67254	train-auc:1
[334]	eval-auc:0.673245	train-auc:1
[335]	eval-auc:0.673198	train-auc:1
[336]	eval-auc:0.673525	train-auc:1
[337]	eval-auc:0.673936	train-auc:1
[338]	eval-auc:0.674	train-auc:1
[339]	eval-auc:0.674011	train-auc:1
[340]	eval-auc:0.674055	train-auc:1
[341]	eval-auc:0.673425	train-auc:1
[342]	eval-auc:0.673734	train-auc:1
[343]	eval-auc:0.674471	train-auc:1
[344]	eval-auc:0.674579	train-auc:1
[345]	eval-auc:0.675055	train-auc:1
[346]	eval-auc:0.675054	train-auc:1
[347]	eval-auc:0.675375	train-auc:1
[348]	eval-auc:0.67499	train-auc:1
[349]	eval-auc:0.674592	train-auc:1
[350]	eval-auc:0.67492	train-auc:1
[351]	eval-auc:0.674279	train-auc:1
[352]	eval-auc:0.674606	train-auc:1
[353]	eval-auc:0.674402	train-auc:1
[354]	eval-auc:0.674417	train-auc:1
[355]	eval-auc:0.675279	train-auc:1
[356]	eval-auc:0.674659	train-auc:1
[357]	eval-auc:0.674468	train-auc:1
[358]	eval-auc:0.674194	train-auc:1
[359]	eval-auc:0.674462	train-auc:1
[360]	eval-auc:0.674707	train-auc:1
[361]	eval-auc:0.674873	train-auc:1
[362]	eval-auc:0.675384	train-auc:1
[363]	eval-auc:0.676114	train-auc:1
[364]	eval-auc:0.675809	train-auc:1
[365]	eval-auc:0.67577	train-auc:1
[366]	eval-auc:0.675365	train-auc:1
[367]	eval-auc:0.675154	train-auc:1
[368]	eval-auc:0.675154	train-auc:1
[369]	eval-auc:0.675052	train-auc:1
[370]	eval-auc:0.674963	train-auc:1
[371]	eval-auc:0.674469	train-auc:1
[372]	eval-auc:0.674801	train-auc:1
[373]	eval-auc:0.67435	train-auc:1
[374]	eval-auc:0.674833	train-auc:1
[375]	eval-auc:0.674775	train-auc:1
[376]	eval-auc:0.674478	train-auc:1
[377]	eval-auc:0.674567	train-auc:1
[378]	eval-auc:0.674734	train-auc:1
[379]	eval-auc:0.675252	train-auc:1
[380]	eval-auc:0.675039	train-auc:1
[381]	eval-auc:0.674513	train-auc:1
[382]	eval-auc:0.674533	train-auc:1
[383]	eval-auc:0.674832	train-auc:1
[384]	eval-auc:0.674719	train-auc:1
[385]	eval-auc:0.674341	train-auc:1
[386]	eval-auc:0.674224	train-auc:1
[387]	eval-auc:0.674017	train-auc:1
[388]	eval-auc:0.67339	train-auc:1
[389]	eval-auc:0.673447	train-auc:1
[390]	eval-auc:0.673288	train-auc:1
[391]	eval-auc:0.673662	train-auc:1
[392]	eval-auc:0.673792	train-auc:1
[393]	eval-auc:0.673455	train-auc:1
[394]	eval-auc:0.674098	train-auc:1
[395]	eval-auc:0.673939	train-auc:1
[396]	eval-auc:0.674241	train-auc:1
[397]	eval-auc:0.6739	train-auc:1
[398]	eval-auc:0.673592	train-auc:1
[399]	eval-auc:0.673639	train-auc:1
[400]	eval-auc:0.673193	train-auc:1
[401]	eval-auc:0.672778	train-auc:1
[402]	eval-auc:0.672457	train-auc:1
[403]	eval-auc:0.672519	train-auc:1
[404]	eval-auc:0.672703	train-auc:1
[405]	eval-auc:0.672703	train-auc:1
[406]	eval-auc:0.673524	train-auc:1
[407]	eval-auc:0.673693	train-auc:1
[408]	eval-auc:0.673329	train-auc:1
[409]	eval-auc:0.673517	train-auc:1
[410]	eval-auc:0.674224	train-auc:1
[411]	eval-auc:0.673361	train-auc:1
[412]	eval-auc:0.673176	train-auc:1
[413]	eval-auc:0.673176	train-auc:1
[414]	eval-auc:0.67492	train-auc:1
[415]	eval-auc:0.675474	train-auc:1
[416]	eval-auc:0.675416	train-auc:1
[417]	eval-auc:0.675363	train-auc:1
[418]	eval-auc:0.675208	train-auc:1
[419]	eval-auc:0.675393	train-auc:1
[420]	eval-auc:0.675862	train-auc:1
[421]	eval-auc:0.675802	train-auc:1
[422]	eval-auc:0.675826	train-auc:1
[423]	eval-auc:0.675438	train-auc:1
[424]	eval-auc:0.674746	train-auc:1
[425]	eval-auc:0.675377	train-auc:1
[426]	eval-auc:0.675408	train-auc:1
[427]	eval-auc:0.675582	train-auc:1
[428]	eval-auc:0.676095	train-auc:1
[429]	eval-auc:0.675677	train-auc:1
[430]	eval-auc:0.675532	train-auc:1
[431]	eval-auc:0.675658	train-auc:1
[432]	eval-auc:0.676	train-auc:1
[433]	eval-auc:0.676091	train-auc:1
[434]	eval-auc:0.676038	train-auc:1
[435]	eval-auc:0.676411	train-auc:1
[436]	eval-auc:0.676161	train-auc:1
[437]	eval-auc:0.67557	train-auc:1
[438]	eval-auc:0.675097	train-auc:1
[439]	eval-auc:0.675397	train-auc:1
[440]	eval-auc:0.6757	train-auc:1
[441]	eval-auc:0.676277	train-auc:1
[442]	eval-auc:0.676328	train-auc:1
[443]	eval-auc:0.676355	train-auc:1
[444]	eval-auc:0.676571	train-auc:1
[445]	eval-auc:0.676944	train-auc:1
[446]	eval-auc:0.676714	train-auc:1
[447]	eval-auc:0.676217	train-auc:1
[448]	eval-auc:0.676217	train-auc:1
[449]	eval-auc:0.676124	train-auc:1
[450]	eval-auc:0.676339	train-auc:1
[451]	eval-auc:0.676409	train-auc:1
[452]	eval-auc:0.676889	train-auc:1
[453]	eval-auc:0.676889	train-auc:1
[454]	eval-auc:0.67691	train-auc:1
[455]	eval-auc:0.67691	train-auc:1
[456]	eval-auc:0.677087	train-auc:1
[457]	eval-auc:0.67711	train-auc:1
[458]	eval-auc:0.676662	train-auc:1
[459]	eval-auc:0.676435	train-auc:1
[460]	eval-auc:0.676342	train-auc:1
[461]	eval-auc:0.675966	train-auc:1
[462]	eval-auc:0.676453	train-auc:1
[463]	eval-auc:0.676694	train-auc:1
[464]	eval-auc:0.677209	train-auc:1
[465]	eval-auc:0.676775	train-auc:1
[466]	eval-auc:0.676776	train-auc:1
[467]	eval-auc:0.676916	train-auc:1
[468]	eval-auc:0.676916	train-auc:1
[469]	eval-auc:0.676788	train-auc:1
[470]	eval-auc:0.677385	train-auc:1
[471]	eval-auc:0.676852	train-auc:1
[472]	eval-auc:0.676619	train-auc:1
[473]	eval-auc:0.677423	train-auc:1
[474]	eval-auc:0.677594	train-auc:1
[475]	eval-auc:0.677238	train-auc:1
[476]	eval-auc:0.677474	train-auc:1
[477]	eval-auc:0.677908	train-auc:1
[478]	eval-auc:0.677547	train-auc:1
[479]	eval-auc:0.677238	train-auc:1
[480]	eval-auc:0.677216	train-auc:1
[481]	eval-auc:0.677461	train-auc:1
[482]	eval-auc:0.677397	train-auc:1
[483]	eval-auc:0.677397	train-auc:1
[484]	eval-auc:0.677189	train-auc:1
[485]	eval-auc:0.677483	train-auc:1
[486]	eval-auc:0.677102	train-auc:1
[487]	eval-auc:0.677152	train-auc:1
[488]	eval-auc:0.677643	train-auc:1
[489]	eval-auc:0.677378	train-auc:1
[490]	eval-auc:0.677378	train-auc:1
[491]	eval-auc:0.677114	train-auc:1
[492]	eval-auc:0.676558	train-auc:1
[493]	eval-auc:0.676811	train-auc:1
[494]	eval-auc:0.676768	train-auc:1
[495]	eval-auc:0.676768	train-auc:1
[496]	eval-auc:0.676962	train-auc:1
[497]	eval-auc:0.677187	train-auc:1
[498]	eval-auc:0.677427	train-auc:1
[499]	eval-auc:0.677397	train-auc:1
[500]	eval-auc:0.677528	train-auc:1
[501]	eval-auc:0.677425	train-auc:1
[502]	eval-auc:0.677257	train-auc:1
[503]	eval-auc:0.67741	train-auc:1
[504]	eval-auc:0.677268	train-auc:1
[505]	eval-auc:0.676892	train-auc:1
[506]	eval-auc:0.676913	train-auc:1
[507]	eval-auc:0.676569	train-auc:1
[508]	eval-auc:0.676145	train-auc:1
[509]	eval-auc:0.676023	train-auc:1
[510]	eval-auc:0.676255	train-auc:1
[511]	eval-auc:0.676342	train-auc:1
[512]	eval-auc:0.676213	train-auc:1
[513]	eval-auc:0.676053	train-auc:1
[514]	eval-auc:0.675649	train-auc:1
[515]	eval-auc:0.675698	train-auc:1
[516]	eval-auc:0.675677	train-auc:1
[517]	eval-auc:0.675594	train-auc:1
[518]	eval-auc:0.675386	train-auc:1
[519]	eval-auc:0.675591	train-auc:1
[520]	eval-auc:0.675645	train-auc:1
[521]	eval-auc:0.675183	train-auc:1
[522]	eval-auc:0.675183	train-auc:1
	Score 0.6751833375969984


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 9, 'min_child_weight': 6.0, 'n_estimators': 897.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.510612	train-auc:0.711928
[1]	eval-auc:0.5946	train-auc:0.872692
[2]	eval-auc:0.586655	train-auc:0.876383
[3]	eval-auc:0.60225	train-auc:0.90329
[4]	eval-auc:0.635307	train-auc:0.916364
[5]	eval-auc:0.640013	train-auc:0.943308
[6]	eval-auc:0.652287	train-auc:0.948134
[7]	eval-auc:0.649153	train-auc:0.948925
[8]	eval-auc:0.652521	train-auc:0.962505
[9]	eval-auc:0.660212	train-auc:0.971083
[10]	eval-auc:0.661993	train-auc:0.976654
[11]	eval-auc:0.664453	train-auc:0.979698
[12]	eval-auc:0.670387	train-auc:0.980526
[13]	eval-auc:0.668931	train-auc:0.983114
[14]	eval-auc:0.669427	train-auc:0.984137
[15]	eval-auc:0.672668	train-auc:0.986688
[16]	eval-auc:0.671753	train-auc:0.986817
[17]	eval-auc:0.685945	train-auc:0.99057
[18]	eval-auc:0.686345	train-auc:0.991477
[19]	eval-auc:0.694913	train-auc:0.993365
[20]	eval-auc:0.693112	train-auc:0.994238
[21]	eval-auc:0.69335	train-auc:0.994546
[22]	eval-auc:0.696176	train-auc:0.995314
[23]	eval-auc:0.694164	train-auc:0.995895
[24]	eval-auc:0.69338	train-auc:0.996519
[25]	eval-auc:0.692133	train-auc:0.996631
[26]	eval-auc:0.691653	train-auc:0.997097
[27]	eval-auc:0.690865	train-auc:0.997348
[28]	eval-auc:0.691757	train-auc:0.997914
[29]	eval-auc:0.691235	train-auc:0.997948
[30]	eval-auc:0.691058	train-auc:0.998243
[31]	eval-auc:0.689652	train-auc:0.998402
[32]	eval-auc:0.68931	train-auc:0.998501
[33]	eval-auc:0.688503	train-auc:0.998575
[34]	eval-auc:0.688457	train-auc:0.998765
[35]	eval-auc:0.688561	train-auc:0.998857
[36]	eval-auc:0.689896	train-auc:0.998837
[37]	eval-auc:0.689631	train-auc:0.998834
[38]	eval-auc:0.68913	train-auc:0.998914
[39]	eval-auc:0.687763	train-auc:0.998927
[40]	eval-auc:0.688341	train-auc:0.998936
[41]	eval-auc:0.686788	train-auc:0.999046
[42]	eval-auc:0.686494	train-auc:0.999065
[43]	eval-auc:0.686753	train-auc:0.999202
[44]	eval-auc:0.687184	train-auc:0.999176
[45]	eval-auc:0.686063	train-auc:0.9993
[46]	eval-auc:0.685718	train-auc:0.999365
[47]	eval-auc:0.685169	train-auc:0.999465
[48]	eval-auc:0.684793	train-auc:0.99949
[49]	eval-auc:0.684798	train-auc:0.999515
[50]	eval-auc:0.683668	train-auc:0.999567
[51]	eval-auc:0.683548	train-auc:0.999575
[52]	eval-auc:0.683694	train-auc:0.999578
[53]	eval-auc:0.684111	train-auc:0.999631
[54]	eval-auc:0.684783	train-auc:0.999668
[55]	eval-auc:0.683829	train-auc:0.999706
[56]	eval-auc:0.684305	train-auc:0.999717
[57]	eval-auc:0.683749	train-auc:0.999726
[58]	eval-auc:0.68337	train-auc:0.999765
[59]	eval-auc:0.687486	train-auc:0.99981
[60]	eval-auc:0.686174	train-auc:0.999838
[61]	eval-auc:0.687521	train-auc:0.999863
[62]	eval-auc:0.687055	train-auc:0.999875
[63]	eval-auc:0.687827	train-auc:0.999887
[64]	eval-auc:0.687543	train-auc:0.999893
[65]	eval-auc:0.6879	train-auc:0.999887
[66]	eval-auc:0.688929	train-auc:0.999886
[67]	eval-auc:0.688583	train-auc:0.9999
[68]	eval-auc:0.687138	train-auc:0.999901
[69]	eval-auc:0.687045	train-auc:0.999901
[70]	eval-auc:0.687285	train-auc:0.999892
[71]	eval-auc:0.687134	train-auc:0.999889
[72]	eval-auc:0.686665	train-auc:0.999902
[73]	eval-auc:0.685827	train-auc:0.999919
[74]	eval-auc:0.685616	train-auc:0.9999
[75]	eval-auc:0.685536	train-auc:0.999898
[76]	eval-auc:0.684661	train-auc:0.99992
[77]	eval-auc:0.683852	train-auc:0.999922
[78]	eval-auc:0.684333	train-auc:0.99992
[79]	eval-auc:0.684047	train-auc:0.99993
[80]	eval-auc:0.683123	train-auc:0.999944
[81]	eval-auc:0.683601	train-auc:0.999947
[82]	eval-auc:0.682322	train-auc:0.999941
[83]	eval-auc:0.682677	train-auc:0.99993
[84]	eval-auc:0.681792	train-auc:0.999937
[85]	eval-auc:0.682007	train-auc:0.999939
[86]	eval-auc:0.681812	train-auc:0.999939
[87]	eval-auc:0.685393	train-auc:0.999965
[88]	eval-auc:0.684877	train-auc:0.999968
[89]	eval-auc:0.685168	train-auc:0.999969
[90]	eval-auc:0.685281	train-auc:0.999966
[91]	eval-auc:0.685617	train-auc:0.99998
[92]	eval-auc:0.684749	train-auc:0.999982
[93]	eval-auc:0.68407	train-auc:0.999983
[94]	eval-auc:0.683968	train-auc:0.999983
[95]	eval-auc:0.684254	train-auc:0.999983
[96]	eval-auc:0.684224	train-auc:0.999983
[97]	eval-auc:0.684608	train-auc:0.999985
[98]	eval-auc:0.684489	train-auc:0.999986
[99]	eval-auc:0.684154	train-auc:0.999987
[100]	eval-auc:0.683877	train-auc:0.999987
[101]	eval-auc:0.683636	train-auc:0.999984
[102]	eval-auc:0.683618	train-auc:0.999984
[103]	eval-auc:0.684262	train-auc:0.999985
[104]	eval-auc:0.684297	train-auc:0.99999
[105]	eval-auc:0.684169	train-auc:0.999993
[106]	eval-auc:0.683202	train-auc:0.999993
[107]	eval-auc:0.683435	train-auc:0.999996
[108]	eval-auc:0.682556	train-auc:0.999999
[109]	eval-auc:0.682963	train-auc:1
[110]	eval-auc:0.683924	train-auc:1
[111]	eval-auc:0.683595	train-auc:1
[112]	eval-auc:0.683319	train-auc:1
[113]	eval-auc:0.683437	train-auc:1
[114]	eval-auc:0.68317	train-auc:0.999999
[115]	eval-auc:0.682986	train-auc:0.999999
[116]	eval-auc:0.682459	train-auc:0.999999
[117]	eval-auc:0.682459	train-auc:0.999999
[118]	eval-auc:0.682273	train-auc:0.999999
[119]	eval-auc:0.682422	train-auc:0.999999
[120]	eval-auc:0.682788	train-auc:0.999999
[121]	eval-auc:0.68296	train-auc:0.999999
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[518]	eval-auc:0.680907	train-auc:1
[519]	eval-auc:0.680715	train-auc:1
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[521]	eval-auc:0.680715	train-auc:1
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[524]	eval-auc:0.680694	train-auc:1
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[526]	eval-auc:0.68061	train-auc:1
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[530]	eval-auc:0.680604	train-auc:1
[531]	eval-auc:0.680239	train-auc:1
[532]	eval-auc:0.680415	train-auc:1
[533]	eval-auc:0.680415	train-auc:1
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[535]	eval-auc:0.68033	train-auc:1
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[538]	eval-auc:0.680467	train-auc:1
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[550]	eval-auc:0.680842	train-auc:1
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[555]	eval-auc:0.681067	train-auc:1
[556]	eval-auc:0.681067	train-auc:1
[557]	eval-auc:0.680862	train-auc:1
[558]	eval-auc:0.680948	train-auc:1
[559]	eval-auc:0.680948	train-auc:1
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[561]	eval-auc:0.680988	train-auc:1
[562]	eval-auc:0.680988	train-auc:1
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[564]	eval-auc:0.680923	train-auc:1
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[566]	eval-auc:0.680837	train-auc:1
[567]	eval-auc:0.680827	train-auc:1
[568]	eval-auc:0.680827	train-auc:1
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[570]	eval-auc:0.680773	train-auc:1
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[573]	eval-auc:0.680865	train-auc:1
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[575]	eval-auc:0.680592	train-auc:1
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[580]	eval-auc:0.680487	train-auc:1
[581]	eval-auc:0.680629	train-auc:1
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[583]	eval-auc:0.680581	train-auc:1
[584]	eval-auc:0.680581	train-auc:1
[585]	eval-auc:0.680581	train-auc:1
[586]	eval-auc:0.68065	train-auc:1
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[592]	eval-auc:0.680583	train-auc:1
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[600]	eval-auc:0.680391	train-auc:1
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[608]	eval-auc:0.680484	train-auc:1
[609]	eval-auc:0.680484	train-auc:1
[610]	eval-auc:0.680594	train-auc:1
[611]	eval-auc:0.68044	train-auc:1
[612]	eval-auc:0.680377	train-auc:1
[613]	eval-auc:0.680353	train-auc:1
[614]	eval-auc:0.680353	train-auc:1
[615]	eval-auc:0.680227	train-auc:1
[616]	eval-auc:0.680227	train-auc:1
[617]	eval-auc:0.680227	train-auc:1
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[622]	eval-auc:0.680225	train-auc:1
[623]	eval-auc:0.680023	train-auc:1
[624]	eval-auc:0.680023	train-auc:1
[625]	eval-auc:0.679904	train-auc:1
[626]	eval-auc:0.679904	train-auc:1
[627]	eval-auc:0.679846	train-auc:1
[628]	eval-auc:0.679846	train-auc:1
[629]	eval-auc:0.67973	train-auc:1
[630]	eval-auc:0.67973	train-auc:1
[631]	eval-auc:0.67973	train-auc:1
[632]	eval-auc:0.679813	train-auc:1
[633]	eval-auc:0.679819	train-auc:1
[634]	eval-auc:0.679928	train-auc:1
[635]	eval-auc:0.679992	train-auc:1
[636]	eval-auc:0.679992	train-auc:1
[637]	eval-auc:0.679737	train-auc:1
[638]	eval-auc:0.679737	train-auc:1
[639]	eval-auc:0.679737	train-auc:1
[640]	eval-auc:0.679737	train-auc:1
[641]	eval-auc:0.679675	train-auc:1
[642]	eval-auc:0.679675	train-auc:1
[643]	eval-auc:0.67963	train-auc:1
[644]	eval-auc:0.67975	train-auc:1
[645]	eval-auc:0.67975	train-auc:1
[646]	eval-auc:0.67975	train-auc:1
[647]	eval-auc:0.67975	train-auc:1
[648]	eval-auc:0.679657	train-auc:1
[649]	eval-auc:0.679657	train-auc:1
[650]	eval-auc:0.679657	train-auc:1
[651]	eval-auc:0.679753	train-auc:1
[652]	eval-auc:0.679753	train-auc:1
[653]	eval-auc:0.679753	train-auc:1
[654]	eval-auc:0.679843	train-auc:1
[655]	eval-auc:0.679777	train-auc:1
[656]	eval-auc:0.680073	train-auc:1
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[659]	eval-auc:0.679956	train-auc:1
[660]	eval-auc:0.679956	train-auc:1
[661]	eval-auc:0.679924	train-auc:1
[662]	eval-auc:0.680061	train-auc:1
[663]	eval-auc:0.679936	train-auc:1
[664]	eval-auc:0.679936	train-auc:1
[665]	eval-auc:0.679936	train-auc:1
[666]	eval-auc:0.679936	train-auc:1
[667]	eval-auc:0.679936	train-auc:1
[668]	eval-auc:0.679936	train-auc:1
[669]	eval-auc:0.679921	train-auc:1
[670]	eval-auc:0.679921	train-auc:1
[671]	eval-auc:0.679921	train-auc:1
[672]	eval-auc:0.679921	train-auc:1
[673]	eval-auc:0.679921	train-auc:1
[674]	eval-auc:0.679651	train-auc:1
[675]	eval-auc:0.679651	train-auc:1
[676]	eval-auc:0.679651	train-auc:1
[677]	eval-auc:0.679651	train-auc:1
[678]	eval-auc:0.679637	train-auc:1
[679]	eval-auc:0.679637	train-auc:1
[680]	eval-auc:0.679534	train-auc:1
[681]	eval-auc:0.679511	train-auc:1
[682]	eval-auc:0.679511	train-auc:1
[683]	eval-auc:0.679511	train-auc:1
[684]	eval-auc:0.679511	train-auc:1
[685]	eval-auc:0.679601	train-auc:1
[686]	eval-auc:0.679601	train-auc:1
[687]	eval-auc:0.680566	train-auc:1
[688]	eval-auc:0.6806	train-auc:1
[689]	eval-auc:0.6806	train-auc:1
[690]	eval-auc:0.680408	train-auc:1
[691]	eval-auc:0.680408	train-auc:1
[692]	eval-auc:0.680408	train-auc:1
[693]	eval-auc:0.680175	train-auc:1
[694]	eval-auc:0.680175	train-auc:1
[695]	eval-auc:0.680175	train-auc:1
[696]	eval-auc:0.680216	train-auc:1
[697]	eval-auc:0.680216	train-auc:1
[698]	eval-auc:0.680216	train-auc:1
[699]	eval-auc:0.68035	train-auc:1
[700]	eval-auc:0.68035	train-auc:1
[701]	eval-auc:0.680591	train-auc:1
[702]	eval-auc:0.680479	train-auc:1
[703]	eval-auc:0.680479	train-auc:1
[704]	eval-auc:0.680437	train-auc:1
[705]	eval-auc:0.680394	train-auc:1
[706]	eval-auc:0.680394	train-auc:1
[707]	eval-auc:0.680333	train-auc:1
[708]	eval-auc:0.680552	train-auc:1
[709]	eval-auc:0.680552	train-auc:1
[710]	eval-auc:0.680552	train-auc:1
[711]	eval-auc:0.680552	train-auc:1
[712]	eval-auc:0.680552	train-auc:1
[713]	eval-auc:0.680552	train-auc:1
[714]	eval-auc:0.680548	train-auc:1
[715]	eval-auc:0.680548	train-auc:1
[716]	eval-auc:0.680548	train-auc:1
[717]	eval-auc:0.680548	train-auc:1
[718]	eval-auc:0.680548	train-auc:1
[719]	eval-auc:0.680548	train-auc:1
[720]	eval-auc:0.680542	train-auc:1
[721]	eval-auc:0.680517	train-auc:1
[722]	eval-auc:0.680517	train-auc:1
[723]	eval-auc:0.680628	train-auc:1
[724]	eval-auc:0.680628	train-auc:1
[725]	eval-auc:0.680628	train-auc:1
[726]	eval-auc:0.680628	train-auc:1
[727]	eval-auc:0.680628	train-auc:1
[728]	eval-auc:0.680628	train-auc:1
[729]	eval-auc:0.680628	train-auc:1
[730]	eval-auc:0.680619	train-auc:1
[731]	eval-auc:0.680619	train-auc:1
[732]	eval-auc:0.680619	train-auc:1
[733]	eval-auc:0.680691	train-auc:1
[734]	eval-auc:0.680691	train-auc:1
[735]	eval-auc:0.680691	train-auc:1
[736]	eval-auc:0.680691	train-auc:1
[737]	eval-auc:0.680779	train-auc:1
[738]	eval-auc:0.680983	train-auc:1
[739]	eval-auc:0.680983	train-auc:1
[740]	eval-auc:0.680983	train-auc:1
[741]	eval-auc:0.680983	train-auc:1
[742]	eval-auc:0.680983	train-auc:1
[743]	eval-auc:0.680983	train-auc:1
[744]	eval-auc:0.680968	train-auc:1
[745]	eval-auc:0.680968	train-auc:1
[746]	eval-auc:0.68092	train-auc:1
[747]	eval-auc:0.68092	train-auc:1
[748]	eval-auc:0.68092	train-auc:1
[749]	eval-auc:0.68092	train-auc:1
[750]	eval-auc:0.681014	train-auc:1
[751]	eval-auc:0.681152	train-auc:1
[752]	eval-auc:0.681174	train-auc:1
[753]	eval-auc:0.681174	train-auc:1
[754]	eval-auc:0.681174	train-auc:1
[755]	eval-auc:0.681174	train-auc:1
[756]	eval-auc:0.681267	train-auc:1
[757]	eval-auc:0.681267	train-auc:1
[758]	eval-auc:0.681267	train-auc:1
[759]	eval-auc:0.681267	train-auc:1
[760]	eval-auc:0.681267	train-auc:1
[761]	eval-auc:0.681267	train-auc:1
[762]	eval-auc:0.681267	train-auc:1
[763]	eval-auc:0.681267	train-auc:1
[764]	eval-auc:0.681098	train-auc:1
[765]	eval-auc:0.681079	train-auc:1
[766]	eval-auc:0.681089	train-auc:1
[767]	eval-auc:0.680948	train-auc:1
[768]	eval-auc:0.680948	train-auc:1
[769]	eval-auc:0.680948	train-auc:1
[770]	eval-auc:0.680939	train-auc:1
[771]	eval-auc:0.680953	train-auc:1
[772]	eval-auc:0.680986	train-auc:1
[773]	eval-auc:0.680997	train-auc:1
[774]	eval-auc:0.680935	train-auc:1
[775]	eval-auc:0.680935	train-auc:1
[776]	eval-auc:0.680935	train-auc:1
[777]	eval-auc:0.680935	train-auc:1
[778]	eval-auc:0.680935	train-auc:1
[779]	eval-auc:0.680935	train-auc:1
[780]	eval-auc:0.680935	train-auc:1
[781]	eval-auc:0.680935	train-auc:1
[782]	eval-auc:0.680935	train-auc:1
[783]	eval-auc:0.680935	train-auc:1
[784]	eval-auc:0.680891	train-auc:1
[785]	eval-auc:0.680891	train-auc:1
[786]	eval-auc:0.680891	train-auc:1
[787]	eval-auc:0.680891	train-auc:1
[788]	eval-auc:0.680743	train-auc:1
[789]	eval-auc:0.680743	train-auc:1
[790]	eval-auc:0.680743	train-auc:1
[791]	eval-auc:0.680743	train-auc:1
[792]	eval-auc:0.680743	train-auc:1
[793]	eval-auc:0.680743	train-auc:1
[794]	eval-auc:0.680784	train-auc:1
[795]	eval-auc:0.680784	train-auc:1
[796]	eval-auc:0.680784	train-auc:1
[797]	eval-auc:0.680718	train-auc:1
[798]	eval-auc:0.680955	train-auc:1
[799]	eval-auc:0.680955	train-auc:1
[800]	eval-auc:0.680955	train-auc:1
[801]	eval-auc:0.680773	train-auc:1
[802]	eval-auc:0.680773	train-auc:1
[803]	eval-auc:0.680773	train-auc:1
[804]	eval-auc:0.680773	train-auc:1
[805]	eval-auc:0.680717	train-auc:1
[806]	eval-auc:0.680717	train-auc:1
[807]	eval-auc:0.680717	train-auc:1
[808]	eval-auc:0.680717	train-auc:1
[809]	eval-auc:0.680717	train-auc:1
[810]	eval-auc:0.680717	train-auc:1
[811]	eval-auc:0.680717	train-auc:1
[812]	eval-auc:0.680612	train-auc:1
[813]	eval-auc:0.680612	train-auc:1
[814]	eval-auc:0.680612	train-auc:1
[815]	eval-auc:0.680612	train-auc:1
[816]	eval-auc:0.680146	train-auc:1
[817]	eval-auc:0.680146	train-auc:1
[818]	eval-auc:0.680146	train-auc:1
[819]	eval-auc:0.680146	train-auc:1
[820]	eval-auc:0.680146	train-auc:1
[821]	eval-auc:0.680146	train-auc:1
[822]	eval-auc:0.680146	train-auc:1
[823]	eval-auc:0.680213	train-auc:1
[824]	eval-auc:0.680213	train-auc:1
[825]	eval-auc:0.680213	train-auc:1
[826]	eval-auc:0.680213	train-auc:1
[827]	eval-auc:0.680213	train-auc:1
[828]	eval-auc:0.680213	train-auc:1
[829]	eval-auc:0.680213	train-auc:1
[830]	eval-auc:0.680213	train-auc:1
[831]	eval-auc:0.680211	train-auc:1
[832]	eval-auc:0.680341	train-auc:1
[833]	eval-auc:0.680341	train-auc:1
[834]	eval-auc:0.680341	train-auc:1
[835]	eval-auc:0.680149	train-auc:1
[836]	eval-auc:0.68019	train-auc:1
[837]	eval-auc:0.68019	train-auc:1
[838]	eval-auc:0.68019	train-auc:1
[839]	eval-auc:0.68019	train-auc:1
[840]	eval-auc:0.68019	train-auc:1
[841]	eval-auc:0.68019	train-auc:1
[842]	eval-auc:0.68019	train-auc:1
[843]	eval-auc:0.68019	train-auc:1
[844]	eval-auc:0.68019	train-auc:1
[845]	eval-auc:0.680109	train-auc:1
[846]	eval-auc:0.680109	train-auc:1
[847]	eval-auc:0.680179	train-auc:1
[848]	eval-auc:0.680317	train-auc:1
[849]	eval-auc:0.680317	train-auc:1
[850]	eval-auc:0.680317	train-auc:1
[851]	eval-auc:0.680317	train-auc:1
[852]	eval-auc:0.680498	train-auc:1
[853]	eval-auc:0.680581	train-auc:1
[854]	eval-auc:0.680581	train-auc:1
[855]	eval-auc:0.680581	train-auc:1
[856]	eval-auc:0.680581	train-auc:1
[857]	eval-auc:0.680581	train-auc:1
[858]	eval-auc:0.680581	train-auc:1
[859]	eval-auc:0.680581	train-auc:1
[860]	eval-auc:0.68031	train-auc:1
[861]	eval-auc:0.68031	train-auc:1
[862]	eval-auc:0.68031	train-auc:1
[863]	eval-auc:0.68031	train-auc:1
[864]	eval-auc:0.680423	train-auc:1
[865]	eval-auc:0.680499	train-auc:1
[866]	eval-auc:0.680499	train-auc:1
[867]	eval-auc:0.680499	train-auc:1
[868]	eval-auc:0.680144	train-auc:1
[869]	eval-auc:0.68008	train-auc:1
[870]	eval-auc:0.68008	train-auc:1
[871]	eval-auc:0.68008	train-auc:1
[872]	eval-auc:0.68008	train-auc:1
[873]	eval-auc:0.68008	train-auc:1
[874]	eval-auc:0.680278	train-auc:1
[875]	eval-auc:0.680278	train-auc:1
[876]	eval-auc:0.680278	train-auc:1
[877]	eval-auc:0.680278	train-auc:1
[878]	eval-auc:0.680288	train-auc:1
[879]	eval-auc:0.680288	train-auc:1
[880]	eval-auc:0.680166	train-auc:1
[881]	eval-auc:0.680076	train-auc:1
[882]	eval-auc:0.680076	train-auc:1
[883]	eval-auc:0.680076	train-auc:1
[884]	eval-auc:0.680044	train-auc:1
[885]	eval-auc:0.680044	train-auc:1
[886]	eval-auc:0.680044	train-auc:1
[887]	eval-auc:0.679847	train-auc:1
[888]	eval-auc:0.679847	train-auc:1
[889]	eval-auc:0.679847	train-auc:1
[890]	eval-auc:0.679847	train-auc:1
[891]	eval-auc:0.67948	train-auc:1
[892]	eval-auc:0.67948	train-auc:1
[893]	eval-auc:0.67948	train-auc:1
[894]	eval-auc:0.67948	train-auc:1
[895]	eval-auc:0.679442	train-auc:1
[896]	eval-auc:0.679442	train-auc:1
	Score 0.6794424344309226


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 3, 'min_child_weight': 3.0, 'n_estimators': 595.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.694407	train-auc:0.726141
[1]	eval-auc:0.699577	train-auc:0.735219
[2]	eval-auc:0.68708	train-auc:0.74144
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[341]	eval-auc:0.703243	train-auc:0.947074
[342]	eval-auc:0.703575	train-auc:0.947159
[343]	eval-auc:0.703342	train-auc:0.947108
[344]	eval-auc:0.703208	train-auc:0.947308
[345]	eval-auc:0.702766	train-auc:0.947544
[346]	eval-auc:0.702201	train-auc:0.947776
[347]	eval-auc:0.702431	train-auc:0.94798
[348]	eval-auc:0.702341	train-auc:0.948284
[349]	eval-auc:0.702757	train-auc:0.948753
[350]	eval-auc:0.70266	train-auc:0.948968
[351]	eval-auc:0.702784	train-auc:0.949168
[352]	eval-auc:0.702265	train-auc:0.949211
[353]	eval-auc:0.701776	train-auc:0.949507
[354]	eval-auc:0.701382	train-auc:0.94957
[355]	eval-auc:0.701122	train-auc:0.95019
[356]	eval-auc:0.701128	train-auc:0.950227
[357]	eval-auc:0.700502	train-auc:0.950429
[358]	eval-auc:0.700406	train-auc:0.950937
[359]	eval-auc:0.700671	train-auc:0.95108
[360]	eval-auc:0.701169	train-auc:0.951508
[361]	eval-auc:0.700796	train-auc:0.951492
[362]	eval-auc:0.70112	train-auc:0.952009
[363]	eval-auc:0.70138	train-auc:0.952265
[364]	eval-auc:0.701447	train-auc:0.952401
[365]	eval-auc:0.701776	train-auc:0.952614
[366]	eval-auc:0.701842	train-auc:0.952852
[367]	eval-auc:0.701793	train-auc:0.953015
[368]	eval-auc:0.701502	train-auc:0.953212
[369]	eval-auc:0.701881	train-auc:0.95357
[370]	eval-auc:0.701402	train-auc:0.953759
[371]	eval-auc:0.70188	train-auc:0.954032
[372]	eval-auc:0.701811	train-auc:0.954198
[373]	eval-auc:0.701741	train-auc:0.954298
[374]	eval-auc:0.702201	train-auc:0.954657
[375]	eval-auc:0.701942	train-auc:0.954463
[376]	eval-auc:0.701831	train-auc:0.954465
[377]	eval-auc:0.702354	train-auc:0.954494
[378]	eval-auc:0.702136	train-auc:0.954571
[379]	eval-auc:0.70183	train-auc:0.954742
[380]	eval-auc:0.701959	train-auc:0.954915
[381]	eval-auc:0.702204	train-auc:0.955182
[382]	eval-auc:0.7022	train-auc:0.95523
[383]	eval-auc:0.701865	train-auc:0.95519
[384]	eval-auc:0.701562	train-auc:0.95518
[385]	eval-auc:0.702127	train-auc:0.95552
[386]	eval-auc:0.701926	train-auc:0.955746
[387]	eval-auc:0.702169	train-auc:0.955887
[388]	eval-auc:0.70233	train-auc:0.956113
[389]	eval-auc:0.702203	train-auc:0.95641
[390]	eval-auc:0.702494	train-auc:0.956333
[391]	eval-auc:0.702209	train-auc:0.9565
[392]	eval-auc:0.702127	train-auc:0.956427
[393]	eval-auc:0.702386	train-auc:0.956545
[394]	eval-auc:0.702245	train-auc:0.956774
[395]	eval-auc:0.702244	train-auc:0.956945
[396]	eval-auc:0.701775	train-auc:0.95681
[397]	eval-auc:0.702035	train-auc:0.9569
[398]	eval-auc:0.701857	train-auc:0.956939
[399]	eval-auc:0.701184	train-auc:0.957068
[400]	eval-auc:0.700612	train-auc:0.957041
[401]	eval-auc:0.700721	train-auc:0.957317
[402]	eval-auc:0.700309	train-auc:0.957687
[403]	eval-auc:0.700717	train-auc:0.957693
[404]	eval-auc:0.70087	train-auc:0.957938
[405]	eval-auc:0.701094	train-auc:0.958081
[406]	eval-auc:0.70126	train-auc:0.958404
[407]	eval-auc:0.700607	train-auc:0.958685
[408]	eval-auc:0.700191	train-auc:0.958782
[409]	eval-auc:0.700072	train-auc:0.958597
[410]	eval-auc:0.70019	train-auc:0.958602
[411]	eval-auc:0.700143	train-auc:0.958848
[412]	eval-auc:0.699745	train-auc:0.959187
[413]	eval-auc:0.699628	train-auc:0.959163
[414]	eval-auc:0.699538	train-auc:0.959174
[415]	eval-auc:0.699061	train-auc:0.959124
[416]	eval-auc:0.698892	train-auc:0.959377
[417]	eval-auc:0.699374	train-auc:0.959685
[418]	eval-auc:0.699419	train-auc:0.959678
[419]	eval-auc:0.6993	train-auc:0.959961
[420]	eval-auc:0.699229	train-auc:0.960055
[421]	eval-auc:0.699233	train-auc:0.960249
[422]	eval-auc:0.69922	train-auc:0.960372
[423]	eval-auc:0.698865	train-auc:0.960528
[424]	eval-auc:0.698905	train-auc:0.960544
[425]	eval-auc:0.69888	train-auc:0.960564
[426]	eval-auc:0.698965	train-auc:0.960822
[427]	eval-auc:0.699131	train-auc:0.960963
[428]	eval-auc:0.699144	train-auc:0.961158
[429]	eval-auc:0.699177	train-auc:0.961299
[430]	eval-auc:0.699565	train-auc:0.961402
[431]	eval-auc:0.699748	train-auc:0.961483
[432]	eval-auc:0.699134	train-auc:0.961583
[433]	eval-auc:0.69918	train-auc:0.961755
[434]	eval-auc:0.699444	train-auc:0.961727
[435]	eval-auc:0.699418	train-auc:0.961855
[436]	eval-auc:0.699856	train-auc:0.962137
[437]	eval-auc:0.699899	train-auc:0.962206
[438]	eval-auc:0.700139	train-auc:0.962446
[439]	eval-auc:0.699788	train-auc:0.962368
[440]	eval-auc:0.699267	train-auc:0.962472
[441]	eval-auc:0.699964	train-auc:0.962485
[442]	eval-auc:0.699841	train-auc:0.962446
[443]	eval-auc:0.700057	train-auc:0.962674
[444]	eval-auc:0.700228	train-auc:0.962761
[445]	eval-auc:0.69992	train-auc:0.962901
[446]	eval-auc:0.700048	train-auc:0.962804
[447]	eval-auc:0.699736	train-auc:0.962845
[448]	eval-auc:0.700164	train-auc:0.962916
[449]	eval-auc:0.699824	train-auc:0.963029
[450]	eval-auc:0.700065	train-auc:0.96315
[451]	eval-auc:0.700161	train-auc:0.963085
[452]	eval-auc:0.700254	train-auc:0.962862
[453]	eval-auc:0.700368	train-auc:0.963014
[454]	eval-auc:0.700523	train-auc:0.963019
[455]	eval-auc:0.700513	train-auc:0.96324
[456]	eval-auc:0.700016	train-auc:0.963439
[457]	eval-auc:0.699798	train-auc:0.963417
[458]	eval-auc:0.700161	train-auc:0.963516
[459]	eval-auc:0.700178	train-auc:0.963684
[460]	eval-auc:0.700293	train-auc:0.96379
[461]	eval-auc:0.700607	train-auc:0.9638
[462]	eval-auc:0.700557	train-auc:0.96377
[463]	eval-auc:0.700327	train-auc:0.964018
[464]	eval-auc:0.700566	train-auc:0.964218
[465]	eval-auc:0.700479	train-auc:0.964463
[466]	eval-auc:0.700628	train-auc:0.96431
[467]	eval-auc:0.700747	train-auc:0.96433
[468]	eval-auc:0.700554	train-auc:0.964329
[469]	eval-auc:0.70059	train-auc:0.964243
[470]	eval-auc:0.700555	train-auc:0.964406
[471]	eval-auc:0.700056	train-auc:0.964436
[472]	eval-auc:0.700328	train-auc:0.964456
[473]	eval-auc:0.700619	train-auc:0.964885
[474]	eval-auc:0.700755	train-auc:0.965175
[475]	eval-auc:0.700805	train-auc:0.965492
[476]	eval-auc:0.701152	train-auc:0.965613
[477]	eval-auc:0.700583	train-auc:0.965816
[478]	eval-auc:0.700806	train-auc:0.966071
[479]	eval-auc:0.700966	train-auc:0.96608
[480]	eval-auc:0.700592	train-auc:0.96624
[481]	eval-auc:0.700624	train-auc:0.966342
[482]	eval-auc:0.700828	train-auc:0.966488
[483]	eval-auc:0.700567	train-auc:0.966629
[484]	eval-auc:0.700848	train-auc:0.966723
[485]	eval-auc:0.700781	train-auc:0.966777
[486]	eval-auc:0.700857	train-auc:0.967012
[487]	eval-auc:0.700703	train-auc:0.967106
[488]	eval-auc:0.700701	train-auc:0.967295
[489]	eval-auc:0.700724	train-auc:0.967252
[490]	eval-auc:0.700899	train-auc:0.967275
[491]	eval-auc:0.700482	train-auc:0.967485
[492]	eval-auc:0.700202	train-auc:0.967653
[493]	eval-auc:0.700079	train-auc:0.96772
[494]	eval-auc:0.700438	train-auc:0.967897
[495]	eval-auc:0.700397	train-auc:0.968013
[496]	eval-auc:0.700608	train-auc:0.968117
[497]	eval-auc:0.700712	train-auc:0.968184
[498]	eval-auc:0.700517	train-auc:0.968294
[499]	eval-auc:0.700488	train-auc:0.968449
[500]	eval-auc:0.70026	train-auc:0.968445
[501]	eval-auc:0.699987	train-auc:0.968658
[502]	eval-auc:0.699998	train-auc:0.968704
[503]	eval-auc:0.699608	train-auc:0.968704
[504]	eval-auc:0.699546	train-auc:0.968776
[505]	eval-auc:0.700045	train-auc:0.968772
[506]	eval-auc:0.699512	train-auc:0.968663
[507]	eval-auc:0.699378	train-auc:0.968886
[508]	eval-auc:0.699838	train-auc:0.969097
[509]	eval-auc:0.699413	train-auc:0.969157
[510]	eval-auc:0.699876	train-auc:0.969381
[511]	eval-auc:0.699477	train-auc:0.969558
[512]	eval-auc:0.699565	train-auc:0.969438
[513]	eval-auc:0.699956	train-auc:0.969709
[514]	eval-auc:0.700126	train-auc:0.969839
[515]	eval-auc:0.700223	train-auc:0.969936
[516]	eval-auc:0.699529	train-auc:0.970161
[517]	eval-auc:0.699795	train-auc:0.970258
[518]	eval-auc:0.699246	train-auc:0.970252
[519]	eval-auc:0.699043	train-auc:0.970458
[520]	eval-auc:0.698953	train-auc:0.970377
[521]	eval-auc:0.698879	train-auc:0.970461
[522]	eval-auc:0.698937	train-auc:0.970441
[523]	eval-auc:0.698629	train-auc:0.970549
[524]	eval-auc:0.698373	train-auc:0.97076
[525]	eval-auc:0.698915	train-auc:0.970704
[526]	eval-auc:0.698972	train-auc:0.97082
[527]	eval-auc:0.699424	train-auc:0.97098
[528]	eval-auc:0.699533	train-auc:0.970958
[529]	eval-auc:0.699669	train-auc:0.971017
[530]	eval-auc:0.700199	train-auc:0.971236
[531]	eval-auc:0.700293	train-auc:0.971239
[532]	eval-auc:0.700289	train-auc:0.971369
[533]	eval-auc:0.700124	train-auc:0.97128
[534]	eval-auc:0.700403	train-auc:0.971495
[535]	eval-auc:0.700703	train-auc:0.971526
[536]	eval-auc:0.700968	train-auc:0.971637
[537]	eval-auc:0.70095	train-auc:0.971764
[538]	eval-auc:0.700965	train-auc:0.971955
[539]	eval-auc:0.70117	train-auc:0.971936
[540]	eval-auc:0.701128	train-auc:0.972114
[541]	eval-auc:0.701071	train-auc:0.972058
[542]	eval-auc:0.701475	train-auc:0.972133
[543]	eval-auc:0.701618	train-auc:0.972347
[544]	eval-auc:0.701	train-auc:0.972354
[545]	eval-auc:0.701636	train-auc:0.972504
[546]	eval-auc:0.701636	train-auc:0.972619
[547]	eval-auc:0.701814	train-auc:0.972725
[548]	eval-auc:0.701661	train-auc:0.972872
[549]	eval-auc:0.701783	train-auc:0.972925
[550]	eval-auc:0.701624	train-auc:0.972883
[551]	eval-auc:0.701677	train-auc:0.972887
[552]	eval-auc:0.701384	train-auc:0.973051
[553]	eval-auc:0.701419	train-auc:0.973198
[554]	eval-auc:0.701441	train-auc:0.973369
[555]	eval-auc:0.701419	train-auc:0.973288
[556]	eval-auc:0.701461	train-auc:0.973215
[557]	eval-auc:0.701443	train-auc:0.973274
[558]	eval-auc:0.70155	train-auc:0.973273
[559]	eval-auc:0.701537	train-auc:0.973313
[560]	eval-auc:0.701455	train-auc:0.973279
[561]	eval-auc:0.701629	train-auc:0.973302
[562]	eval-auc:0.70155	train-auc:0.973221
[563]	eval-auc:0.701947	train-auc:0.973333
[564]	eval-auc:0.702312	train-auc:0.973419
[565]	eval-auc:0.702585	train-auc:0.973483
[566]	eval-auc:0.702716	train-auc:0.973618
[567]	eval-auc:0.70263	train-auc:0.973744
[568]	eval-auc:0.702965	train-auc:0.973815
[569]	eval-auc:0.70282	train-auc:0.973868
[570]	eval-auc:0.70313	train-auc:0.973733
[571]	eval-auc:0.703066	train-auc:0.97377
[572]	eval-auc:0.702803	train-auc:0.973686
[573]	eval-auc:0.70304	train-auc:0.973741
[574]	eval-auc:0.702672	train-auc:0.973908
[575]	eval-auc:0.702833	train-auc:0.973971
[576]	eval-auc:0.702934	train-auc:0.974069
[577]	eval-auc:0.702842	train-auc:0.974306
[578]	eval-auc:0.702711	train-auc:0.974237
[579]	eval-auc:0.702702	train-auc:0.974274
[580]	eval-auc:0.702701	train-auc:0.974363
[581]	eval-auc:0.702813	train-auc:0.974506
[582]	eval-auc:0.70304	train-auc:0.974696
[583]	eval-auc:0.702361	train-auc:0.974631
[584]	eval-auc:0.702564	train-auc:0.974702
[585]	eval-auc:0.702465	train-auc:0.974762
[586]	eval-auc:0.702614	train-auc:0.974992
[587]	eval-auc:0.702821	train-auc:0.975159
[588]	eval-auc:0.702792	train-auc:0.975134
[589]	eval-auc:0.702685	train-auc:0.975148
[590]	eval-auc:0.702646	train-auc:0.975268
[591]	eval-auc:0.702347	train-auc:0.975288
[592]	eval-auc:0.702067	train-auc:0.975453
[593]	eval-auc:0.701953	train-auc:0.975403
[594]	eval-auc:0.701837	train-auc:0.97555
	Score 0.7018373350875271


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.375, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 2, 'min_child_weight': 5.0, 'n_estimators': 656.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.673761	train-auc:0.684105
[1]	eval-auc:0.669415	train-auc:0.693334
[2]	eval-auc:0.695906	train-auc:0.712089
[3]	eval-auc:0.700427	train-auc:0.717702
[4]	eval-auc:0.699322	train-auc:0.716583
[5]	eval-auc:0.693519	train-auc:0.711774
[6]	eval-auc:0.699039	train-auc:0.717158
[7]	eval-auc:0.698456	train-auc:0.722051
[8]	eval-auc:0.702606	train-auc:0.728863
[9]	eval-auc:0.704361	train-auc:0.731096
[10]	eval-auc:0.70044	train-auc:0.730673
[11]	eval-auc:0.699455	train-auc:0.729653
[12]	eval-auc:0.701424	train-auc:0.734763
[13]	eval-auc:0.703932	train-auc:0.736443
[14]	eval-auc:0.704192	train-auc:0.737061
[15]	eval-auc:0.704827	train-auc:0.737775
[16]	eval-auc:0.709428	train-auc:0.743408
[17]	eval-auc:0.710019	train-auc:0.745728
[18]	eval-auc:0.71054	train-auc:0.746547
[19]	eval-auc:0.710282	train-auc:0.7473
[20]	eval-auc:0.709895	train-auc:0.746537
[21]	eval-auc:0.710642	train-auc:0.74833
[22]	eval-auc:0.705915	train-auc:0.751166
[23]	eval-auc:0.708784	train-auc:0.75363
[24]	eval-auc:0.706812	train-auc:0.756633
[25]	eval-auc:0.707327	train-auc:0.76019
[26]	eval-auc:0.708144	train-auc:0.762301
[27]	eval-auc:0.711553	train-auc:0.7639
[28]	eval-auc:0.711858	train-auc:0.764015
[29]	eval-auc:0.71085	train-auc:0.764146
[30]	eval-auc:0.711833	train-auc:0.766527
[31]	eval-auc:0.712307	train-auc:0.7692
[32]	eval-auc:0.710503	train-auc:0.772085
[33]	eval-auc:0.710917	train-auc:0.773213
[34]	eval-auc:0.710195	train-auc:0.774173
[35]	eval-auc:0.709267	train-auc:0.775812
[36]	eval-auc:0.709928	train-auc:0.778052
[37]	eval-auc:0.712793	train-auc:0.78085
[38]	eval-auc:0.713241	train-auc:0.781449
[39]	eval-auc:0.711642	train-auc:0.783653
[40]	eval-auc:0.712218	train-auc:0.78543
[41]	eval-auc:0.712034	train-auc:0.785384
[42]	eval-auc:0.711543	train-auc:0.787698
[43]	eval-auc:0.710509	train-auc:0.789591
[44]	eval-auc:0.711788	train-auc:0.79027
[45]	eval-auc:0.713097	train-auc:0.788877
[46]	eval-auc:0.71242	train-auc:0.789407
[47]	eval-auc:0.713179	train-auc:0.791808
[48]	eval-auc:0.711466	train-auc:0.792789
[49]	eval-auc:0.711555	train-auc:0.794161
[50]	eval-auc:0.711772	train-auc:0.795056
[51]	eval-auc:0.710742	train-auc:0.79578
[52]	eval-auc:0.711119	train-auc:0.798222
[53]	eval-auc:0.712303	train-auc:0.799558
[54]	eval-auc:0.710849	train-auc:0.800296
[55]	eval-auc:0.7105	train-auc:0.802293
[56]	eval-auc:0.710214	train-auc:0.804235
[57]	eval-auc:0.709772	train-auc:0.804606
[58]	eval-auc:0.708633	train-auc:0.805403
[59]	eval-auc:0.707872	train-auc:0.805415
[60]	eval-auc:0.707805	train-auc:0.80654
[61]	eval-auc:0.707735	train-auc:0.808486
[62]	eval-auc:0.707588	train-auc:0.808593
[63]	eval-auc:0.706546	train-auc:0.809412
[64]	eval-auc:0.706167	train-auc:0.810474
[65]	eval-auc:0.707098	train-auc:0.810456
[66]	eval-auc:0.707956	train-auc:0.811164
[67]	eval-auc:0.708463	train-auc:0.811301
[68]	eval-auc:0.706454	train-auc:0.81342
[69]	eval-auc:0.706733	train-auc:0.815533
[70]	eval-auc:0.706631	train-auc:0.817094
[71]	eval-auc:0.706665	train-auc:0.81844
[72]	eval-auc:0.706361	train-auc:0.819211
[73]	eval-auc:0.70596	train-auc:0.819334
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[411]	eval-auc:0.691017	train-auc:0.933558
[412]	eval-auc:0.690798	train-auc:0.93348
[413]	eval-auc:0.690785	train-auc:0.933648
[414]	eval-auc:0.690756	train-auc:0.933641
[415]	eval-auc:0.690587	train-auc:0.933691
[416]	eval-auc:0.690863	train-auc:0.934175
[417]	eval-auc:0.69072	train-auc:0.934395
[418]	eval-auc:0.690724	train-auc:0.935044
[419]	eval-auc:0.690793	train-auc:0.935199
[420]	eval-auc:0.690799	train-auc:0.935309
[421]	eval-auc:0.690988	train-auc:0.935285
[422]	eval-auc:0.691096	train-auc:0.935156
[423]	eval-auc:0.690545	train-auc:0.935238
[424]	eval-auc:0.69044	train-auc:0.93526
[425]	eval-auc:0.691557	train-auc:0.935222
[426]	eval-auc:0.691222	train-auc:0.935256
[427]	eval-auc:0.691093	train-auc:0.935605
[428]	eval-auc:0.690491	train-auc:0.935818
[429]	eval-auc:0.690306	train-auc:0.935872
[430]	eval-auc:0.689983	train-auc:0.936013
[431]	eval-auc:0.690126	train-auc:0.935507
[432]	eval-auc:0.689856	train-auc:0.935624
[433]	eval-auc:0.689812	train-auc:0.935454
[434]	eval-auc:0.689427	train-auc:0.935451
[435]	eval-auc:0.689238	train-auc:0.935862
[436]	eval-auc:0.68829	train-auc:0.935815
[437]	eval-auc:0.687974	train-auc:0.935645
[438]	eval-auc:0.688459	train-auc:0.93576
[439]	eval-auc:0.686971	train-auc:0.935926
[440]	eval-auc:0.687045	train-auc:0.935647
[441]	eval-auc:0.686587	train-auc:0.936332
[442]	eval-auc:0.687839	train-auc:0.936538
[443]	eval-auc:0.687505	train-auc:0.936793
[444]	eval-auc:0.687295	train-auc:0.936817
[445]	eval-auc:0.687923	train-auc:0.936853
[446]	eval-auc:0.687271	train-auc:0.936875
[447]	eval-auc:0.687732	train-auc:0.936978
[448]	eval-auc:0.687342	train-auc:0.937248
[449]	eval-auc:0.686707	train-auc:0.937091
[450]	eval-auc:0.687009	train-auc:0.937178
[451]	eval-auc:0.687186	train-auc:0.937329
[452]	eval-auc:0.687207	train-auc:0.937229
[453]	eval-auc:0.687178	train-auc:0.937231
[454]	eval-auc:0.68746	train-auc:0.937087
[455]	eval-auc:0.68749	train-auc:0.937228
[456]	eval-auc:0.68732	train-auc:0.937443
[457]	eval-auc:0.68693	train-auc:0.937504
[458]	eval-auc:0.687246	train-auc:0.937734
[459]	eval-auc:0.68654	train-auc:0.937852
[460]	eval-auc:0.686615	train-auc:0.938047
[461]	eval-auc:0.686892	train-auc:0.938536
[462]	eval-auc:0.68717	train-auc:0.938449
[463]	eval-auc:0.686797	train-auc:0.938671
[464]	eval-auc:0.687449	train-auc:0.938738
[465]	eval-auc:0.687263	train-auc:0.938827
[466]	eval-auc:0.686473	train-auc:0.938857
[467]	eval-auc:0.686086	train-auc:0.939262
[468]	eval-auc:0.686767	train-auc:0.939362
[469]	eval-auc:0.687344	train-auc:0.93922
[470]	eval-auc:0.687853	train-auc:0.939367
[471]	eval-auc:0.687612	train-auc:0.939445
[472]	eval-auc:0.68777	train-auc:0.939531
[473]	eval-auc:0.687723	train-auc:0.939665
[474]	eval-auc:0.687843	train-auc:0.940124
[475]	eval-auc:0.687376	train-auc:0.940147
[476]	eval-auc:0.687705	train-auc:0.940365
[477]	eval-auc:0.687961	train-auc:0.940851
[478]	eval-auc:0.688524	train-auc:0.941057
[479]	eval-auc:0.687604	train-auc:0.941315
[480]	eval-auc:0.687484	train-auc:0.941298
[481]	eval-auc:0.687737	train-auc:0.941441
[482]	eval-auc:0.687516	train-auc:0.941486
[483]	eval-auc:0.687551	train-auc:0.941323
[484]	eval-auc:0.686814	train-auc:0.94143
[485]	eval-auc:0.687379	train-auc:0.941431
[486]	eval-auc:0.68733	train-auc:0.941543
[487]	eval-auc:0.687405	train-auc:0.941718
[488]	eval-auc:0.687476	train-auc:0.941995
[489]	eval-auc:0.6873	train-auc:0.942163
[490]	eval-auc:0.686886	train-auc:0.942114
[491]	eval-auc:0.686167	train-auc:0.942127
[492]	eval-auc:0.686147	train-auc:0.94216
[493]	eval-auc:0.686369	train-auc:0.942326
[494]	eval-auc:0.686277	train-auc:0.942259
[495]	eval-auc:0.686401	train-auc:0.942127
[496]	eval-auc:0.686578	train-auc:0.942026
[497]	eval-auc:0.685821	train-auc:0.942268
[498]	eval-auc:0.684664	train-auc:0.942091
[499]	eval-auc:0.685182	train-auc:0.942405
[500]	eval-auc:0.685986	train-auc:0.942146
[501]	eval-auc:0.685471	train-auc:0.942115
[502]	eval-auc:0.685276	train-auc:0.942203
[503]	eval-auc:0.684982	train-auc:0.942112
[504]	eval-auc:0.684533	train-auc:0.942272
[505]	eval-auc:0.685262	train-auc:0.942629
[506]	eval-auc:0.684643	train-auc:0.942648
[507]	eval-auc:0.684341	train-auc:0.942806
[508]	eval-auc:0.684196	train-auc:0.94307
[509]	eval-auc:0.685195	train-auc:0.943568
[510]	eval-auc:0.685002	train-auc:0.943572
[511]	eval-auc:0.684809	train-auc:0.943763
[512]	eval-auc:0.684869	train-auc:0.943905
[513]	eval-auc:0.685192	train-auc:0.944065
[514]	eval-auc:0.685431	train-auc:0.94436
[515]	eval-auc:0.685075	train-auc:0.944292
[516]	eval-auc:0.684614	train-auc:0.944644
[517]	eval-auc:0.685332	train-auc:0.944893
[518]	eval-auc:0.68483	train-auc:0.944826
[519]	eval-auc:0.684967	train-auc:0.94497
[520]	eval-auc:0.684735	train-auc:0.944981
[521]	eval-auc:0.685005	train-auc:0.945313
[522]	eval-auc:0.685425	train-auc:0.945504
[523]	eval-auc:0.685862	train-auc:0.945381
[524]	eval-auc:0.686211	train-auc:0.945578
[525]	eval-auc:0.686311	train-auc:0.945774
[526]	eval-auc:0.686129	train-auc:0.945906
[527]	eval-auc:0.686412	train-auc:0.946095
[528]	eval-auc:0.686129	train-auc:0.946325
[529]	eval-auc:0.686566	train-auc:0.946422
[530]	eval-auc:0.686905	train-auc:0.946515
[531]	eval-auc:0.686762	train-auc:0.946644
[532]	eval-auc:0.687076	train-auc:0.946465
[533]	eval-auc:0.687166	train-auc:0.946479
[534]	eval-auc:0.686497	train-auc:0.946606
[535]	eval-auc:0.686675	train-auc:0.946784
[536]	eval-auc:0.685917	train-auc:0.947072
[537]	eval-auc:0.686018	train-auc:0.946968
[538]	eval-auc:0.686191	train-auc:0.947146
[539]	eval-auc:0.686066	train-auc:0.947035
[540]	eval-auc:0.68606	train-auc:0.947129
[541]	eval-auc:0.686618	train-auc:0.947334
[542]	eval-auc:0.686468	train-auc:0.947502
[543]	eval-auc:0.686951	train-auc:0.947595
[544]	eval-auc:0.687039	train-auc:0.94772
[545]	eval-auc:0.686677	train-auc:0.947665
[546]	eval-auc:0.686831	train-auc:0.9478
[547]	eval-auc:0.687336	train-auc:0.947942
[548]	eval-auc:0.686954	train-auc:0.948058
[549]	eval-auc:0.686966	train-auc:0.948092
[550]	eval-auc:0.686978	train-auc:0.948289
[551]	eval-auc:0.68675	train-auc:0.948474
[552]	eval-auc:0.687358	train-auc:0.948822
[553]	eval-auc:0.687003	train-auc:0.948967
[554]	eval-auc:0.68698	train-auc:0.949057
[555]	eval-auc:0.687472	train-auc:0.949362
[556]	eval-auc:0.687996	train-auc:0.949464
[557]	eval-auc:0.688037	train-auc:0.949499
[558]	eval-auc:0.687527	train-auc:0.949708
[559]	eval-auc:0.68816	train-auc:0.949909
[560]	eval-auc:0.686844	train-auc:0.949858
[561]	eval-auc:0.687754	train-auc:0.950037
[562]	eval-auc:0.688253	train-auc:0.9498
[563]	eval-auc:0.688223	train-auc:0.949961
[564]	eval-auc:0.688294	train-auc:0.949882
[565]	eval-auc:0.688594	train-auc:0.949949
[566]	eval-auc:0.688906	train-auc:0.949792
[567]	eval-auc:0.689224	train-auc:0.949749
[568]	eval-auc:0.689531	train-auc:0.949866
[569]	eval-auc:0.689386	train-auc:0.950111
[570]	eval-auc:0.688836	train-auc:0.950045
[571]	eval-auc:0.688582	train-auc:0.950081
[572]	eval-auc:0.687723	train-auc:0.950283
[573]	eval-auc:0.68765	train-auc:0.950431
[574]	eval-auc:0.68813	train-auc:0.950572
[575]	eval-auc:0.688908	train-auc:0.950726
[576]	eval-auc:0.688932	train-auc:0.950729
[577]	eval-auc:0.689319	train-auc:0.951029
[578]	eval-auc:0.689686	train-auc:0.950746
[579]	eval-auc:0.688867	train-auc:0.950751
[580]	eval-auc:0.688823	train-auc:0.950776
[581]	eval-auc:0.687708	train-auc:0.950928
[582]	eval-auc:0.686607	train-auc:0.951049
[583]	eval-auc:0.687228	train-auc:0.951088
[584]	eval-auc:0.687562	train-auc:0.951034
[585]	eval-auc:0.687955	train-auc:0.951026
[586]	eval-auc:0.68786	train-auc:0.951052
[587]	eval-auc:0.688507	train-auc:0.951341
[588]	eval-auc:0.687507	train-auc:0.951159
[589]	eval-auc:0.6883	train-auc:0.951289
[590]	eval-auc:0.68853	train-auc:0.951404
[591]	eval-auc:0.68835	train-auc:0.95147
[592]	eval-auc:0.687071	train-auc:0.951419
[593]	eval-auc:0.687035	train-auc:0.951558
[594]	eval-auc:0.687327	train-auc:0.951622
[595]	eval-auc:0.687015	train-auc:0.951653
[596]	eval-auc:0.686838	train-auc:0.951661
[597]	eval-auc:0.686436	train-auc:0.95163
[598]	eval-auc:0.6859	train-auc:0.951777
[599]	eval-auc:0.685926	train-auc:0.952026
[600]	eval-auc:0.686299	train-auc:0.952355
[601]	eval-auc:0.686604	train-auc:0.952576
[602]	eval-auc:0.685908	train-auc:0.952686
[603]	eval-auc:0.685893	train-auc:0.952804
[604]	eval-auc:0.685948	train-auc:0.953284
[605]	eval-auc:0.685442	train-auc:0.953371
[606]	eval-auc:0.685632	train-auc:0.953445
[607]	eval-auc:0.685402	train-auc:0.953461
[608]	eval-auc:0.686079	train-auc:0.953607
[609]	eval-auc:0.685191	train-auc:0.953511
[610]	eval-auc:0.684923	train-auc:0.953711
[611]	eval-auc:0.684677	train-auc:0.953648
[612]	eval-auc:0.68481	train-auc:0.953744
[613]	eval-auc:0.68435	train-auc:0.953847
[614]	eval-auc:0.684612	train-auc:0.953875
[615]	eval-auc:0.684886	train-auc:0.954309
[616]	eval-auc:0.685351	train-auc:0.954343
[617]	eval-auc:0.685077	train-auc:0.954392
[618]	eval-auc:0.685249	train-auc:0.954484
[619]	eval-auc:0.685096	train-auc:0.954613
[620]	eval-auc:0.685166	train-auc:0.954724
[621]	eval-auc:0.685204	train-auc:0.95472
[622]	eval-auc:0.685235	train-auc:0.954997
[623]	eval-auc:0.685553	train-auc:0.954907
[624]	eval-auc:0.686401	train-auc:0.954971
[625]	eval-auc:0.685931	train-auc:0.95491
[626]	eval-auc:0.685952	train-auc:0.955
[627]	eval-auc:0.685404	train-auc:0.954917
[628]	eval-auc:0.685445	train-auc:0.954954
[629]	eval-auc:0.685067	train-auc:0.955029
[630]	eval-auc:0.685115	train-auc:0.954977
[631]	eval-auc:0.684478	train-auc:0.955068
[632]	eval-auc:0.684481	train-auc:0.955305
[633]	eval-auc:0.684489	train-auc:0.955364
[634]	eval-auc:0.683254	train-auc:0.955414
[635]	eval-auc:0.683099	train-auc:0.95558
[636]	eval-auc:0.683331	train-auc:0.955684
[637]	eval-auc:0.683197	train-auc:0.955821
[638]	eval-auc:0.682751	train-auc:0.95577
[639]	eval-auc:0.683251	train-auc:0.955838
[640]	eval-auc:0.682992	train-auc:0.955905
[641]	eval-auc:0.68229	train-auc:0.956235
[642]	eval-auc:0.682482	train-auc:0.956405
[643]	eval-auc:0.681653	train-auc:0.956656
[644]	eval-auc:0.681688	train-auc:0.956527
[645]	eval-auc:0.681334	train-auc:0.956646
[646]	eval-auc:0.681296	train-auc:0.956766
[647]	eval-auc:0.68118	train-auc:0.956747
[648]	eval-auc:0.680999	train-auc:0.956762
[649]	eval-auc:0.680712	train-auc:0.956813
[650]	eval-auc:0.680076	train-auc:0.956796
[651]	eval-auc:0.680432	train-auc:0.956829
[652]	eval-auc:0.680629	train-auc:0.95697
[653]	eval-auc:0.680703	train-auc:0.956968
[654]	eval-auc:0.68054	train-auc:0.957075
[655]	eval-auc:0.680974	train-auc:0.957153
	Score 0.68097430837262


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.30000000000000004, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 11, 'min_child_weight': 3.0, 'n_estimators': 368.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.683709	train-auc:0.817912
[1]	eval-auc:0.646528	train-auc:0.851117
[2]	eval-auc:0.669903	train-auc:0.895395
[3]	eval-auc:0.680299	train-auc:0.925051
[4]	eval-auc:0.694938	train-auc:0.94543
[5]	eval-auc:0.686095	train-auc:0.960369
[6]	eval-auc:0.686835	train-auc:0.96928
[7]	eval-auc:0.68658	train-auc:0.974004
[8]	eval-auc:0.689537	train-auc:0.980296
[9]	eval-auc:0.686361	train-auc:0.982737
[10]	eval-auc:0.686378	train-auc:0.986374
[11]	eval-auc:0.689863	train-auc:0.98962
[12]	eval-auc:0.69006	train-auc:0.99142
[13]	eval-auc:0.686866	train-auc:0.99304
[14]	eval-auc:0.682476	train-auc:0.995315
[15]	eval-auc:0.68167	train-auc:0.996632
[16]	eval-auc:0.682051	train-auc:0.997191
[17]	eval-auc:0.680285	train-auc:0.997255
[18]	eval-auc:0.678807	train-auc:0.997622
[19]	eval-auc:0.685846	train-auc:0.998067
[20]	eval-auc:0.686505	train-auc:0.998508
[21]	eval-auc:0.690616	train-auc:0.998933
[22]	eval-auc:0.689307	train-auc:0.99904
[23]	eval-auc:0.688046	train-auc:0.999146
[24]	eval-auc:0.68719	train-auc:0.999302
[25]	eval-auc:0.687565	train-auc:0.99931
[26]	eval-auc:0.686829	train-auc:0.999417
[27]	eval-auc:0.685657	train-auc:0.99947
[28]	eval-auc:0.686532	train-auc:0.999568
[29]	eval-auc:0.687064	train-auc:0.999638
[30]	eval-auc:0.68709	train-auc:0.999731
[31]	eval-auc:0.688413	train-auc:0.999708
[32]	eval-auc:0.689282	train-auc:0.999808
[33]	eval-auc:0.686375	train-auc:0.999883
[34]	eval-auc:0.688095	train-auc:0.999913
[35]	eval-auc:0.687408	train-auc:0.999937
[36]	eval-auc:0.687985	train-auc:0.999947
[37]	eval-auc:0.687685	train-auc:0.999943
[38]	eval-auc:0.685914	train-auc:0.999959
[39]	eval-auc:0.687344	train-auc:0.99996
[40]	eval-auc:0.687821	train-auc:0.999974
[41]	eval-auc:0.685841	train-auc:0.999994
[42]	eval-auc:0.68561	train-auc:0.999995
[43]	eval-auc:0.684097	train-auc:0.999995
[44]	eval-auc:0.684129	train-auc:0.999996
[45]	eval-auc:0.683933	train-auc:0.999996
[46]	eval-auc:0.684064	train-auc:0.999998
[47]	eval-auc:0.68363	train-auc:0.999999
[48]	eval-auc:0.683233	train-auc:0.999996
[49]	eval-auc:0.682896	train-auc:0.999997
[50]	eval-auc:0.682333	train-auc:0.999997
[51]	eval-auc:0.682639	train-auc:0.999998
[52]	eval-auc:0.682243	train-auc:0.999999
[53]	eval-auc:0.680208	train-auc:1
[54]	eval-auc:0.680842	train-auc:1
[55]	eval-auc:0.68009	train-auc:1
[56]	eval-auc:0.679022	train-auc:1
[57]	eval-auc:0.678294	train-auc:1
[58]	eval-auc:0.679988	train-auc:1
[59]	eval-auc:0.679424	train-auc:1
[60]	eval-auc:0.679507	train-auc:1
[61]	eval-auc:0.679896	train-auc:1
[62]	eval-auc:0.680496	train-auc:1
[63]	eval-auc:0.682855	train-auc:1
[64]	eval-auc:0.680868	train-auc:1
[65]	eval-auc:0.682281	train-auc:1
[66]	eval-auc:0.683493	train-auc:1
[67]	eval-auc:0.682651	train-auc:1
[68]	eval-auc:0.682783	train-auc:1
[69]	eval-auc:0.682273	train-auc:1
[70]	eval-auc:0.681885	train-auc:1
[71]	eval-auc:0.681184	train-auc:1
[72]	eval-auc:0.685046	train-auc:1
[73]	eval-auc:0.683109	train-auc:1
[74]	eval-auc:0.683009	train-auc:1
[75]	eval-auc:0.684672	train-auc:1
[76]	eval-auc:0.684874	train-auc:1
[77]	eval-auc:0.683596	train-auc:1
[78]	eval-auc:0.684965	train-auc:1
[79]	eval-auc:0.685046	train-auc:1
[80]	eval-auc:0.684944	train-auc:1
[81]	eval-auc:0.684859	train-auc:1
[82]	eval-auc:0.685804	train-auc:1
[83]	eval-auc:0.686613	train-auc:1
[84]	eval-auc:0.687297	train-auc:1
[85]	eval-auc:0.687659	train-auc:1
[86]	eval-auc:0.687457	train-auc:1
[87]	eval-auc:0.687371	train-auc:1
[88]	eval-auc:0.686583	train-auc:1
[89]	eval-auc:0.687059	train-auc:1
[90]	eval-auc:0.687093	train-auc:1
[91]	eval-auc:0.686538	train-auc:1
[92]	eval-auc:0.685944	train-auc:1
[93]	eval-auc:0.688492	train-auc:1
[94]	eval-auc:0.688551	train-auc:1
[95]	eval-auc:0.686796	train-auc:1
[96]	eval-auc:0.687138	train-auc:1
[97]	eval-auc:0.686447	train-auc:1
[98]	eval-auc:0.68559	train-auc:1
[99]	eval-auc:0.684778	train-auc:1
[100]	eval-auc:0.684903	train-auc:1
[101]	eval-auc:0.684515	train-auc:1
[102]	eval-auc:0.684157	train-auc:1
[103]	eval-auc:0.684722	train-auc:1
[104]	eval-auc:0.684015	train-auc:1
[105]	eval-auc:0.682951	train-auc:1
[106]	eval-auc:0.682352	train-auc:1
[107]	eval-auc:0.681789	train-auc:1
[108]	eval-auc:0.68232	train-auc:1
[109]	eval-auc:0.682709	train-auc:1
[110]	eval-auc:0.685602	train-auc:1
[111]	eval-auc:0.685172	train-auc:1
[112]	eval-auc:0.684764	train-auc:1
[113]	eval-auc:0.684713	train-auc:1
[114]	eval-auc:0.684034	train-auc:1
[115]	eval-auc:0.684274	train-auc:1
[116]	eval-auc:0.683411	train-auc:1
[117]	eval-auc:0.68231	train-auc:1
[118]	eval-auc:0.681644	train-auc:1
[119]	eval-auc:0.682476	train-auc:1
[120]	eval-auc:0.68268	train-auc:1
[121]	eval-auc:0.683217	train-auc:1
[122]	eval-auc:0.683393	train-auc:1
[123]	eval-auc:0.684195	train-auc:1
[124]	eval-auc:0.684489	train-auc:1
[125]	eval-auc:0.684633	train-auc:1
[126]	eval-auc:0.68374	train-auc:1
[127]	eval-auc:0.683268	train-auc:1
[128]	eval-auc:0.683542	train-auc:1
[129]	eval-auc:0.68252	train-auc:1
[130]	eval-auc:0.682894	train-auc:1
[131]	eval-auc:0.682764	train-auc:1
[132]	eval-auc:0.683193	train-auc:1
[133]	eval-auc:0.682831	train-auc:1
[134]	eval-auc:0.682934	train-auc:1
[135]	eval-auc:0.683356	train-auc:1
[136]	eval-auc:0.683852	train-auc:1
[137]	eval-auc:0.684021	train-auc:1
[138]	eval-auc:0.683718	train-auc:1
[139]	eval-auc:0.684463	train-auc:1
[140]	eval-auc:0.683552	train-auc:1
[141]	eval-auc:0.683674	train-auc:1
[142]	eval-auc:0.683555	train-auc:1
[143]	eval-auc:0.682901	train-auc:1
[144]	eval-auc:0.683616	train-auc:1
[145]	eval-auc:0.68344	train-auc:1
[146]	eval-auc:0.683368	train-auc:1
[147]	eval-auc:0.68356	train-auc:1
[148]	eval-auc:0.684088	train-auc:1
[149]	eval-auc:0.684171	train-auc:1
[150]	eval-auc:0.68434	train-auc:1
[151]	eval-auc:0.684481	train-auc:1
[152]	eval-auc:0.684032	train-auc:1
[153]	eval-auc:0.684002	train-auc:1
[154]	eval-auc:0.683864	train-auc:1
[155]	eval-auc:0.683892	train-auc:1
[156]	eval-auc:0.683785	train-auc:1
[157]	eval-auc:0.683804	train-auc:1
[158]	eval-auc:0.683799	train-auc:1
[159]	eval-auc:0.683437	train-auc:1
[160]	eval-auc:0.684107	train-auc:1
[161]	eval-auc:0.683919	train-auc:1
[162]	eval-auc:0.683593	train-auc:1
[163]	eval-auc:0.683114	train-auc:1
[164]	eval-auc:0.683103	train-auc:1
[165]	eval-auc:0.683513	train-auc:1
[166]	eval-auc:0.682936	train-auc:1
[167]	eval-auc:0.682374	train-auc:1
[168]	eval-auc:0.683496	train-auc:1
[169]	eval-auc:0.683234	train-auc:1
[170]	eval-auc:0.68308	train-auc:1
[171]	eval-auc:0.682695	train-auc:1
[172]	eval-auc:0.682913	train-auc:1
[173]	eval-auc:0.682445	train-auc:1
[174]	eval-auc:0.682328	train-auc:1
[175]	eval-auc:0.682524	train-auc:1
[176]	eval-auc:0.681923	train-auc:1
[177]	eval-auc:0.681459	train-auc:1
[178]	eval-auc:0.680811	train-auc:1
[179]	eval-auc:0.681035	train-auc:1
[180]	eval-auc:0.68116	train-auc:1
[181]	eval-auc:0.681113	train-auc:1
[182]	eval-auc:0.681014	train-auc:1
[183]	eval-auc:0.681023	train-auc:1
[184]	eval-auc:0.681137	train-auc:1
[185]	eval-auc:0.680641	train-auc:1
[186]	eval-auc:0.680595	train-auc:1
[187]	eval-auc:0.680363	train-auc:1
[188]	eval-auc:0.680432	train-auc:1
[189]	eval-auc:0.679779	train-auc:1
[190]	eval-auc:0.680236	train-auc:1
[191]	eval-auc:0.680566	train-auc:1
[192]	eval-auc:0.680635	train-auc:1
[193]	eval-auc:0.680481	train-auc:1
[194]	eval-auc:0.680884	train-auc:1
[195]	eval-auc:0.680772	train-auc:1
[196]	eval-auc:0.680705	train-auc:1
[197]	eval-auc:0.68114	train-auc:1
[198]	eval-auc:0.680594	train-auc:1
[199]	eval-auc:0.68063	train-auc:1
[200]	eval-auc:0.680851	train-auc:1
[201]	eval-auc:0.680814	train-auc:1
[202]	eval-auc:0.680699	train-auc:1
[203]	eval-auc:0.681154	train-auc:1
[204]	eval-auc:0.681296	train-auc:1
[205]	eval-auc:0.681543	train-auc:1
[206]	eval-auc:0.68143	train-auc:1
[207]	eval-auc:0.681011	train-auc:1
[208]	eval-auc:0.680611	train-auc:1
[209]	eval-auc:0.680661	train-auc:1
[210]	eval-auc:0.680042	train-auc:1
[211]	eval-auc:0.679544	train-auc:1
[212]	eval-auc:0.679613	train-auc:1
[213]	eval-auc:0.679857	train-auc:1
[214]	eval-auc:0.680889	train-auc:1
[215]	eval-auc:0.680694	train-auc:1
[216]	eval-auc:0.681286	train-auc:1
[217]	eval-auc:0.681459	train-auc:1
[218]	eval-auc:0.68164	train-auc:1
[219]	eval-auc:0.680953	train-auc:1
[220]	eval-auc:0.681128	train-auc:1
[221]	eval-auc:0.681136	train-auc:1
[222]	eval-auc:0.68111	train-auc:1
[223]	eval-auc:0.680968	train-auc:1
[224]	eval-auc:0.68035	train-auc:1
[225]	eval-auc:0.680623	train-auc:1
[226]	eval-auc:0.680942	train-auc:1
[227]	eval-auc:0.680679	train-auc:1
[228]	eval-auc:0.679849	train-auc:1
[229]	eval-auc:0.68001	train-auc:1
[230]	eval-auc:0.679988	train-auc:1
[231]	eval-auc:0.679648	train-auc:1
[232]	eval-auc:0.679927	train-auc:1
[233]	eval-auc:0.679829	train-auc:1
[234]	eval-auc:0.679805	train-auc:1
[235]	eval-auc:0.679634	train-auc:1
[236]	eval-auc:0.679324	train-auc:1
[237]	eval-auc:0.679225	train-auc:1
[238]	eval-auc:0.678931	train-auc:1
[239]	eval-auc:0.678695	train-auc:1
[240]	eval-auc:0.678609	train-auc:1
[241]	eval-auc:0.678807	train-auc:1
[242]	eval-auc:0.679005	train-auc:1
[243]	eval-auc:0.679284	train-auc:1
[244]	eval-auc:0.679378	train-auc:1
[245]	eval-auc:0.679211	train-auc:1
[246]	eval-auc:0.679123	train-auc:1
[247]	eval-auc:0.679107	train-auc:1
[248]	eval-auc:0.678829	train-auc:1
[249]	eval-auc:0.679417	train-auc:1
[250]	eval-auc:0.679068	train-auc:1
[251]	eval-auc:0.67883	train-auc:1
[252]	eval-auc:0.6797	train-auc:1
[253]	eval-auc:0.679371	train-auc:1
[254]	eval-auc:0.679371	train-auc:1
[255]	eval-auc:0.679074	train-auc:1
[256]	eval-auc:0.679066	train-auc:1
[257]	eval-auc:0.679633	train-auc:1
[258]	eval-auc:0.679494	train-auc:1
[259]	eval-auc:0.679244	train-auc:1
[260]	eval-auc:0.679244	train-auc:1
[261]	eval-auc:0.679182	train-auc:1
[262]	eval-auc:0.679182	train-auc:1
[263]	eval-auc:0.679385	train-auc:1
[264]	eval-auc:0.679033	train-auc:1
[265]	eval-auc:0.679066	train-auc:1
[266]	eval-auc:0.678976	train-auc:1
[267]	eval-auc:0.678745	train-auc:1
[268]	eval-auc:0.678546	train-auc:1
[269]	eval-auc:0.678491	train-auc:1
[270]	eval-auc:0.677939	train-auc:1
[271]	eval-auc:0.677939	train-auc:1
[272]	eval-auc:0.677961	train-auc:1
[273]	eval-auc:0.678737	train-auc:1
[274]	eval-auc:0.67848	train-auc:1
[275]	eval-auc:0.678351	train-auc:1
[276]	eval-auc:0.678171	train-auc:1
[277]	eval-auc:0.677579	train-auc:1
[278]	eval-auc:0.678006	train-auc:1
[279]	eval-auc:0.678331	train-auc:1
[280]	eval-auc:0.678559	train-auc:1
[281]	eval-auc:0.678402	train-auc:1
[282]	eval-auc:0.678378	train-auc:1
[283]	eval-auc:0.677982	train-auc:1
[284]	eval-auc:0.677301	train-auc:1
[285]	eval-auc:0.677301	train-auc:1
[286]	eval-auc:0.677301	train-auc:1
[287]	eval-auc:0.677448	train-auc:1
[288]	eval-auc:0.677438	train-auc:1
[289]	eval-auc:0.677819	train-auc:1
[290]	eval-auc:0.678775	train-auc:1
[291]	eval-auc:0.678961	train-auc:1
[292]	eval-auc:0.679008	train-auc:1
[293]	eval-auc:0.679313	train-auc:1
[294]	eval-auc:0.679063	train-auc:1
[295]	eval-auc:0.678856	train-auc:1
[296]	eval-auc:0.678812	train-auc:1
[297]	eval-auc:0.678862	train-auc:1
[298]	eval-auc:0.679164	train-auc:1
[299]	eval-auc:0.679485	train-auc:1
[300]	eval-auc:0.679557	train-auc:1
[301]	eval-auc:0.67935	train-auc:1
[302]	eval-auc:0.679372	train-auc:1
[303]	eval-auc:0.679758	train-auc:1
[304]	eval-auc:0.679729	train-auc:1
[305]	eval-auc:0.67927	train-auc:1
[306]	eval-auc:0.67927	train-auc:1
[307]	eval-auc:0.679397	train-auc:1
[308]	eval-auc:0.679423	train-auc:1
[309]	eval-auc:0.679531	train-auc:1
[310]	eval-auc:0.679263	train-auc:1
[311]	eval-auc:0.68012	train-auc:1
[312]	eval-auc:0.680032	train-auc:1
[313]	eval-auc:0.680594	train-auc:1
[314]	eval-auc:0.680708	train-auc:1
[315]	eval-auc:0.680717	train-auc:1
[316]	eval-auc:0.680559	train-auc:1
[317]	eval-auc:0.680559	train-auc:1
[318]	eval-auc:0.680317	train-auc:1
[319]	eval-auc:0.680233	train-auc:1
[320]	eval-auc:0.680184	train-auc:1
[321]	eval-auc:0.679808	train-auc:1
[322]	eval-auc:0.679808	train-auc:1
[323]	eval-auc:0.679773	train-auc:1
[324]	eval-auc:0.67957	train-auc:1
[325]	eval-auc:0.679793	train-auc:1
[326]	eval-auc:0.680186	train-auc:1
[327]	eval-auc:0.680345	train-auc:1
[328]	eval-auc:0.680345	train-auc:1
[329]	eval-auc:0.679762	train-auc:1
[330]	eval-auc:0.679828	train-auc:1
[331]	eval-auc:0.679922	train-auc:1
[332]	eval-auc:0.679779	train-auc:1
[333]	eval-auc:0.679675	train-auc:1
[334]	eval-auc:0.679675	train-auc:1
[335]	eval-auc:0.679784	train-auc:1
[336]	eval-auc:0.679653	train-auc:1
[337]	eval-auc:0.679653	train-auc:1
[338]	eval-auc:0.679666	train-auc:1
[339]	eval-auc:0.679593	train-auc:1
[340]	eval-auc:0.679942	train-auc:1
[341]	eval-auc:0.679939	train-auc:1
[342]	eval-auc:0.680257	train-auc:1
[343]	eval-auc:0.680067	train-auc:1
[344]	eval-auc:0.679893	train-auc:1
[345]	eval-auc:0.68031	train-auc:1
[346]	eval-auc:0.680636	train-auc:1
[347]	eval-auc:0.680636	train-auc:1
[348]	eval-auc:0.680385	train-auc:1
[349]	eval-auc:0.679756	train-auc:1
[350]	eval-auc:0.680109	train-auc:1
[351]	eval-auc:0.680451	train-auc:1
[352]	eval-auc:0.680451	train-auc:1
[353]	eval-auc:0.680635	train-auc:1
[354]	eval-auc:0.680479	train-auc:1
[355]	eval-auc:0.68049	train-auc:1
[356]	eval-auc:0.68049	train-auc:1
[357]	eval-auc:0.680469	train-auc:1
[358]	eval-auc:0.680572	train-auc:1
[359]	eval-auc:0.680572	train-auc:1
[360]	eval-auc:0.680572	train-auc:1
[361]	eval-auc:0.68021	train-auc:1
[362]	eval-auc:0.680271	train-auc:1
[363]	eval-auc:0.680438	train-auc:1
[364]	eval-auc:0.680438	train-auc:1
[365]	eval-auc:0.680487	train-auc:1
[366]	eval-auc:0.680487	train-auc:1
[367]	eval-auc:0.680082	train-auc:1
	Score 0.6800819841878936


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.5, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 6, 'min_child_weight': 4.0, 'n_estimators': 313.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.53154	train-auc:0.585605
[1]	eval-auc:0.661853	train-auc:0.738348
[2]	eval-auc:0.644062	train-auc:0.750398
[3]	eval-auc:0.647247	train-auc:0.783518
[4]	eval-auc:0.650029	train-auc:0.78589
[5]	eval-auc:0.651984	train-auc:0.814353
[6]	eval-auc:0.661203	train-auc:0.816926
[7]	eval-auc:0.658916	train-auc:0.818476
[8]	eval-auc:0.665735	train-auc:0.826799
[9]	eval-auc:0.666556	train-auc:0.827553
[10]	eval-auc:0.668534	train-auc:0.839213
[11]	eval-auc:0.666553	train-auc:0.8457
[12]	eval-auc:0.670471	train-auc:0.850791
[13]	eval-auc:0.672968	train-auc:0.850232
[14]	eval-auc:0.675961	train-auc:0.84924
[15]	eval-auc:0.678118	train-auc:0.856421
[16]	eval-auc:0.677856	train-auc:0.85938
[17]	eval-auc:0.685172	train-auc:0.863594
[18]	eval-auc:0.682264	train-auc:0.869446
[19]	eval-auc:0.692093	train-auc:0.881072
[20]	eval-auc:0.692538	train-auc:0.880561
[21]	eval-auc:0.690327	train-auc:0.880642
[22]	eval-auc:0.693844	train-auc:0.882556
[23]	eval-auc:0.693957	train-auc:0.881879
[24]	eval-auc:0.693449	train-auc:0.883391
[25]	eval-auc:0.692017	train-auc:0.884486
[26]	eval-auc:0.695207	train-auc:0.887828
[27]	eval-auc:0.694033	train-auc:0.889634
[28]	eval-auc:0.69437	train-auc:0.888659
[29]	eval-auc:0.694218	train-auc:0.889146
[30]	eval-auc:0.694049	train-auc:0.892293
[31]	eval-auc:0.695355	train-auc:0.893364
[32]	eval-auc:0.695136	train-auc:0.894065
[33]	eval-auc:0.693545	train-auc:0.896604
[34]	eval-auc:0.692329	train-auc:0.898855
[35]	eval-auc:0.693561	train-auc:0.902237
[36]	eval-auc:0.695092	train-auc:0.902228
[37]	eval-auc:0.695853	train-auc:0.901586
[38]	eval-auc:0.693606	train-auc:0.901445
[39]	eval-auc:0.693149	train-auc:0.902237
[40]	eval-auc:0.692992	train-auc:0.901779
[41]	eval-auc:0.693234	train-auc:0.902472
[42]	eval-auc:0.692899	train-auc:0.902735
[43]	eval-auc:0.693558	train-auc:0.904977
[44]	eval-auc:0.693637	train-auc:0.908904
[45]	eval-auc:0.694201	train-auc:0.910562
[46]	eval-auc:0.693555	train-auc:0.913413
[47]	eval-auc:0.693707	train-auc:0.914234
[48]	eval-auc:0.692777	train-auc:0.915931
[49]	eval-auc:0.693421	train-auc:0.918991
[50]	eval-auc:0.692815	train-auc:0.919749
[51]	eval-auc:0.692331	train-auc:0.919849
[52]	eval-auc:0.693278	train-auc:0.922516
[53]	eval-auc:0.69335	train-auc:0.924282
[54]	eval-auc:0.693953	train-auc:0.926201
[55]	eval-auc:0.693445	train-auc:0.928631
[56]	eval-auc:0.693473	train-auc:0.930503
[57]	eval-auc:0.694301	train-auc:0.931575
[58]	eval-auc:0.695212	train-auc:0.932055
[59]	eval-auc:0.69447	train-auc:0.933867
[60]	eval-auc:0.693522	train-auc:0.933322
[61]	eval-auc:0.693432	train-auc:0.934442
[62]	eval-auc:0.693269	train-auc:0.934645
[63]	eval-auc:0.695626	train-auc:0.938209
[64]	eval-auc:0.695296	train-auc:0.938369
[65]	eval-auc:0.695725	train-auc:0.939088
[66]	eval-auc:0.695761	train-auc:0.939005
[67]	eval-auc:0.694109	train-auc:0.940168
[68]	eval-auc:0.693829	train-auc:0.940842
[69]	eval-auc:0.693179	train-auc:0.942238
[70]	eval-auc:0.693925	train-auc:0.944941
[71]	eval-auc:0.693817	train-auc:0.945409
[72]	eval-auc:0.693497	train-auc:0.945536
[73]	eval-auc:0.694297	train-auc:0.94684
[74]	eval-auc:0.693711	train-auc:0.948371
[75]	eval-auc:0.693599	train-auc:0.94834
[76]	eval-auc:0.692943	train-auc:0.948321
[77]	eval-auc:0.690944	train-auc:0.948901
[78]	eval-auc:0.691058	train-auc:0.948664
[79]	eval-auc:0.69082	train-auc:0.948718
[80]	eval-auc:0.690589	train-auc:0.949715
[81]	eval-auc:0.690814	train-auc:0.950302
[82]	eval-auc:0.690852	train-auc:0.950714
[83]	eval-auc:0.690018	train-auc:0.95134
[84]	eval-auc:0.690667	train-auc:0.951908
[85]	eval-auc:0.689904	train-auc:0.952781
[86]	eval-auc:0.68955	train-auc:0.953515
[87]	eval-auc:0.689209	train-auc:0.954201
[88]	eval-auc:0.68961	train-auc:0.955472
[89]	eval-auc:0.689882	train-auc:0.955988
[90]	eval-auc:0.689148	train-auc:0.956014
[91]	eval-auc:0.689045	train-auc:0.956712
[92]	eval-auc:0.68872	train-auc:0.957558
[93]	eval-auc:0.68809	train-auc:0.957924
[94]	eval-auc:0.688174	train-auc:0.958999
[95]	eval-auc:0.688484	train-auc:0.959098
[96]	eval-auc:0.688	train-auc:0.959428
[97]	eval-auc:0.68848	train-auc:0.959848
[98]	eval-auc:0.688357	train-auc:0.959897
[99]	eval-auc:0.688159	train-auc:0.960729
[100]	eval-auc:0.687612	train-auc:0.961052
[101]	eval-auc:0.687475	train-auc:0.961078
[102]	eval-auc:0.687554	train-auc:0.962263
[103]	eval-auc:0.68761	train-auc:0.962712
[104]	eval-auc:0.687504	train-auc:0.962888
[105]	eval-auc:0.687652	train-auc:0.963104
[106]	eval-auc:0.68703	train-auc:0.962998
[107]	eval-auc:0.686838	train-auc:0.963255
[108]	eval-auc:0.686369	train-auc:0.964288
[109]	eval-auc:0.68548	train-auc:0.964456
[110]	eval-auc:0.68557	train-auc:0.964571
[111]	eval-auc:0.685264	train-auc:0.965292
[112]	eval-auc:0.686085	train-auc:0.966072
[113]	eval-auc:0.686656	train-auc:0.966266
[114]	eval-auc:0.685908	train-auc:0.966457
[115]	eval-auc:0.686193	train-auc:0.967142
[116]	eval-auc:0.68668	train-auc:0.968403
[117]	eval-auc:0.687003	train-auc:0.968682
[118]	eval-auc:0.687266	train-auc:0.969303
[119]	eval-auc:0.687259	train-auc:0.96951
[120]	eval-auc:0.687632	train-auc:0.970209
[121]	eval-auc:0.688189	train-auc:0.970467
[122]	eval-auc:0.688491	train-auc:0.971227
[123]	eval-auc:0.687635	train-auc:0.971331
[124]	eval-auc:0.687607	train-auc:0.97117
[125]	eval-auc:0.688053	train-auc:0.97164
[126]	eval-auc:0.689165	train-auc:0.97317
[127]	eval-auc:0.689534	train-auc:0.97323
[128]	eval-auc:0.689587	train-auc:0.973457
[129]	eval-auc:0.689997	train-auc:0.973747
[130]	eval-auc:0.689971	train-auc:0.974347
[131]	eval-auc:0.689643	train-auc:0.974772
[132]	eval-auc:0.690164	train-auc:0.97532
[133]	eval-auc:0.689987	train-auc:0.975448
[134]	eval-auc:0.689753	train-auc:0.975603
[135]	eval-auc:0.68989	train-auc:0.975841
[136]	eval-auc:0.690027	train-auc:0.975951
[137]	eval-auc:0.689606	train-auc:0.97629
[138]	eval-auc:0.689269	train-auc:0.976439
[139]	eval-auc:0.690464	train-auc:0.977247
[140]	eval-auc:0.690382	train-auc:0.977313
[141]	eval-auc:0.689983	train-auc:0.977641
[142]	eval-auc:0.689713	train-auc:0.977693
[143]	eval-auc:0.689605	train-auc:0.97767
[144]	eval-auc:0.689503	train-auc:0.978149
[145]	eval-auc:0.68932	train-auc:0.978332
[146]	eval-auc:0.689311	train-auc:0.978783
[147]	eval-auc:0.689465	train-auc:0.979088
[148]	eval-auc:0.689695	train-auc:0.979169
[149]	eval-auc:0.689986	train-auc:0.979541
[150]	eval-auc:0.690208	train-auc:0.979787
[151]	eval-auc:0.69017	train-auc:0.980117
[152]	eval-auc:0.690187	train-auc:0.98061
[153]	eval-auc:0.689779	train-auc:0.980645
[154]	eval-auc:0.690097	train-auc:0.981139
[155]	eval-auc:0.69019	train-auc:0.981306
[156]	eval-auc:0.690246	train-auc:0.981529
[157]	eval-auc:0.690377	train-auc:0.981707
[158]	eval-auc:0.690365	train-auc:0.981844
[159]	eval-auc:0.690048	train-auc:0.982128
[160]	eval-auc:0.690287	train-auc:0.982509
[161]	eval-auc:0.690144	train-auc:0.982509
[162]	eval-auc:0.690079	train-auc:0.982518
[163]	eval-auc:0.68998	train-auc:0.982805
[164]	eval-auc:0.689838	train-auc:0.982959
[165]	eval-auc:0.68954	train-auc:0.983232
[166]	eval-auc:0.689467	train-auc:0.983648
[167]	eval-auc:0.689506	train-auc:0.983778
[168]	eval-auc:0.689051	train-auc:0.984085
[169]	eval-auc:0.689109	train-auc:0.984187
[170]	eval-auc:0.68954	train-auc:0.984417
[171]	eval-auc:0.689343	train-auc:0.984456
[172]	eval-auc:0.688966	train-auc:0.984549
[173]	eval-auc:0.688894	train-auc:0.984735
[174]	eval-auc:0.689086	train-auc:0.984876
[175]	eval-auc:0.688579	train-auc:0.985121
[176]	eval-auc:0.688373	train-auc:0.985156
[177]	eval-auc:0.688536	train-auc:0.98529
[178]	eval-auc:0.688836	train-auc:0.985751
[179]	eval-auc:0.688883	train-auc:0.985868
[180]	eval-auc:0.688705	train-auc:0.985915
[181]	eval-auc:0.688899	train-auc:0.985926
[182]	eval-auc:0.688906	train-auc:0.985932
[183]	eval-auc:0.688848	train-auc:0.98603
[184]	eval-auc:0.688847	train-auc:0.986086
[185]	eval-auc:0.689135	train-auc:0.986288
[186]	eval-auc:0.689339	train-auc:0.986413
[187]	eval-auc:0.689474	train-auc:0.986563
[188]	eval-auc:0.689476	train-auc:0.986626
[189]	eval-auc:0.689317	train-auc:0.986803
[190]	eval-auc:0.689116	train-auc:0.986984
[191]	eval-auc:0.688698	train-auc:0.987005
[192]	eval-auc:0.688532	train-auc:0.987058
[193]	eval-auc:0.688358	train-auc:0.987252
[194]	eval-auc:0.688168	train-auc:0.987345
[195]	eval-auc:0.688325	train-auc:0.9874
[196]	eval-auc:0.688602	train-auc:0.987543
[197]	eval-auc:0.688544	train-auc:0.98767
[198]	eval-auc:0.688641	train-auc:0.98763
[199]	eval-auc:0.688602	train-auc:0.987821
[200]	eval-auc:0.688637	train-auc:0.988091
[201]	eval-auc:0.688599	train-auc:0.988047
[202]	eval-auc:0.688481	train-auc:0.988189
[203]	eval-auc:0.688488	train-auc:0.988453
[204]	eval-auc:0.688379	train-auc:0.988525
[205]	eval-auc:0.688415	train-auc:0.988608
[206]	eval-auc:0.68836	train-auc:0.988708
[207]	eval-auc:0.688264	train-auc:0.98892
[208]	eval-auc:0.688293	train-auc:0.989029
[209]	eval-auc:0.688125	train-auc:0.989223
[210]	eval-auc:0.687918	train-auc:0.989352
[211]	eval-auc:0.687802	train-auc:0.989353
[212]	eval-auc:0.687717	train-auc:0.989495
[213]	eval-auc:0.688258	train-auc:0.989565
[214]	eval-auc:0.688136	train-auc:0.9896
[215]	eval-auc:0.68841	train-auc:0.989604
[216]	eval-auc:0.688258	train-auc:0.989666
[217]	eval-auc:0.687907	train-auc:0.989875
[218]	eval-auc:0.687906	train-auc:0.990104
[219]	eval-auc:0.688073	train-auc:0.990443
[220]	eval-auc:0.688456	train-auc:0.990677
[221]	eval-auc:0.688159	train-auc:0.990853
[222]	eval-auc:0.688204	train-auc:0.990932
[223]	eval-auc:0.688334	train-auc:0.991001
[224]	eval-auc:0.688092	train-auc:0.991062
[225]	eval-auc:0.687942	train-auc:0.991135
[226]	eval-auc:0.688626	train-auc:0.991499
[227]	eval-auc:0.688397	train-auc:0.991581
[228]	eval-auc:0.68869	train-auc:0.991845
[229]	eval-auc:0.689214	train-auc:0.991861
[230]	eval-auc:0.688929	train-auc:0.991918
[231]	eval-auc:0.688431	train-auc:0.991958
[232]	eval-auc:0.688833	train-auc:0.992048
[233]	eval-auc:0.689255	train-auc:0.992322
[234]	eval-auc:0.689468	train-auc:0.992441
[235]	eval-auc:0.689019	train-auc:0.992486
[236]	eval-auc:0.68911	train-auc:0.992521
[237]	eval-auc:0.688935	train-auc:0.992614
[238]	eval-auc:0.688824	train-auc:0.992644
[239]	eval-auc:0.689406	train-auc:0.99279
[240]	eval-auc:0.689305	train-auc:0.992859
[241]	eval-auc:0.689355	train-auc:0.992921
[242]	eval-auc:0.689258	train-auc:0.992951
[243]	eval-auc:0.689209	train-auc:0.992971
[244]	eval-auc:0.689416	train-auc:0.993017
[245]	eval-auc:0.689483	train-auc:0.993056
[246]	eval-auc:0.689503	train-auc:0.99307
[247]	eval-auc:0.689741	train-auc:0.993147
[248]	eval-auc:0.689521	train-auc:0.993252
[249]	eval-auc:0.689179	train-auc:0.993327
[250]	eval-auc:0.689062	train-auc:0.993373
[251]	eval-auc:0.689094	train-auc:0.993423
[252]	eval-auc:0.688978	train-auc:0.993451
[253]	eval-auc:0.688928	train-auc:0.99351
[254]	eval-auc:0.688801	train-auc:0.993539
[255]	eval-auc:0.688673	train-auc:0.993549
[256]	eval-auc:0.688798	train-auc:0.993663
[257]	eval-auc:0.688924	train-auc:0.993677
[258]	eval-auc:0.688979	train-auc:0.993757
[259]	eval-auc:0.689057	train-auc:0.993805
[260]	eval-auc:0.689115	train-auc:0.99381
[261]	eval-auc:0.689122	train-auc:0.993867
[262]	eval-auc:0.689037	train-auc:0.993973
[263]	eval-auc:0.688468	train-auc:0.994024
[264]	eval-auc:0.688516	train-auc:0.99412
[265]	eval-auc:0.688559	train-auc:0.994191
[266]	eval-auc:0.688538	train-auc:0.994302
[267]	eval-auc:0.688191	train-auc:0.994336
[268]	eval-auc:0.688219	train-auc:0.994444
[269]	eval-auc:0.688586	train-auc:0.994535
[270]	eval-auc:0.688689	train-auc:0.994645
[271]	eval-auc:0.688632	train-auc:0.994643
[272]	eval-auc:0.68821	train-auc:0.99463
[273]	eval-auc:0.688093	train-auc:0.994647
[274]	eval-auc:0.687974	train-auc:0.99465
[275]	eval-auc:0.687797	train-auc:0.994729
[276]	eval-auc:0.688428	train-auc:0.994793
[277]	eval-auc:0.688439	train-auc:0.994815
[278]	eval-auc:0.688491	train-auc:0.994829
[279]	eval-auc:0.688002	train-auc:0.994858
[280]	eval-auc:0.687962	train-auc:0.994881
[281]	eval-auc:0.688274	train-auc:0.994888
[282]	eval-auc:0.688148	train-auc:0.994929
[283]	eval-auc:0.687986	train-auc:0.994939
[284]	eval-auc:0.688204	train-auc:0.994936
[285]	eval-auc:0.68841	train-auc:0.994937
[286]	eval-auc:0.688285	train-auc:0.994978
[287]	eval-auc:0.688329	train-auc:0.995068
[288]	eval-auc:0.688372	train-auc:0.995072
[289]	eval-auc:0.687948	train-auc:0.995141
[290]	eval-auc:0.687898	train-auc:0.995208
[291]	eval-auc:0.688067	train-auc:0.995216
[292]	eval-auc:0.688061	train-auc:0.995231
[293]	eval-auc:0.68795	train-auc:0.995346
[294]	eval-auc:0.688442	train-auc:0.995459
[295]	eval-auc:0.688437	train-auc:0.99546
[296]	eval-auc:0.688136	train-auc:0.995539
[297]	eval-auc:0.688166	train-auc:0.995551
[298]	eval-auc:0.688131	train-auc:0.995549
[299]	eval-auc:0.687926	train-auc:0.995627
[300]	eval-auc:0.688248	train-auc:0.995705
[301]	eval-auc:0.688353	train-auc:0.995795
[302]	eval-auc:0.688456	train-auc:0.99585
[303]	eval-auc:0.688373	train-auc:0.995901
[304]	eval-auc:0.688258	train-auc:0.995941
[305]	eval-auc:0.688456	train-auc:0.995987
[306]	eval-auc:0.688005	train-auc:0.996081
[307]	eval-auc:0.687983	train-auc:0.996093
[308]	eval-auc:0.688089	train-auc:0.9961
[309]	eval-auc:0.688181	train-auc:0.99612
[310]	eval-auc:0.688417	train-auc:0.996183
[311]	eval-auc:0.68855	train-auc:0.996252
[312]	eval-auc:0.688545	train-auc:0.996262
	Score 0.6885453593051445


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 13, 'min_child_weight': 5.0, 'n_estimators': 245.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.701524	train-auc:0.846428
[1]	eval-auc:0.666782	train-auc:0.882228
[2]	eval-auc:0.683057	train-auc:0.919358
[3]	eval-auc:0.69326	train-auc:0.937877
[4]	eval-auc:0.705021	train-auc:0.95194
[5]	eval-auc:0.695348	train-auc:0.965175
[6]	eval-auc:0.694311	train-auc:0.973427
[7]	eval-auc:0.695575	train-auc:0.979526
[8]	eval-auc:0.690651	train-auc:0.984882
[9]	eval-auc:0.688487	train-auc:0.988386
[10]	eval-auc:0.691337	train-auc:0.990947
[11]	eval-auc:0.693261	train-auc:0.991935
[12]	eval-auc:0.692645	train-auc:0.993374
[13]	eval-auc:0.690667	train-auc:0.995403
[14]	eval-auc:0.690112	train-auc:0.996262
[15]	eval-auc:0.688885	train-auc:0.996807
[16]	eval-auc:0.688121	train-auc:0.997467
[17]	eval-auc:0.691024	train-auc:0.997856
[18]	eval-auc:0.690826	train-auc:0.998218
[19]	eval-auc:0.691614	train-auc:0.998737
[20]	eval-auc:0.690458	train-auc:0.999001
[21]	eval-auc:0.689059	train-auc:0.99921
[22]	eval-auc:0.687192	train-auc:0.999319
[23]	eval-auc:0.689352	train-auc:0.999537
[24]	eval-auc:0.692043	train-auc:0.999591
[25]	eval-auc:0.69299	train-auc:0.999641
[26]	eval-auc:0.694853	train-auc:0.999718
[27]	eval-auc:0.693424	train-auc:0.999743
[28]	eval-auc:0.694353	train-auc:0.999856
[29]	eval-auc:0.692122	train-auc:0.999887
[30]	eval-auc:0.690038	train-auc:0.999912
[31]	eval-auc:0.692733	train-auc:0.999923
[32]	eval-auc:0.693013	train-auc:0.999927
[33]	eval-auc:0.692789	train-auc:0.999934
[34]	eval-auc:0.693348	train-auc:0.999959
[35]	eval-auc:0.695469	train-auc:0.999963
[36]	eval-auc:0.695181	train-auc:0.999956
[37]	eval-auc:0.694259	train-auc:0.999957
[38]	eval-auc:0.693896	train-auc:0.999958
[39]	eval-auc:0.694973	train-auc:0.999963
[40]	eval-auc:0.695417	train-auc:0.999971
[41]	eval-auc:0.69493	train-auc:0.999988
[42]	eval-auc:0.695331	train-auc:0.999995
[43]	eval-auc:0.695564	train-auc:0.99999
[44]	eval-auc:0.69435	train-auc:0.999982
[45]	eval-auc:0.695515	train-auc:0.999985
[46]	eval-auc:0.694154	train-auc:0.999987
[47]	eval-auc:0.693388	train-auc:0.999994
[48]	eval-auc:0.693755	train-auc:0.999987
[49]	eval-auc:0.693139	train-auc:0.999987
[50]	eval-auc:0.692984	train-auc:0.999992
[51]	eval-auc:0.6922	train-auc:0.999997
[52]	eval-auc:0.691207	train-auc:0.999997
[53]	eval-auc:0.689302	train-auc:0.999998
[54]	eval-auc:0.69116	train-auc:0.999999
[55]	eval-auc:0.691898	train-auc:0.999996
[56]	eval-auc:0.691521	train-auc:0.999999
[57]	eval-auc:0.69166	train-auc:0.999998
[58]	eval-auc:0.691697	train-auc:1
[59]	eval-auc:0.691496	train-auc:0.999999
[60]	eval-auc:0.691134	train-auc:1
[61]	eval-auc:0.690542	train-auc:1
[62]	eval-auc:0.691554	train-auc:1
[63]	eval-auc:0.692218	train-auc:1
[64]	eval-auc:0.692031	train-auc:1
[65]	eval-auc:0.692348	train-auc:1
[66]	eval-auc:0.690749	train-auc:1
[67]	eval-auc:0.691024	train-auc:1
[68]	eval-auc:0.690516	train-auc:1
[69]	eval-auc:0.691005	train-auc:1
[70]	eval-auc:0.691816	train-auc:1
[71]	eval-auc:0.690919	train-auc:1
[72]	eval-auc:0.69074	train-auc:1
[73]	eval-auc:0.691661	train-auc:1
[74]	eval-auc:0.692422	train-auc:1
[75]	eval-auc:0.692649	train-auc:1
[76]	eval-auc:0.692549	train-auc:1
[77]	eval-auc:0.692501	train-auc:1
[78]	eval-auc:0.692375	train-auc:1
[79]	eval-auc:0.692453	train-auc:1
[80]	eval-auc:0.692322	train-auc:1
[81]	eval-auc:0.691116	train-auc:1
[82]	eval-auc:0.691426	train-auc:1
[83]	eval-auc:0.690989	train-auc:1
[84]	eval-auc:0.690392	train-auc:1
[85]	eval-auc:0.691283	train-auc:1
[86]	eval-auc:0.691592	train-auc:1
[87]	eval-auc:0.691169	train-auc:1
[88]	eval-auc:0.690727	train-auc:1
[89]	eval-auc:0.690587	train-auc:1
[90]	eval-auc:0.690912	train-auc:1
[91]	eval-auc:0.691688	train-auc:1
[92]	eval-auc:0.691467	train-auc:1
[93]	eval-auc:0.69158	train-auc:1
[94]	eval-auc:0.690808	train-auc:1
[95]	eval-auc:0.690158	train-auc:1
[96]	eval-auc:0.690147	train-auc:1
[97]	eval-auc:0.689977	train-auc:1
[98]	eval-auc:0.689342	train-auc:1
[99]	eval-auc:0.68989	train-auc:1
[100]	eval-auc:0.690231	train-auc:1
[101]	eval-auc:0.690418	train-auc:1
[102]	eval-auc:0.690813	train-auc:1
[103]	eval-auc:0.689697	train-auc:1
[104]	eval-auc:0.688593	train-auc:1
[105]	eval-auc:0.688596	train-auc:1
[106]	eval-auc:0.689191	train-auc:1
[107]	eval-auc:0.688521	train-auc:1
[108]	eval-auc:0.688408	train-auc:1
[109]	eval-auc:0.688323	train-auc:1
[110]	eval-auc:0.688408	train-auc:1
[111]	eval-auc:0.687734	train-auc:1
[112]	eval-auc:0.687665	train-auc:1
[113]	eval-auc:0.68844	train-auc:1
[114]	eval-auc:0.68804	train-auc:1
[115]	eval-auc:0.687673	train-auc:1
[116]	eval-auc:0.687708	train-auc:1
[117]	eval-auc:0.687766	train-auc:1
[118]	eval-auc:0.687391	train-auc:1
[119]	eval-auc:0.690044	train-auc:1
[120]	eval-auc:0.691332	train-auc:1
[121]	eval-auc:0.690947	train-auc:1
[122]	eval-auc:0.691117	train-auc:1
[123]	eval-auc:0.69007	train-auc:1
[124]	eval-auc:0.688929	train-auc:1
[125]	eval-auc:0.689123	train-auc:1
[126]	eval-auc:0.688873	train-auc:1
[127]	eval-auc:0.687735	train-auc:1
[128]	eval-auc:0.688693	train-auc:1
[129]	eval-auc:0.689628	train-auc:1
[130]	eval-auc:0.689514	train-auc:1
[131]	eval-auc:0.688774	train-auc:1
[132]	eval-auc:0.689176	train-auc:1
[133]	eval-auc:0.688914	train-auc:1
[134]	eval-auc:0.688629	train-auc:1
[135]	eval-auc:0.688893	train-auc:1
[136]	eval-auc:0.688941	train-auc:1
[137]	eval-auc:0.689129	train-auc:1
[138]	eval-auc:0.689221	train-auc:1
[139]	eval-auc:0.68936	train-auc:1
[140]	eval-auc:0.689377	train-auc:1
[141]	eval-auc:0.689211	train-auc:1
[142]	eval-auc:0.688752	train-auc:1
[143]	eval-auc:0.688897	train-auc:1
[144]	eval-auc:0.689094	train-auc:1
[145]	eval-auc:0.688754	train-auc:1
[146]	eval-auc:0.688612	train-auc:1
[147]	eval-auc:0.688568	train-auc:1
[148]	eval-auc:0.688745	train-auc:1
[149]	eval-auc:0.6886	train-auc:1
[150]	eval-auc:0.689354	train-auc:1
[151]	eval-auc:0.688722	train-auc:1
[152]	eval-auc:0.688456	train-auc:1
[153]	eval-auc:0.688663	train-auc:1
[154]	eval-auc:0.688387	train-auc:1
[155]	eval-auc:0.68813	train-auc:1
[156]	eval-auc:0.688201	train-auc:1
[157]	eval-auc:0.688032	train-auc:1
[158]	eval-auc:0.688032	train-auc:1
[159]	eval-auc:0.688506	train-auc:1
[160]	eval-auc:0.68866	train-auc:1
[161]	eval-auc:0.68878	train-auc:1
[162]	eval-auc:0.6886	train-auc:1
[163]	eval-auc:0.688046	train-auc:1
[164]	eval-auc:0.687384	train-auc:1
[165]	eval-auc:0.686925	train-auc:1
[166]	eval-auc:0.685809	train-auc:1
[167]	eval-auc:0.685538	train-auc:1
[168]	eval-auc:0.685579	train-auc:1
[169]	eval-auc:0.685686	train-auc:1
[170]	eval-auc:0.68596	train-auc:1
[171]	eval-auc:0.68598	train-auc:1
[172]	eval-auc:0.686193	train-auc:1
[173]	eval-auc:0.686103	train-auc:1
[174]	eval-auc:0.685774	train-auc:1
[175]	eval-auc:0.685638	train-auc:1
[176]	eval-auc:0.685144	train-auc:1
[177]	eval-auc:0.685337	train-auc:1
[178]	eval-auc:0.684964	train-auc:1
[179]	eval-auc:0.684839	train-auc:1
[180]	eval-auc:0.68476	train-auc:1
[181]	eval-auc:0.684439	train-auc:1
[182]	eval-auc:0.684569	train-auc:1
[183]	eval-auc:0.684553	train-auc:1
[184]	eval-auc:0.684404	train-auc:1
[185]	eval-auc:0.684618	train-auc:1
[186]	eval-auc:0.684067	train-auc:1
[187]	eval-auc:0.683528	train-auc:1
[188]	eval-auc:0.68423	train-auc:1
[189]	eval-auc:0.684187	train-auc:1
[190]	eval-auc:0.683947	train-auc:1
[191]	eval-auc:0.684139	train-auc:1
[192]	eval-auc:0.684283	train-auc:1
[193]	eval-auc:0.684256	train-auc:1
[194]	eval-auc:0.685795	train-auc:1
[195]	eval-auc:0.686181	train-auc:1
[196]	eval-auc:0.685495	train-auc:1
[197]	eval-auc:0.685092	train-auc:1
[198]	eval-auc:0.685092	train-auc:1
[199]	eval-auc:0.684997	train-auc:1
[200]	eval-auc:0.685	train-auc:1
[201]	eval-auc:0.684786	train-auc:1
[202]	eval-auc:0.684824	train-auc:1
[203]	eval-auc:0.685209	train-auc:1
[204]	eval-auc:0.685296	train-auc:1
[205]	eval-auc:0.685418	train-auc:1
[206]	eval-auc:0.685279	train-auc:1
[207]	eval-auc:0.685625	train-auc:1
[208]	eval-auc:0.685969	train-auc:1
[209]	eval-auc:0.686133	train-auc:1
[210]	eval-auc:0.68583	train-auc:1
[211]	eval-auc:0.685629	train-auc:1
[212]	eval-auc:0.685934	train-auc:1
[213]	eval-auc:0.686156	train-auc:1
[214]	eval-auc:0.686548	train-auc:1
[215]	eval-auc:0.686171	train-auc:1
[216]	eval-auc:0.686767	train-auc:1
[217]	eval-auc:0.687036	train-auc:1
[218]	eval-auc:0.687141	train-auc:1
[219]	eval-auc:0.687141	train-auc:1
[220]	eval-auc:0.686777	train-auc:1
[221]	eval-auc:0.68695	train-auc:1
[222]	eval-auc:0.687237	train-auc:1
[223]	eval-auc:0.687521	train-auc:1
[224]	eval-auc:0.687295	train-auc:1
[225]	eval-auc:0.687295	train-auc:1
[226]	eval-auc:0.687214	train-auc:1
[227]	eval-auc:0.687461	train-auc:1
[228]	eval-auc:0.687253	train-auc:1
[229]	eval-auc:0.687114	train-auc:1
[230]	eval-auc:0.687111	train-auc:1
[231]	eval-auc:0.686825	train-auc:1
[232]	eval-auc:0.686468	train-auc:1
[233]	eval-auc:0.686162	train-auc:1
[234]	eval-auc:0.686092	train-auc:1
[235]	eval-auc:0.685451	train-auc:1
[236]	eval-auc:0.685558	train-auc:1
[237]	eval-auc:0.685558	train-auc:1
[238]	eval-auc:0.685512	train-auc:1
[239]	eval-auc:0.685521	train-auc:1
[240]	eval-auc:0.685477	train-auc:1
[241]	eval-auc:0.685477	train-auc:1
[242]	eval-auc:0.68596	train-auc:1
[243]	eval-auc:0.686146	train-auc:1
[244]	eval-auc:0.686272	train-auc:1
	Score 0.686271912192864


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.55, 'eta': 0.325, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 1, 'min_child_weight': 3.0, 'n_estimators': 408.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.548351	train-auc:0.559549
[1]	eval-auc:0.6691	train-auc:0.677286
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.669347	train-auc:0.677515
[4]	eval-auc:0.669347	train-auc:0.677515
[5]	eval-auc:0.698286	train-auc:0.697795
[6]	eval-auc:0.698286	train-auc:0.697795
[7]	eval-auc:0.700018	train-auc:0.700059
[8]	eval-auc:0.699406	train-auc:0.700789
[9]	eval-auc:0.702047	train-auc:0.70231
[10]	eval-auc:0.703783	train-auc:0.702058
[11]	eval-auc:0.698678	train-auc:0.700137
[12]	eval-auc:0.699453	train-auc:0.700799
[13]	eval-auc:0.701634	train-auc:0.702748
[14]	eval-auc:0.70235	train-auc:0.70431
[15]	eval-auc:0.701906	train-auc:0.704594
[16]	eval-auc:0.699191	train-auc:0.702344
[17]	eval-auc:0.704699	train-auc:0.704966
[18]	eval-auc:0.701754	train-auc:0.70832
[19]	eval-auc:0.701974	train-auc:0.708558
[20]	eval-auc:0.701885	train-auc:0.708702
[21]	eval-auc:0.702132	train-auc:0.709262
[22]	eval-auc:0.70291	train-auc:0.709978
[23]	eval-auc:0.701055	train-auc:0.709492
[24]	eval-auc:0.70161	train-auc:0.710373
[25]	eval-auc:0.701547	train-auc:0.710104
[26]	eval-auc:0.703177	train-auc:0.711715
[27]	eval-auc:0.701717	train-auc:0.711393
[28]	eval-auc:0.702063	train-auc:0.711605
[29]	eval-auc:0.702344	train-auc:0.711374
[30]	eval-auc:0.702651	train-auc:0.712004
[31]	eval-auc:0.701156	train-auc:0.7129
[32]	eval-auc:0.700743	train-auc:0.712978
[33]	eval-auc:0.700617	train-auc:0.713302
[34]	eval-auc:0.70249	train-auc:0.713433
[35]	eval-auc:0.701527	train-auc:0.713906
[36]	eval-auc:0.701147	train-auc:0.71479
[37]	eval-auc:0.701972	train-auc:0.715389
[38]	eval-auc:0.702557	train-auc:0.715848
[39]	eval-auc:0.702919	train-auc:0.716392
[40]	eval-auc:0.702891	train-auc:0.71637
[41]	eval-auc:0.7032	train-auc:0.716572
[42]	eval-auc:0.704412	train-auc:0.716939
[43]	eval-auc:0.705124	train-auc:0.717542
[44]	eval-auc:0.705093	train-auc:0.718132
[45]	eval-auc:0.705638	train-auc:0.718538
[46]	eval-auc:0.704769	train-auc:0.718879
[47]	eval-auc:0.705362	train-auc:0.719459
[48]	eval-auc:0.70538	train-auc:0.719342
[49]	eval-auc:0.705571	train-auc:0.719843
[50]	eval-auc:0.703901	train-auc:0.720047
[51]	eval-auc:0.703443	train-auc:0.719707
[52]	eval-auc:0.703703	train-auc:0.719906
[53]	eval-auc:0.705607	train-auc:0.719994
[54]	eval-auc:0.704984	train-auc:0.720356
[55]	eval-auc:0.705114	train-auc:0.720545
[56]	eval-auc:0.704157	train-auc:0.720873
[57]	eval-auc:0.704426	train-auc:0.720829
[58]	eval-auc:0.703715	train-auc:0.721064
[59]	eval-auc:0.703848	train-auc:0.721391
[60]	eval-auc:0.703933	train-auc:0.721531
[61]	eval-auc:0.703822	train-auc:0.721776
[62]	eval-auc:0.703591	train-auc:0.722012
[63]	eval-auc:0.7042	train-auc:0.722347
[64]	eval-auc:0.704868	train-auc:0.722699
[65]	eval-auc:0.705883	train-auc:0.722359
[66]	eval-auc:0.705393	train-auc:0.722722
[67]	eval-auc:0.703803	train-auc:0.72288
[68]	eval-auc:0.703094	train-auc:0.723034
[69]	eval-auc:0.702399	train-auc:0.72311
[70]	eval-auc:0.7018	train-auc:0.723363
[71]	eval-auc:0.70241	train-auc:0.723648
[72]	eval-auc:0.704103	train-auc:0.723752
[73]	eval-auc:0.702226	train-auc:0.724001
[74]	eval-auc:0.703057	train-auc:0.724274
[75]	eval-auc:0.70304	train-auc:0.724452
[76]	eval-auc:0.703004	train-auc:0.72448
[77]	eval-auc:0.701639	train-auc:0.724575
[78]	eval-auc:0.701921	train-auc:0.724927
[79]	eval-auc:0.702032	train-auc:0.724634
[80]	eval-auc:0.701758	train-auc:0.724943
[81]	eval-auc:0.701776	train-auc:0.72491
[82]	eval-auc:0.702038	train-auc:0.725083
[83]	eval-auc:0.702284	train-auc:0.725212
[84]	eval-auc:0.702577	train-auc:0.725298
[85]	eval-auc:0.702331	train-auc:0.725595
[86]	eval-auc:0.701467	train-auc:0.725632
[87]	eval-auc:0.701668	train-auc:0.725902
[88]	eval-auc:0.701515	train-auc:0.726
[89]	eval-auc:0.700698	train-auc:0.725964
[90]	eval-auc:0.69977	train-auc:0.726054
[91]	eval-auc:0.698764	train-auc:0.726304
[92]	eval-auc:0.699317	train-auc:0.72642
[93]	eval-auc:0.699404	train-auc:0.726769
[94]	eval-auc:0.699692	train-auc:0.727212
[95]	eval-auc:0.700178	train-auc:0.727295
[96]	eval-auc:0.700181	train-auc:0.727448
[97]	eval-auc:0.69966	train-auc:0.727668
[98]	eval-auc:0.700194	train-auc:0.727699
[99]	eval-auc:0.700093	train-auc:0.727919
[100]	eval-auc:0.699126	train-auc:0.727995
[101]	eval-auc:0.698846	train-auc:0.728035
[102]	eval-auc:0.699189	train-auc:0.728208
[103]	eval-auc:0.699383	train-auc:0.727988
[104]	eval-auc:0.699989	train-auc:0.72806
[105]	eval-auc:0.699075	train-auc:0.728455
[106]	eval-auc:0.698972	train-auc:0.72854
[107]	eval-auc:0.699144	train-auc:0.728777
[108]	eval-auc:0.700267	train-auc:0.728699
[109]	eval-auc:0.699398	train-auc:0.729009
[110]	eval-auc:0.698956	train-auc:0.728903
[111]	eval-auc:0.699288	train-auc:0.7291
[112]	eval-auc:0.699594	train-auc:0.729313
[113]	eval-auc:0.699666	train-auc:0.729437
[114]	eval-auc:0.699484	train-auc:0.729476
[115]	eval-auc:0.699418	train-auc:0.729614
[116]	eval-auc:0.699224	train-auc:0.729506
[117]	eval-auc:0.699434	train-auc:0.729833
[118]	eval-auc:0.699376	train-auc:0.730003
[119]	eval-auc:0.699586	train-auc:0.730369
[120]	eval-auc:0.699718	train-auc:0.730605
[121]	eval-auc:0.699775	train-auc:0.730626
[122]	eval-auc:0.699886	train-auc:0.730797
[123]	eval-auc:0.699224	train-auc:0.730981
[124]	eval-auc:0.699382	train-auc:0.731458
[125]	eval-auc:0.699475	train-auc:0.731511
[126]	eval-auc:0.699368	train-auc:0.731907
[127]	eval-auc:0.699507	train-auc:0.732024
[128]	eval-auc:0.699346	train-auc:0.73208
[129]	eval-auc:0.69878	train-auc:0.73208
[130]	eval-auc:0.699257	train-auc:0.732134
[131]	eval-auc:0.699055	train-auc:0.731869
[132]	eval-auc:0.698117	train-auc:0.732047
[133]	eval-auc:0.697684	train-auc:0.732255
[134]	eval-auc:0.698663	train-auc:0.732359
[135]	eval-auc:0.699044	train-auc:0.732521
[136]	eval-auc:0.699201	train-auc:0.732679
[137]	eval-auc:0.699053	train-auc:0.732741
[138]	eval-auc:0.699009	train-auc:0.732844
[139]	eval-auc:0.698951	train-auc:0.732946
[140]	eval-auc:0.698866	train-auc:0.733048
[141]	eval-auc:0.698929	train-auc:0.733135
[142]	eval-auc:0.699608	train-auc:0.733271
[143]	eval-auc:0.699712	train-auc:0.733345
[144]	eval-auc:0.699697	train-auc:0.733524
[145]	eval-auc:0.699944	train-auc:0.733663
[146]	eval-auc:0.700264	train-auc:0.734222
[147]	eval-auc:0.699694	train-auc:0.734382
[148]	eval-auc:0.69953	train-auc:0.734372
[149]	eval-auc:0.699563	train-auc:0.734289
[150]	eval-auc:0.699074	train-auc:0.734374
[151]	eval-auc:0.699333	train-auc:0.734446
[152]	eval-auc:0.69907	train-auc:0.734435
[153]	eval-auc:0.699065	train-auc:0.734094
[154]	eval-auc:0.699335	train-auc:0.734147
[155]	eval-auc:0.698674	train-auc:0.734388
[156]	eval-auc:0.698783	train-auc:0.73492
[157]	eval-auc:0.698951	train-auc:0.735107
[158]	eval-auc:0.698962	train-auc:0.735199
[159]	eval-auc:0.700188	train-auc:0.735298
[160]	eval-auc:0.700401	train-auc:0.735363
[161]	eval-auc:0.700541	train-auc:0.735615
[162]	eval-auc:0.700058	train-auc:0.735603
[163]	eval-auc:0.699182	train-auc:0.735875
[164]	eval-auc:0.699012	train-auc:0.735967
[165]	eval-auc:0.699335	train-auc:0.736043
[166]	eval-auc:0.699434	train-auc:0.735361
[167]	eval-auc:0.699728	train-auc:0.735972
[168]	eval-auc:0.700254	train-auc:0.736112
[169]	eval-auc:0.700126	train-auc:0.736156
[170]	eval-auc:0.700022	train-auc:0.73623
[171]	eval-auc:0.699504	train-auc:0.736305
[172]	eval-auc:0.699571	train-auc:0.736689
[173]	eval-auc:0.69973	train-auc:0.73696
[174]	eval-auc:0.699264	train-auc:0.7371
[175]	eval-auc:0.698653	train-auc:0.737163
[176]	eval-auc:0.699696	train-auc:0.737276
[177]	eval-auc:0.698475	train-auc:0.737447
[178]	eval-auc:0.698748	train-auc:0.737443
[179]	eval-auc:0.698914	train-auc:0.737652
[180]	eval-auc:0.698552	train-auc:0.737821
[181]	eval-auc:0.698491	train-auc:0.73808
[182]	eval-auc:0.699076	train-auc:0.738151
[183]	eval-auc:0.698942	train-auc:0.738196
[184]	eval-auc:0.697756	train-auc:0.738461
[185]	eval-auc:0.697514	train-auc:0.738506
[186]	eval-auc:0.698417	train-auc:0.738714
[187]	eval-auc:0.697721	train-auc:0.738819
[188]	eval-auc:0.697827	train-auc:0.738766
[189]	eval-auc:0.698088	train-auc:0.738799
[190]	eval-auc:0.698126	train-auc:0.738292
[191]	eval-auc:0.698211	train-auc:0.738547
[192]	eval-auc:0.697501	train-auc:0.738393
[193]	eval-auc:0.698563	train-auc:0.73845
[194]	eval-auc:0.698255	train-auc:0.738666
[195]	eval-auc:0.698222	train-auc:0.739314
[196]	eval-auc:0.698194	train-auc:0.739382
[197]	eval-auc:0.698097	train-auc:0.739566
[198]	eval-auc:0.697816	train-auc:0.739714
[199]	eval-auc:0.698055	train-auc:0.739749
[200]	eval-auc:0.698738	train-auc:0.739879
[201]	eval-auc:0.698289	train-auc:0.739982
[202]	eval-auc:0.698051	train-auc:0.74032
[203]	eval-auc:0.697657	train-auc:0.740288
[204]	eval-auc:0.69699	train-auc:0.74032
[205]	eval-auc:0.696695	train-auc:0.740074
[206]	eval-auc:0.696546	train-auc:0.740063
[207]	eval-auc:0.696974	train-auc:0.740188
[208]	eval-auc:0.696954	train-auc:0.740232
[209]	eval-auc:0.696553	train-auc:0.740234
[210]	eval-auc:0.696666	train-auc:0.739592
[211]	eval-auc:0.696598	train-auc:0.739691
[212]	eval-auc:0.696441	train-auc:0.740462
[213]	eval-auc:0.69594	train-auc:0.740575
[214]	eval-auc:0.694977	train-auc:0.740631
[215]	eval-auc:0.695043	train-auc:0.74118
[216]	eval-auc:0.695745	train-auc:0.741381
[217]	eval-auc:0.695786	train-auc:0.740937
[218]	eval-auc:0.695722	train-auc:0.741047
[219]	eval-auc:0.695777	train-auc:0.741347
[220]	eval-auc:0.696109	train-auc:0.741446
[221]	eval-auc:0.695542	train-auc:0.7415
[222]	eval-auc:0.694395	train-auc:0.741375
[223]	eval-auc:0.694273	train-auc:0.741392
[224]	eval-auc:0.694209	train-auc:0.74142
[225]	eval-auc:0.693637	train-auc:0.741527
[226]	eval-auc:0.694148	train-auc:0.741846
[227]	eval-auc:0.692909	train-auc:0.741676
[228]	eval-auc:0.692807	train-auc:0.741801
[229]	eval-auc:0.69406	train-auc:0.741975
[230]	eval-auc:0.694307	train-auc:0.742178
[231]	eval-auc:0.694159	train-auc:0.741844
[232]	eval-auc:0.694159	train-auc:0.741754
[233]	eval-auc:0.694157	train-auc:0.742032
[234]	eval-auc:0.693746	train-auc:0.741999
[235]	eval-auc:0.69342	train-auc:0.741735
[236]	eval-auc:0.694033	train-auc:0.741946
[237]	eval-auc:0.69469	train-auc:0.742022
[238]	eval-auc:0.694066	train-auc:0.741988
[239]	eval-auc:0.694087	train-auc:0.74216
[240]	eval-auc:0.694064	train-auc:0.742132
[241]	eval-auc:0.693859	train-auc:0.742048
[242]	eval-auc:0.694232	train-auc:0.74215
[243]	eval-auc:0.694191	train-auc:0.742276
[244]	eval-auc:0.693749	train-auc:0.742499
[245]	eval-auc:0.693988	train-auc:0.742652
[246]	eval-auc:0.693736	train-auc:0.74273
[247]	eval-auc:0.693373	train-auc:0.742786
[248]	eval-auc:0.693452	train-auc:0.742939
[249]	eval-auc:0.693737	train-auc:0.743172
[250]	eval-auc:0.694865	train-auc:0.743308
[251]	eval-auc:0.694768	train-auc:0.743422
[252]	eval-auc:0.694789	train-auc:0.743653
[253]	eval-auc:0.695251	train-auc:0.743797
[254]	eval-auc:0.695379	train-auc:0.744248
[255]	eval-auc:0.694582	train-auc:0.744349
[256]	eval-auc:0.694899	train-auc:0.744437
[257]	eval-auc:0.694412	train-auc:0.744614
[258]	eval-auc:0.694323	train-auc:0.744717
[259]	eval-auc:0.694083	train-auc:0.744818
[260]	eval-auc:0.694055	train-auc:0.744753
[261]	eval-auc:0.694393	train-auc:0.744867
[262]	eval-auc:0.6944	train-auc:0.744455
[263]	eval-auc:0.694202	train-auc:0.744637
[264]	eval-auc:0.694523	train-auc:0.74483
[265]	eval-auc:0.694971	train-auc:0.74485
[266]	eval-auc:0.694939	train-auc:0.745003
[267]	eval-auc:0.69482	train-auc:0.745123
[268]	eval-auc:0.694643	train-auc:0.745155
[269]	eval-auc:0.694866	train-auc:0.745856
[270]	eval-auc:0.695088	train-auc:0.746087
[271]	eval-auc:0.695074	train-auc:0.745589
[272]	eval-auc:0.694433	train-auc:0.745534
[273]	eval-auc:0.695382	train-auc:0.745679
[274]	eval-auc:0.694806	train-auc:0.745781
[275]	eval-auc:0.695013	train-auc:0.745815
[276]	eval-auc:0.695467	train-auc:0.745852
[277]	eval-auc:0.695132	train-auc:0.745808
[278]	eval-auc:0.695098	train-auc:0.745644
[279]	eval-auc:0.69478	train-auc:0.745873
[280]	eval-auc:0.69477	train-auc:0.746025
[281]	eval-auc:0.694323	train-auc:0.746122
[282]	eval-auc:0.694511	train-auc:0.746621
[283]	eval-auc:0.694691	train-auc:0.746796
[284]	eval-auc:0.694701	train-auc:0.746951
[285]	eval-auc:0.694622	train-auc:0.747065
[286]	eval-auc:0.6945	train-auc:0.747201
[287]	eval-auc:0.694433	train-auc:0.74733
[288]	eval-auc:0.694291	train-auc:0.747392
[289]	eval-auc:0.693867	train-auc:0.74742
[290]	eval-auc:0.693739	train-auc:0.747571
[291]	eval-auc:0.694205	train-auc:0.747683
[292]	eval-auc:0.694179	train-auc:0.747701
[293]	eval-auc:0.69408	train-auc:0.747842
[294]	eval-auc:0.694034	train-auc:0.747817
[295]	eval-auc:0.69381	train-auc:0.748181
[296]	eval-auc:0.693557	train-auc:0.747881
[297]	eval-auc:0.693257	train-auc:0.747882
[298]	eval-auc:0.693541	train-auc:0.748027
[299]	eval-auc:0.693428	train-auc:0.748079
[300]	eval-auc:0.69328	train-auc:0.747622
[301]	eval-auc:0.69379	train-auc:0.748007
[302]	eval-auc:0.693736	train-auc:0.748083
[303]	eval-auc:0.692881	train-auc:0.748271
[304]	eval-auc:0.692693	train-auc:0.748292
[305]	eval-auc:0.69275	train-auc:0.748378
[306]	eval-auc:0.692635	train-auc:0.748983
[307]	eval-auc:0.692565	train-auc:0.749043
[308]	eval-auc:0.692444	train-auc:0.749131
[309]	eval-auc:0.692685	train-auc:0.749003
[310]	eval-auc:0.69263	train-auc:0.74909
[311]	eval-auc:0.692659	train-auc:0.7492
[312]	eval-auc:0.692703	train-auc:0.749219
[313]	eval-auc:0.692827	train-auc:0.749763
[314]	eval-auc:0.692019	train-auc:0.749746
[315]	eval-auc:0.692144	train-auc:0.749119
[316]	eval-auc:0.692411	train-auc:0.749273
[317]	eval-auc:0.692565	train-auc:0.749415
[318]	eval-auc:0.692833	train-auc:0.749532
[319]	eval-auc:0.693053	train-auc:0.749714
[320]	eval-auc:0.694159	train-auc:0.749826
[321]	eval-auc:0.694345	train-auc:0.749895
[322]	eval-auc:0.694083	train-auc:0.749897
[323]	eval-auc:0.69388	train-auc:0.749888
[324]	eval-auc:0.693548	train-auc:0.749867
[325]	eval-auc:0.692944	train-auc:0.749796
[326]	eval-auc:0.692887	train-auc:0.749824
[327]	eval-auc:0.692626	train-auc:0.749889
[328]	eval-auc:0.691887	train-auc:0.749998
[329]	eval-auc:0.69145	train-auc:0.750032
[330]	eval-auc:0.691681	train-auc:0.750092
[331]	eval-auc:0.691704	train-auc:0.75004
[332]	eval-auc:0.691692	train-auc:0.75021
[333]	eval-auc:0.691675	train-auc:0.750718
[334]	eval-auc:0.691162	train-auc:0.750662
[335]	eval-auc:0.690743	train-auc:0.750877
[336]	eval-auc:0.691095	train-auc:0.751013
[337]	eval-auc:0.69119	train-auc:0.751147
[338]	eval-auc:0.691368	train-auc:0.750539
[339]	eval-auc:0.691345	train-auc:0.750565
[340]	eval-auc:0.691316	train-auc:0.750531
[341]	eval-auc:0.691374	train-auc:0.750581
[342]	eval-auc:0.690405	train-auc:0.750573
[343]	eval-auc:0.689993	train-auc:0.750692
[344]	eval-auc:0.68999	train-auc:0.750737
[345]	eval-auc:0.689706	train-auc:0.750802
[346]	eval-auc:0.689792	train-auc:0.750422
[347]	eval-auc:0.690399	train-auc:0.750465
[348]	eval-auc:0.689776	train-auc:0.750527
[349]	eval-auc:0.690222	train-auc:0.750709
[350]	eval-auc:0.690167	train-auc:0.75104
[351]	eval-auc:0.690536	train-auc:0.751174
[352]	eval-auc:0.691012	train-auc:0.751249
[353]	eval-auc:0.691158	train-auc:0.750846
[354]	eval-auc:0.69119	train-auc:0.751357
[355]	eval-auc:0.691481	train-auc:0.751397
[356]	eval-auc:0.691478	train-auc:0.751647
[357]	eval-auc:0.691598	train-auc:0.751644
[358]	eval-auc:0.691754	train-auc:0.751718
[359]	eval-auc:0.69234	train-auc:0.751736
[360]	eval-auc:0.69206	train-auc:0.751871
[361]	eval-auc:0.692354	train-auc:0.751974
[362]	eval-auc:0.692386	train-auc:0.7521
[363]	eval-auc:0.692273	train-auc:0.752379
[364]	eval-auc:0.692013	train-auc:0.752882
[365]	eval-auc:0.692584	train-auc:0.752934
[366]	eval-auc:0.692002	train-auc:0.752822
[367]	eval-auc:0.692137	train-auc:0.752991
[368]	eval-auc:0.692632	train-auc:0.752986
[369]	eval-auc:0.692258	train-auc:0.753036
[370]	eval-auc:0.691842	train-auc:0.75313
[371]	eval-auc:0.692192	train-auc:0.753213
[372]	eval-auc:0.69225	train-auc:0.752675
[373]	eval-auc:0.692497	train-auc:0.752541
[374]	eval-auc:0.691834	train-auc:0.752583
[375]	eval-auc:0.691732	train-auc:0.752662
[376]	eval-auc:0.692049	train-auc:0.752809
[377]	eval-auc:0.691732	train-auc:0.752508
[378]	eval-auc:0.691566	train-auc:0.752535
[379]	eval-auc:0.691822	train-auc:0.752658
[380]	eval-auc:0.692436	train-auc:0.753139
[381]	eval-auc:0.692075	train-auc:0.753334
[382]	eval-auc:0.691081	train-auc:0.753434
[383]	eval-auc:0.690402	train-auc:0.753286
[384]	eval-auc:0.689768	train-auc:0.753363
[385]	eval-auc:0.690727	train-auc:0.753459
[386]	eval-auc:0.690146	train-auc:0.753457
[387]	eval-auc:0.690347	train-auc:0.753562
[388]	eval-auc:0.690912	train-auc:0.753668
[389]	eval-auc:0.69084	train-auc:0.753743
[390]	eval-auc:0.690791	train-auc:0.754274
[391]	eval-auc:0.690924	train-auc:0.753901
[392]	eval-auc:0.691114	train-auc:0.754015
[393]	eval-auc:0.691478	train-auc:0.754068
[394]	eval-auc:0.691749	train-auc:0.754152
[395]	eval-auc:0.691627	train-auc:0.754003
[396]	eval-auc:0.69139	train-auc:0.754085
[397]	eval-auc:0.691312	train-auc:0.754127
[398]	eval-auc:0.690979	train-auc:0.754302
[399]	eval-auc:0.691198	train-auc:0.754439
[400]	eval-auc:0.69123	train-auc:0.754376
[401]	eval-auc:0.691498	train-auc:0.754412
[402]	eval-auc:0.691248	train-auc:0.754189
[403]	eval-auc:0.691265	train-auc:0.754305
[404]	eval-auc:0.690947	train-auc:0.754303
[405]	eval-auc:0.690692	train-auc:0.754445
[406]	eval-auc:0.690694	train-auc:0.754572
[407]	eval-auc:0.690382	train-auc:0.754603
	Score 0.6903817807501613


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 4, 'min_child_weight': 4.0, 'n_estimators': 150.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.66961	train-auc:0.707039
[1]	eval-auc:0.669675	train-auc:0.721365
[2]	eval-auc:0.678268	train-auc:0.739044
[3]	eval-auc:0.678973	train-auc:0.749299
[4]	eval-auc:0.695364	train-auc:0.77018
[5]	eval-auc:0.694052	train-auc:0.768802
[6]	eval-auc:0.695784	train-auc:0.773477
[7]	eval-auc:0.69495	train-auc:0.774697
[8]	eval-auc:0.699478	train-auc:0.784039
[9]	eval-auc:0.697118	train-auc:0.785408
[10]	eval-auc:0.688808	train-auc:0.790464
[11]	eval-auc:0.684818	train-auc:0.793026
[12]	eval-auc:0.687703	train-auc:0.793584
[13]	eval-auc:0.691257	train-auc:0.79372
[14]	eval-auc:0.690096	train-auc:0.79605
[15]	eval-auc:0.68931	train-auc:0.797075
[16]	eval-auc:0.6921	train-auc:0.802274
[17]	eval-auc:0.693436	train-auc:0.813622
[18]	eval-auc:0.693379	train-auc:0.815389
[19]	eval-auc:0.693201	train-auc:0.824031
[20]	eval-auc:0.695604	train-auc:0.82369
[21]	eval-auc:0.695336	train-auc:0.82479
[22]	eval-auc:0.695512	train-auc:0.827788
[23]	eval-auc:0.697661	train-auc:0.83156
[24]	eval-auc:0.699169	train-auc:0.836344
[25]	eval-auc:0.699514	train-auc:0.83746
[26]	eval-auc:0.699884	train-auc:0.839555
[27]	eval-auc:0.701623	train-auc:0.842259
[28]	eval-auc:0.703372	train-auc:0.845451
[29]	eval-auc:0.703719	train-auc:0.847979
[30]	eval-auc:0.703378	train-auc:0.850047
[31]	eval-auc:0.704334	train-auc:0.851601
[32]	eval-auc:0.703793	train-auc:0.854264
[33]	eval-auc:0.704458	train-auc:0.857251
[34]	eval-auc:0.704142	train-auc:0.85948
[35]	eval-auc:0.701869	train-auc:0.862541
[36]	eval-auc:0.701237	train-auc:0.864909
[37]	eval-auc:0.7007	train-auc:0.867052
[38]	eval-auc:0.700781	train-auc:0.867605
[39]	eval-auc:0.702308	train-auc:0.87189
[40]	eval-auc:0.702192	train-auc:0.87508
[41]	eval-auc:0.703205	train-auc:0.877804
[42]	eval-auc:0.702089	train-auc:0.880021
[43]	eval-auc:0.701374	train-auc:0.883077
[44]	eval-auc:0.701813	train-auc:0.88434
[45]	eval-auc:0.701632	train-auc:0.884782
[46]	eval-auc:0.701511	train-auc:0.886694
[47]	eval-auc:0.701326	train-auc:0.887376
[48]	eval-auc:0.702055	train-auc:0.888479
[49]	eval-auc:0.700937	train-auc:0.890062
[50]	eval-auc:0.703471	train-auc:0.893719
[51]	eval-auc:0.703293	train-auc:0.895309
[52]	eval-auc:0.703512	train-auc:0.895979
[53]	eval-auc:0.703094	train-auc:0.897814
[54]	eval-auc:0.703078	train-auc:0.898485
[55]	eval-auc:0.703168	train-auc:0.90179
[56]	eval-auc:0.703293	train-auc:0.902201
[57]	eval-auc:0.703652	train-auc:0.902727
[58]	eval-auc:0.702685	train-auc:0.904635
[59]	eval-auc:0.704881	train-auc:0.905981
[60]	eval-auc:0.704511	train-auc:0.907797
[61]	eval-auc:0.703913	train-auc:0.909441
[62]	eval-auc:0.703974	train-auc:0.909798
[63]	eval-auc:0.704204	train-auc:0.910756
[64]	eval-auc:0.705822	train-auc:0.912605
[65]	eval-auc:0.706476	train-auc:0.913493
[66]	eval-auc:0.706594	train-auc:0.91508
[67]	eval-auc:0.704814	train-auc:0.91725
[68]	eval-auc:0.703663	train-auc:0.918538
[69]	eval-auc:0.70377	train-auc:0.919514
[70]	eval-auc:0.703422	train-auc:0.919725
[71]	eval-auc:0.703544	train-auc:0.921127
[72]	eval-auc:0.703508	train-auc:0.92164
[73]	eval-auc:0.703275	train-auc:0.923667
[74]	eval-auc:0.703084	train-auc:0.924161
[75]	eval-auc:0.70361	train-auc:0.924992
[76]	eval-auc:0.703733	train-auc:0.926437
[77]	eval-auc:0.704674	train-auc:0.927355
[78]	eval-auc:0.704593	train-auc:0.928055
[79]	eval-auc:0.704121	train-auc:0.928554
[80]	eval-auc:0.704114	train-auc:0.930734
[81]	eval-auc:0.702232	train-auc:0.932036
[82]	eval-auc:0.701862	train-auc:0.932537
[83]	eval-auc:0.701903	train-auc:0.933355
[84]	eval-auc:0.701324	train-auc:0.934364
[85]	eval-auc:0.701703	train-auc:0.935827
[86]	eval-auc:0.701501	train-auc:0.936552
[87]	eval-auc:0.702267	train-auc:0.937665
[88]	eval-auc:0.702258	train-auc:0.938668
[89]	eval-auc:0.701958	train-auc:0.939026
[90]	eval-auc:0.702248	train-auc:0.939474
[91]	eval-auc:0.701942	train-auc:0.940185
[92]	eval-auc:0.701845	train-auc:0.941535
[93]	eval-auc:0.702393	train-auc:0.94203
[94]	eval-auc:0.702754	train-auc:0.942089
[95]	eval-auc:0.702366	train-auc:0.942128
[96]	eval-auc:0.70217	train-auc:0.943107
[97]	eval-auc:0.703023	train-auc:0.943972
[98]	eval-auc:0.703239	train-auc:0.94451
[99]	eval-auc:0.703725	train-auc:0.944837
[100]	eval-auc:0.703592	train-auc:0.944798
[101]	eval-auc:0.70346	train-auc:0.945294
[102]	eval-auc:0.703233	train-auc:0.945476
[103]	eval-auc:0.703323	train-auc:0.946339
[104]	eval-auc:0.703161	train-auc:0.946404
[105]	eval-auc:0.701407	train-auc:0.947101
[106]	eval-auc:0.701142	train-auc:0.948171
[107]	eval-auc:0.701485	train-auc:0.94916
[108]	eval-auc:0.702051	train-auc:0.95039
[109]	eval-auc:0.701495	train-auc:0.950767
[110]	eval-auc:0.701559	train-auc:0.95074
[111]	eval-auc:0.701316	train-auc:0.950884
[112]	eval-auc:0.701409	train-auc:0.951716
[113]	eval-auc:0.700512	train-auc:0.952313
[114]	eval-auc:0.700593	train-auc:0.952409
[115]	eval-auc:0.699784	train-auc:0.953126
[116]	eval-auc:0.698873	train-auc:0.954051
[117]	eval-auc:0.698561	train-auc:0.954382
[118]	eval-auc:0.699009	train-auc:0.955412
[119]	eval-auc:0.699839	train-auc:0.956126
[120]	eval-auc:0.699651	train-auc:0.956828
[121]	eval-auc:0.700097	train-auc:0.957216
[122]	eval-auc:0.700193	train-auc:0.957343
[123]	eval-auc:0.699958	train-auc:0.957493
[124]	eval-auc:0.699416	train-auc:0.957624
[125]	eval-auc:0.698804	train-auc:0.958204
[126]	eval-auc:0.698949	train-auc:0.958319
[127]	eval-auc:0.69969	train-auc:0.958497
[128]	eval-auc:0.699833	train-auc:0.958884
[129]	eval-auc:0.699526	train-auc:0.959218
[130]	eval-auc:0.699846	train-auc:0.959208
[131]	eval-auc:0.701106	train-auc:0.959918
[132]	eval-auc:0.700202	train-auc:0.960619
[133]	eval-auc:0.699538	train-auc:0.96083
[134]	eval-auc:0.699447	train-auc:0.961179
[135]	eval-auc:0.699396	train-auc:0.961336
[136]	eval-auc:0.698274	train-auc:0.961778
[137]	eval-auc:0.69782	train-auc:0.962519
[138]	eval-auc:0.698434	train-auc:0.962808
[139]	eval-auc:0.698796	train-auc:0.963155
[140]	eval-auc:0.698318	train-auc:0.963866
[141]	eval-auc:0.698247	train-auc:0.963917
[142]	eval-auc:0.698506	train-auc:0.964585
[143]	eval-auc:0.697277	train-auc:0.965381
[144]	eval-auc:0.697881	train-auc:0.965972
[145]	eval-auc:0.697628	train-auc:0.966131
[146]	eval-auc:0.696946	train-auc:0.966952
[147]	eval-auc:0.697389	train-auc:0.96742
[148]	eval-auc:0.69719	train-auc:0.967353
[149]	eval-auc:0.697531	train-auc:0.967698
	Score 0.6975310333905883


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.5, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 10, 'min_child_weight': 2.0, 'n_estimators': 541.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.639113	train-auc:0.82485
[1]	eval-auc:0.641709	train-auc:0.881619
[2]	eval-auc:0.641001	train-auc:0.93237
[3]	eval-auc:0.640966	train-auc:0.959133
[4]	eval-auc:0.667471	train-auc:0.974276
[5]	eval-auc:0.669687	train-auc:0.984645
[6]	eval-auc:0.669114	train-auc:0.990699
[7]	eval-auc:0.655605	train-auc:0.993089
[8]	eval-auc:0.664673	train-auc:0.99545
[9]	eval-auc:0.665147	train-auc:0.99706
[10]	eval-auc:0.672078	train-auc:0.998735
[11]	eval-auc:0.667853	train-auc:0.999224
[12]	eval-auc:0.669779	train-auc:0.999455
[13]	eval-auc:0.670591	train-auc:0.99968
[14]	eval-auc:0.665744	train-auc:0.999819
[15]	eval-auc:0.66318	train-auc:0.999925
[16]	eval-auc:0.662327	train-auc:0.999927
[17]	eval-auc:0.669144	train-auc:0.999936
[18]	eval-auc:0.667691	train-auc:0.999945
[19]	eval-auc:0.668555	train-auc:0.999952
[20]	eval-auc:0.667233	train-auc:0.999918
[21]	eval-auc:0.667988	train-auc:0.999981
[22]	eval-auc:0.66801	train-auc:0.999985
[23]	eval-auc:0.668972	train-auc:0.999986
[24]	eval-auc:0.673373	train-auc:0.999999
[25]	eval-auc:0.673193	train-auc:1
[26]	eval-auc:0.670755	train-auc:1
[27]	eval-auc:0.672749	train-auc:1
[28]	eval-auc:0.672065	train-auc:1
[29]	eval-auc:0.672547	train-auc:1
[30]	eval-auc:0.675025	train-auc:1
[31]	eval-auc:0.674547	train-auc:1
[32]	eval-auc:0.674661	train-auc:1
[33]	eval-auc:0.674335	train-auc:1
[34]	eval-auc:0.672972	train-auc:1
[35]	eval-auc:0.672549	train-auc:1
[36]	eval-auc:0.672925	train-auc:1
[37]	eval-auc:0.672152	train-auc:1
[38]	eval-auc:0.671795	train-auc:1
[39]	eval-auc:0.672301	train-auc:1
[40]	eval-auc:0.671707	train-auc:1
[41]	eval-auc:0.670679	train-auc:1
[42]	eval-auc:0.670547	train-auc:1
[43]	eval-auc:0.670678	train-auc:1
[44]	eval-auc:0.670206	train-auc:1
[45]	eval-auc:0.668138	train-auc:1
[46]	eval-auc:0.66617	train-auc:1
[47]	eval-auc:0.663673	train-auc:1
[48]	eval-auc:0.664587	train-auc:1
[49]	eval-auc:0.664818	train-auc:1
[50]	eval-auc:0.663681	train-auc:1
[51]	eval-auc:0.663536	train-auc:1
[52]	eval-auc:0.663236	train-auc:1
[53]	eval-auc:0.662941	train-auc:1
[54]	eval-auc:0.663932	train-auc:1
[55]	eval-auc:0.663875	train-auc:1
[56]	eval-auc:0.663009	train-auc:1
[57]	eval-auc:0.66307	train-auc:1
[58]	eval-auc:0.663036	train-auc:1
[59]	eval-auc:0.670084	train-auc:1
[60]	eval-auc:0.67037	train-auc:1
[61]	eval-auc:0.66972	train-auc:1
[62]	eval-auc:0.670437	train-auc:1
[63]	eval-auc:0.671341	train-auc:1
[64]	eval-auc:0.671687	train-auc:1
[65]	eval-auc:0.671265	train-auc:1
[66]	eval-auc:0.671041	train-auc:1
[67]	eval-auc:0.671468	train-auc:1
[68]	eval-auc:0.672308	train-auc:1
[69]	eval-auc:0.670808	train-auc:1
[70]	eval-auc:0.673441	train-auc:1
[71]	eval-auc:0.674078	train-auc:1
[72]	eval-auc:0.673817	train-auc:1
[73]	eval-auc:0.672765	train-auc:1
[74]	eval-auc:0.67285	train-auc:1
[75]	eval-auc:0.673205	train-auc:1
[76]	eval-auc:0.672357	train-auc:1
[77]	eval-auc:0.672095	train-auc:1
[78]	eval-auc:0.672107	train-auc:1
[79]	eval-auc:0.672337	train-auc:1
[80]	eval-auc:0.672995	train-auc:1
[81]	eval-auc:0.673271	train-auc:1
[82]	eval-auc:0.673123	train-auc:1
[83]	eval-auc:0.673932	train-auc:1
[84]	eval-auc:0.673932	train-auc:1
[85]	eval-auc:0.673083	train-auc:1
[86]	eval-auc:0.672356	train-auc:1
[87]	eval-auc:0.672482	train-auc:1
[88]	eval-auc:0.672849	train-auc:1
[89]	eval-auc:0.672243	train-auc:1
[90]	eval-auc:0.671914	train-auc:1
[91]	eval-auc:0.670574	train-auc:1
[92]	eval-auc:0.670574	train-auc:1
[93]	eval-auc:0.66963	train-auc:1
[94]	eval-auc:0.668971	train-auc:1
[95]	eval-auc:0.669266	train-auc:1
[96]	eval-auc:0.669907	train-auc:1
[97]	eval-auc:0.670125	train-auc:1
[98]	eval-auc:0.669567	train-auc:1
[99]	eval-auc:0.669666	train-auc:1
[100]	eval-auc:0.669842	train-auc:1
[101]	eval-auc:0.669842	train-auc:1
[102]	eval-auc:0.669394	train-auc:1
[103]	eval-auc:0.669394	train-auc:1
[104]	eval-auc:0.669394	train-auc:1
[105]	eval-auc:0.66949	train-auc:1
[106]	eval-auc:0.66949	train-auc:1
[107]	eval-auc:0.669522	train-auc:1
[108]	eval-auc:0.669522	train-auc:1
[109]	eval-auc:0.668666	train-auc:1
[110]	eval-auc:0.668666	train-auc:1
[111]	eval-auc:0.668666	train-auc:1
[112]	eval-auc:0.668666	train-auc:1
[113]	eval-auc:0.668666	train-auc:1
[114]	eval-auc:0.668666	train-auc:1
[115]	eval-auc:0.668462	train-auc:1
[116]	eval-auc:0.672325	train-auc:1
[117]	eval-auc:0.672325	train-auc:1
[118]	eval-auc:0.672325	train-auc:1
[119]	eval-auc:0.672325	train-auc:1
[120]	eval-auc:0.672325	train-auc:1
[121]	eval-auc:0.673341	train-auc:1
[122]	eval-auc:0.673341	train-auc:1
[123]	eval-auc:0.673341	train-auc:1
[124]	eval-auc:0.673443	train-auc:1
[125]	eval-auc:0.673443	train-auc:1
[126]	eval-auc:0.672869	train-auc:1
[127]	eval-auc:0.672869	train-auc:1
[128]	eval-auc:0.672869	train-auc:1
[129]	eval-auc:0.672493	train-auc:1
[130]	eval-auc:0.672493	train-auc:1
[131]	eval-auc:0.672226	train-auc:1
[132]	eval-auc:0.671544	train-auc:1
[133]	eval-auc:0.671795	train-auc:1
[134]	eval-auc:0.672168	train-auc:1
[135]	eval-auc:0.672168	train-auc:1
[136]	eval-auc:0.672168	train-auc:1
[137]	eval-auc:0.67213	train-auc:1
[138]	eval-auc:0.67213	train-auc:1
[139]	eval-auc:0.67213	train-auc:1
[140]	eval-auc:0.67176	train-auc:1
[141]	eval-auc:0.67176	train-auc:1
[142]	eval-auc:0.67176	train-auc:1
[143]	eval-auc:0.671775	train-auc:1
[144]	eval-auc:0.672065	train-auc:1
[145]	eval-auc:0.672065	train-auc:1
[146]	eval-auc:0.672065	train-auc:1
[147]	eval-auc:0.672065	train-auc:1
[148]	eval-auc:0.672065	train-auc:1
[149]	eval-auc:0.672065	train-auc:1
[150]	eval-auc:0.672065	train-auc:1
[151]	eval-auc:0.672065	train-auc:1
[152]	eval-auc:0.671844	train-auc:1
[153]	eval-auc:0.671844	train-auc:1
[154]	eval-auc:0.672907	train-auc:1
[155]	eval-auc:0.672907	train-auc:1
[156]	eval-auc:0.672465	train-auc:1
[157]	eval-auc:0.672465	train-auc:1
[158]	eval-auc:0.67231	train-auc:1
[159]	eval-auc:0.672258	train-auc:1
[160]	eval-auc:0.672258	train-auc:1
[161]	eval-auc:0.672619	train-auc:1
[162]	eval-auc:0.672619	train-auc:1
[163]	eval-auc:0.672619	train-auc:1
[164]	eval-auc:0.672619	train-auc:1
[165]	eval-auc:0.671791	train-auc:1
[166]	eval-auc:0.671702	train-auc:1
[167]	eval-auc:0.671702	train-auc:1
[168]	eval-auc:0.671376	train-auc:1
[169]	eval-auc:0.671376	train-auc:1
[170]	eval-auc:0.671376	train-auc:1
[171]	eval-auc:0.671698	train-auc:1
[172]	eval-auc:0.671698	train-auc:1
[173]	eval-auc:0.671698	train-auc:1
[174]	eval-auc:0.671698	train-auc:1
[175]	eval-auc:0.671698	train-auc:1
[176]	eval-auc:0.671803	train-auc:1
[177]	eval-auc:0.671803	train-auc:1
[178]	eval-auc:0.671803	train-auc:1
[179]	eval-auc:0.671803	train-auc:1
[180]	eval-auc:0.671803	train-auc:1
[181]	eval-auc:0.671975	train-auc:1
[182]	eval-auc:0.671975	train-auc:1
[183]	eval-auc:0.671975	train-auc:1
[184]	eval-auc:0.671829	train-auc:1
[185]	eval-auc:0.671829	train-auc:1
[186]	eval-auc:0.671829	train-auc:1
[187]	eval-auc:0.671829	train-auc:1
[188]	eval-auc:0.671829	train-auc:1
[189]	eval-auc:0.672203	train-auc:1
[190]	eval-auc:0.672596	train-auc:1
[191]	eval-auc:0.672596	train-auc:1
[192]	eval-auc:0.672596	train-auc:1
[193]	eval-auc:0.672596	train-auc:1
[194]	eval-auc:0.672596	train-auc:1
[195]	eval-auc:0.672596	train-auc:1
[196]	eval-auc:0.672645	train-auc:1
[197]	eval-auc:0.672645	train-auc:1
[198]	eval-auc:0.672645	train-auc:1
[199]	eval-auc:0.672645	train-auc:1
[200]	eval-auc:0.672441	train-auc:1
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[202]	eval-auc:0.672441	train-auc:1
[203]	eval-auc:0.672441	train-auc:1
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[205]	eval-auc:0.672441	train-auc:1
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[212]	eval-auc:0.672811	train-auc:1
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[216]	eval-auc:0.672398	train-auc:1
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[220]	eval-auc:0.672911	train-auc:1
[221]	eval-auc:0.672911	train-auc:1
[222]	eval-auc:0.672911	train-auc:1
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[224]	eval-auc:0.672911	train-auc:1
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[227]	eval-auc:0.673093	train-auc:1
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[378]	eval-auc:0.67848	train-auc:1
[379]	eval-auc:0.67848	train-auc:1
[380]	eval-auc:0.67848	train-auc:1
[381]	eval-auc:0.67848	train-auc:1
[382]	eval-auc:0.67848	train-auc:1
[383]	eval-auc:0.67848	train-auc:1
[384]	eval-auc:0.67848	train-auc:1
[385]	eval-auc:0.67848	train-auc:1
[386]	eval-auc:0.67848	train-auc:1
[387]	eval-auc:0.67848	train-auc:1
[388]	eval-auc:0.67848	train-auc:1
[389]	eval-auc:0.678855	train-auc:1
[390]	eval-auc:0.678248	train-auc:1
[391]	eval-auc:0.678248	train-auc:1
[392]	eval-auc:0.678248	train-auc:1
[393]	eval-auc:0.678248	train-auc:1
[394]	eval-auc:0.678248	train-auc:1
[395]	eval-auc:0.678669	train-auc:1
[396]	eval-auc:0.678669	train-auc:1
[397]	eval-auc:0.678669	train-auc:1
[398]	eval-auc:0.678669	train-auc:1
[399]	eval-auc:0.678669	train-auc:1
[400]	eval-auc:0.678669	train-auc:1
[401]	eval-auc:0.681897	train-auc:1
[402]	eval-auc:0.681897	train-auc:1
[403]	eval-auc:0.681897	train-auc:1
[404]	eval-auc:0.681897	train-auc:1
[405]	eval-auc:0.681676	train-auc:1
[406]	eval-auc:0.681676	train-auc:1
[407]	eval-auc:0.681676	train-auc:1
[408]	eval-auc:0.681676	train-auc:1
[409]	eval-auc:0.681676	train-auc:1
[410]	eval-auc:0.681676	train-auc:1
[411]	eval-auc:0.681676	train-auc:1
[412]	eval-auc:0.681676	train-auc:1
[413]	eval-auc:0.681513	train-auc:1
[414]	eval-auc:0.681513	train-auc:1
[415]	eval-auc:0.681513	train-auc:1
[416]	eval-auc:0.681513	train-auc:1
[417]	eval-auc:0.681513	train-auc:1
[418]	eval-auc:0.681513	train-auc:1
[419]	eval-auc:0.681513	train-auc:1
[420]	eval-auc:0.681513	train-auc:1
[421]	eval-auc:0.681513	train-auc:1
[422]	eval-auc:0.681513	train-auc:1
[423]	eval-auc:0.681513	train-auc:1
[424]	eval-auc:0.68167	train-auc:1
[425]	eval-auc:0.68167	train-auc:1
[426]	eval-auc:0.68167	train-auc:1
[427]	eval-auc:0.68167	train-auc:1
[428]	eval-auc:0.68167	train-auc:1
[429]	eval-auc:0.681698	train-auc:1
[430]	eval-auc:0.681698	train-auc:1
[431]	eval-auc:0.681698	train-auc:1
[432]	eval-auc:0.681698	train-auc:1
[433]	eval-auc:0.681698	train-auc:1
[434]	eval-auc:0.681698	train-auc:1
[435]	eval-auc:0.681698	train-auc:1
[436]	eval-auc:0.681698	train-auc:1
[437]	eval-auc:0.681698	train-auc:1
[438]	eval-auc:0.681698	train-auc:1
[439]	eval-auc:0.681698	train-auc:1
[440]	eval-auc:0.681698	train-auc:1
[441]	eval-auc:0.681698	train-auc:1
[442]	eval-auc:0.681698	train-auc:1
[443]	eval-auc:0.681621	train-auc:1
[444]	eval-auc:0.681621	train-auc:1
[445]	eval-auc:0.681621	train-auc:1
[446]	eval-auc:0.681621	train-auc:1
[447]	eval-auc:0.681621	train-auc:1
[448]	eval-auc:0.681621	train-auc:1
[449]	eval-auc:0.681621	train-auc:1
[450]	eval-auc:0.681621	train-auc:1
[451]	eval-auc:0.681621	train-auc:1
[452]	eval-auc:0.681621	train-auc:1
[453]	eval-auc:0.681861	train-auc:1
[454]	eval-auc:0.681861	train-auc:1
[455]	eval-auc:0.681861	train-auc:1
[456]	eval-auc:0.681861	train-auc:1
[457]	eval-auc:0.681861	train-auc:1
[458]	eval-auc:0.681861	train-auc:1
[459]	eval-auc:0.681861	train-auc:1
[460]	eval-auc:0.681861	train-auc:1
[461]	eval-auc:0.681861	train-auc:1
[462]	eval-auc:0.681861	train-auc:1
[463]	eval-auc:0.681861	train-auc:1
[464]	eval-auc:0.681861	train-auc:1
[465]	eval-auc:0.681861	train-auc:1
[466]	eval-auc:0.681861	train-auc:1
[467]	eval-auc:0.681861	train-auc:1
[468]	eval-auc:0.681861	train-auc:1
[469]	eval-auc:0.681861	train-auc:1
[470]	eval-auc:0.681861	train-auc:1
[471]	eval-auc:0.681861	train-auc:1
[472]	eval-auc:0.681868	train-auc:1
[473]	eval-auc:0.682227	train-auc:1
[474]	eval-auc:0.682086	train-auc:1
[475]	eval-auc:0.682086	train-auc:1
[476]	eval-auc:0.682086	train-auc:1
[477]	eval-auc:0.682086	train-auc:1
[478]	eval-auc:0.682086	train-auc:1
[479]	eval-auc:0.682086	train-auc:1
[480]	eval-auc:0.682086	train-auc:1
[481]	eval-auc:0.682086	train-auc:1
[482]	eval-auc:0.682086	train-auc:1
[483]	eval-auc:0.682086	train-auc:1
[484]	eval-auc:0.682086	train-auc:1
[485]	eval-auc:0.682086	train-auc:1
[486]	eval-auc:0.682086	train-auc:1
[487]	eval-auc:0.682086	train-auc:1
[488]	eval-auc:0.681763	train-auc:1
[489]	eval-auc:0.681763	train-auc:1
[490]	eval-auc:0.681763	train-auc:1
[491]	eval-auc:0.681763	train-auc:1
[492]	eval-auc:0.681763	train-auc:1
[493]	eval-auc:0.681763	train-auc:1
[494]	eval-auc:0.681629	train-auc:1
[495]	eval-auc:0.681629	train-auc:1
[496]	eval-auc:0.681629	train-auc:1
[497]	eval-auc:0.681629	train-auc:1
[498]	eval-auc:0.681629	train-auc:1
[499]	eval-auc:0.681629	train-auc:1
[500]	eval-auc:0.681629	train-auc:1
[501]	eval-auc:0.681629	train-auc:1
[502]	eval-auc:0.681629	train-auc:1
[503]	eval-auc:0.681629	train-auc:1
[504]	eval-auc:0.681629	train-auc:1
[505]	eval-auc:0.681629	train-auc:1
[506]	eval-auc:0.681629	train-auc:1
[507]	eval-auc:0.681629	train-auc:1
[508]	eval-auc:0.681629	train-auc:1
[509]	eval-auc:0.681629	train-auc:1
[510]	eval-auc:0.681289	train-auc:1
[511]	eval-auc:0.681289	train-auc:1
[512]	eval-auc:0.681289	train-auc:1
[513]	eval-auc:0.681289	train-auc:1
[514]	eval-auc:0.681289	train-auc:1
[515]	eval-auc:0.681289	train-auc:1
[516]	eval-auc:0.681289	train-auc:1
[517]	eval-auc:0.681289	train-auc:1
[518]	eval-auc:0.681289	train-auc:1
[519]	eval-auc:0.680918	train-auc:1
[520]	eval-auc:0.680918	train-auc:1
[521]	eval-auc:0.680918	train-auc:1
[522]	eval-auc:0.680918	train-auc:1
[523]	eval-auc:0.680918	train-auc:1
[524]	eval-auc:0.680918	train-auc:1
[525]	eval-auc:0.680918	train-auc:1
[526]	eval-auc:0.680918	train-auc:1
[527]	eval-auc:0.680918	train-auc:1
[528]	eval-auc:0.680918	train-auc:1
[529]	eval-auc:0.680918	train-auc:1
[530]	eval-auc:0.680918	train-auc:1
[531]	eval-auc:0.680918	train-auc:1
[532]	eval-auc:0.680918	train-auc:1
[533]	eval-auc:0.680918	train-auc:1
[534]	eval-auc:0.680918	train-auc:1
[535]	eval-auc:0.680918	train-auc:1
[536]	eval-auc:0.680918	train-auc:1
[537]	eval-auc:0.680918	train-auc:1
[538]	eval-auc:0.680918	train-auc:1
[539]	eval-auc:0.680918	train-auc:1
[540]	eval-auc:0.680918	train-auc:1
	Score 0.6809179670845059


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 8, 'min_child_weight': 3.0, 'n_estimators': 697.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.693734	train-auc:0.824371
[1]	eval-auc:0.665794	train-auc:0.879213
[2]	eval-auc:0.673045	train-auc:0.902484
[3]	eval-auc:0.660683	train-auc:0.899769
[4]	eval-auc:0.673645	train-auc:0.907856
[5]	eval-auc:0.681486	train-auc:0.922225
[6]	eval-auc:0.688535	train-auc:0.930826
[7]	eval-auc:0.69083	train-auc:0.935348
[8]	eval-auc:0.689783	train-auc:0.937969
[9]	eval-auc:0.689984	train-auc:0.943963
[10]	eval-auc:0.692859	train-auc:0.949085
[11]	eval-auc:0.695079	train-auc:0.955294
[12]	eval-auc:0.696722	train-auc:0.959774
[13]	eval-auc:0.697676	train-auc:0.963259
[14]	eval-auc:0.697909	train-auc:0.964478
[15]	eval-auc:0.697494	train-auc:0.972631
[16]	eval-auc:0.695325	train-auc:0.975258
[17]	eval-auc:0.69371	train-auc:0.976611
[18]	eval-auc:0.695365	train-auc:0.977334
[19]	eval-auc:0.695427	train-auc:0.977406
[20]	eval-auc:0.695736	train-auc:0.980528
[21]	eval-auc:0.695134	train-auc:0.980397
[22]	eval-auc:0.695631	train-auc:0.981221
[23]	eval-auc:0.696309	train-auc:0.982129
[24]	eval-auc:0.697724	train-auc:0.984349
[25]	eval-auc:0.69806	train-auc:0.985511
[26]	eval-auc:0.699472	train-auc:0.986721
[27]	eval-auc:0.699127	train-auc:0.987994
[28]	eval-auc:0.698367	train-auc:0.988862
[29]	eval-auc:0.698355	train-auc:0.989087
[30]	eval-auc:0.699482	train-auc:0.989795
[31]	eval-auc:0.700143	train-auc:0.990054
[32]	eval-auc:0.701368	train-auc:0.99033
[33]	eval-auc:0.699806	train-auc:0.991613
[34]	eval-auc:0.699861	train-auc:0.992253
[35]	eval-auc:0.699451	train-auc:0.99314
[36]	eval-auc:0.699859	train-auc:0.993762
[37]	eval-auc:0.701111	train-auc:0.994083
[38]	eval-auc:0.701283	train-auc:0.994276
[39]	eval-auc:0.701441	train-auc:0.994464
[40]	eval-auc:0.701874	train-auc:0.99475
[41]	eval-auc:0.702734	train-auc:0.994931
[42]	eval-auc:0.703014	train-auc:0.995287
[43]	eval-auc:0.703116	train-auc:0.995358
[44]	eval-auc:0.70355	train-auc:0.99567
[45]	eval-auc:0.703677	train-auc:0.995855
[46]	eval-auc:0.70366	train-auc:0.996029
[47]	eval-auc:0.704429	train-auc:0.996208
[48]	eval-auc:0.704802	train-auc:0.996421
[49]	eval-auc:0.705034	train-auc:0.996597
[50]	eval-auc:0.704898	train-auc:0.997128
[51]	eval-auc:0.705012	train-auc:0.997092
[52]	eval-auc:0.704683	train-auc:0.997394
[53]	eval-auc:0.705472	train-auc:0.997572
[54]	eval-auc:0.704639	train-auc:0.997743
[55]	eval-auc:0.704662	train-auc:0.997766
[56]	eval-auc:0.704653	train-auc:0.998003
[57]	eval-auc:0.704482	train-auc:0.99809
[58]	eval-auc:0.703389	train-auc:0.998173
[59]	eval-auc:0.703569	train-auc:0.998368
[60]	eval-auc:0.70326	train-auc:0.998451
[61]	eval-auc:0.702892	train-auc:0.998474
[62]	eval-auc:0.703155	train-auc:0.998502
[63]	eval-auc:0.70223	train-auc:0.998595
[64]	eval-auc:0.702715	train-auc:0.998617
[65]	eval-auc:0.702801	train-auc:0.998649
[66]	eval-auc:0.702952	train-auc:0.998662
[67]	eval-auc:0.702663	train-auc:0.998744
[68]	eval-auc:0.702646	train-auc:0.998768
[69]	eval-auc:0.70255	train-auc:0.998863
[70]	eval-auc:0.701429	train-auc:0.998884
[71]	eval-auc:0.701878	train-auc:0.998892
[72]	eval-auc:0.702069	train-auc:0.998916
[73]	eval-auc:0.701635	train-auc:0.998961
[74]	eval-auc:0.701411	train-auc:0.998972
[75]	eval-auc:0.700598	train-auc:0.99914
[76]	eval-auc:0.700726	train-auc:0.999156
[77]	eval-auc:0.699521	train-auc:0.999185
[78]	eval-auc:0.699358	train-auc:0.999184
[79]	eval-auc:0.699366	train-auc:0.999229
[80]	eval-auc:0.699716	train-auc:0.999237
[81]	eval-auc:0.699772	train-auc:0.999236
[82]	eval-auc:0.700121	train-auc:0.999245
[83]	eval-auc:0.699737	train-auc:0.999306
[84]	eval-auc:0.699777	train-auc:0.999308
[85]	eval-auc:0.700047	train-auc:0.999341
[86]	eval-auc:0.69918	train-auc:0.999423
[87]	eval-auc:0.699302	train-auc:0.99942
[88]	eval-auc:0.699466	train-auc:0.999416
[89]	eval-auc:0.699218	train-auc:0.999448
[90]	eval-auc:0.698828	train-auc:0.999447
[91]	eval-auc:0.698618	train-auc:0.999454
[92]	eval-auc:0.69848	train-auc:0.999495
[93]	eval-auc:0.698694	train-auc:0.999495
[94]	eval-auc:0.699028	train-auc:0.999504
[95]	eval-auc:0.698381	train-auc:0.99952
[96]	eval-auc:0.69788	train-auc:0.999578
[97]	eval-auc:0.697816	train-auc:0.999576
[98]	eval-auc:0.697904	train-auc:0.999597
[99]	eval-auc:0.698049	train-auc:0.999629
[100]	eval-auc:0.698912	train-auc:0.999649
[101]	eval-auc:0.699104	train-auc:0.999659
[102]	eval-auc:0.699077	train-auc:0.99966
[103]	eval-auc:0.699096	train-auc:0.999677
[104]	eval-auc:0.699093	train-auc:0.999702
[105]	eval-auc:0.699351	train-auc:0.999707
[106]	eval-auc:0.698743	train-auc:0.999714
[107]	eval-auc:0.699071	train-auc:0.99973
[108]	eval-auc:0.698993	train-auc:0.999739
[109]	eval-auc:0.698965	train-auc:0.999744
[110]	eval-auc:0.698985	train-auc:0.999743
[111]	eval-auc:0.698388	train-auc:0.999763
[112]	eval-auc:0.698265	train-auc:0.999761
[113]	eval-auc:0.698152	train-auc:0.999763
[114]	eval-auc:0.697822	train-auc:0.999766
[115]	eval-auc:0.697983	train-auc:0.999785
[116]	eval-auc:0.697939	train-auc:0.999786
[117]	eval-auc:0.69744	train-auc:0.999785
[118]	eval-auc:0.697571	train-auc:0.999786
[119]	eval-auc:0.697237	train-auc:0.999793
[120]	eval-auc:0.697325	train-auc:0.999793
[121]	eval-auc:0.697097	train-auc:0.999797
[122]	eval-auc:0.697166	train-auc:0.999801
[123]	eval-auc:0.696899	train-auc:0.999803
[124]	eval-auc:0.697214	train-auc:0.999811
[125]	eval-auc:0.696879	train-auc:0.999811
[126]	eval-auc:0.69738	train-auc:0.999828
[127]	eval-auc:0.697718	train-auc:0.999838
[128]	eval-auc:0.698009	train-auc:0.999838
[129]	eval-auc:0.697858	train-auc:0.999839
[130]	eval-auc:0.698002	train-auc:0.999841
[131]	eval-auc:0.697877	train-auc:0.999841
[132]	eval-auc:0.697603	train-auc:0.999843
[133]	eval-auc:0.697449	train-auc:0.99985
[134]	eval-auc:0.697298	train-auc:0.99985
[135]	eval-auc:0.69703	train-auc:0.999864
[136]	eval-auc:0.697159	train-auc:0.999869
[137]	eval-auc:0.697102	train-auc:0.999879
[138]	eval-auc:0.696936	train-auc:0.999879
[139]	eval-auc:0.696958	train-auc:0.999878
[140]	eval-auc:0.696662	train-auc:0.999885
[141]	eval-auc:0.696736	train-auc:0.999886
[142]	eval-auc:0.697061	train-auc:0.999889
[143]	eval-auc:0.696161	train-auc:0.999893
[144]	eval-auc:0.696039	train-auc:0.999898
[145]	eval-auc:0.696057	train-auc:0.999898
[146]	eval-auc:0.695999	train-auc:0.999905
[147]	eval-auc:0.695943	train-auc:0.999906
[148]	eval-auc:0.695593	train-auc:0.999908
[149]	eval-auc:0.695453	train-auc:0.999908
[150]	eval-auc:0.695105	train-auc:0.999911
[151]	eval-auc:0.695497	train-auc:0.999916
[152]	eval-auc:0.695646	train-auc:0.999916
[153]	eval-auc:0.695816	train-auc:0.999917
[154]	eval-auc:0.695827	train-auc:0.999916
[155]	eval-auc:0.695491	train-auc:0.999918
[156]	eval-auc:0.695445	train-auc:0.999919
[157]	eval-auc:0.694808	train-auc:0.999924
[158]	eval-auc:0.694551	train-auc:0.999924
[159]	eval-auc:0.694683	train-auc:0.999922
[160]	eval-auc:0.694483	train-auc:0.999928
[161]	eval-auc:0.69442	train-auc:0.999928
[162]	eval-auc:0.694499	train-auc:0.999928
[163]	eval-auc:0.694457	train-auc:0.999934
[164]	eval-auc:0.694616	train-auc:0.999943
[165]	eval-auc:0.694448	train-auc:0.999944
[166]	eval-auc:0.694435	train-auc:0.999944
[167]	eval-auc:0.694298	train-auc:0.999944
[168]	eval-auc:0.693876	train-auc:0.999943
[169]	eval-auc:0.69389	train-auc:0.999943
[170]	eval-auc:0.693898	train-auc:0.999948
[171]	eval-auc:0.693986	train-auc:0.999948
[172]	eval-auc:0.693931	train-auc:0.999953
[173]	eval-auc:0.693946	train-auc:0.999956
[174]	eval-auc:0.6935	train-auc:0.999957
[175]	eval-auc:0.693843	train-auc:0.999958
[176]	eval-auc:0.693793	train-auc:0.999959
[177]	eval-auc:0.693921	train-auc:0.999961
[178]	eval-auc:0.694106	train-auc:0.99996
[179]	eval-auc:0.694102	train-auc:0.999961
[180]	eval-auc:0.693925	train-auc:0.999964
[181]	eval-auc:0.694172	train-auc:0.999969
[182]	eval-auc:0.693966	train-auc:0.999969
[183]	eval-auc:0.693849	train-auc:0.99997
[184]	eval-auc:0.693863	train-auc:0.99997
[185]	eval-auc:0.693866	train-auc:0.999972
[186]	eval-auc:0.694193	train-auc:0.999973
[187]	eval-auc:0.693945	train-auc:0.999974
[188]	eval-auc:0.694037	train-auc:0.999974
[189]	eval-auc:0.694186	train-auc:0.999974
[190]	eval-auc:0.693703	train-auc:0.999976
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[572]	eval-auc:0.693159	train-auc:1
[573]	eval-auc:0.693126	train-auc:1
[574]	eval-auc:0.693127	train-auc:1
[575]	eval-auc:0.693126	train-auc:1
[576]	eval-auc:0.693126	train-auc:1
[577]	eval-auc:0.693126	train-auc:1
[578]	eval-auc:0.693121	train-auc:1
[579]	eval-auc:0.693108	train-auc:1
[580]	eval-auc:0.693108	train-auc:1
[581]	eval-auc:0.693108	train-auc:1
[582]	eval-auc:0.693108	train-auc:1
[583]	eval-auc:0.693108	train-auc:1
[584]	eval-auc:0.693108	train-auc:1
[585]	eval-auc:0.693108	train-auc:1
[586]	eval-auc:0.693108	train-auc:1
[587]	eval-auc:0.693108	train-auc:1
[588]	eval-auc:0.693108	train-auc:1
[589]	eval-auc:0.693108	train-auc:1
[590]	eval-auc:0.693108	train-auc:1
[591]	eval-auc:0.693108	train-auc:1
[592]	eval-auc:0.693108	train-auc:1
[593]	eval-auc:0.693108	train-auc:1
[594]	eval-auc:0.693108	train-auc:1
[595]	eval-auc:0.693108	train-auc:1
[596]	eval-auc:0.693108	train-auc:1
[597]	eval-auc:0.693108	train-auc:1
[598]	eval-auc:0.693108	train-auc:1
[599]	eval-auc:0.693108	train-auc:1
[600]	eval-auc:0.693108	train-auc:1
[601]	eval-auc:0.693108	train-auc:1
[602]	eval-auc:0.693108	train-auc:1
[603]	eval-auc:0.693108	train-auc:1
[604]	eval-auc:0.693108	train-auc:1
[605]	eval-auc:0.692919	train-auc:1
[606]	eval-auc:0.692899	train-auc:1
[607]	eval-auc:0.692899	train-auc:1
[608]	eval-auc:0.692899	train-auc:1
[609]	eval-auc:0.692899	train-auc:1
[610]	eval-auc:0.692899	train-auc:1
[611]	eval-auc:0.692899	train-auc:1
[612]	eval-auc:0.692899	train-auc:1
[613]	eval-auc:0.692899	train-auc:1
[614]	eval-auc:0.692899	train-auc:1
[615]	eval-auc:0.692899	train-auc:1
[616]	eval-auc:0.692899	train-auc:1
[617]	eval-auc:0.692899	train-auc:1
[618]	eval-auc:0.692899	train-auc:1
[619]	eval-auc:0.692899	train-auc:1
[620]	eval-auc:0.692899	train-auc:1
[621]	eval-auc:0.692899	train-auc:1
[622]	eval-auc:0.692899	train-auc:1
[623]	eval-auc:0.692899	train-auc:1
[624]	eval-auc:0.692899	train-auc:1
[625]	eval-auc:0.692899	train-auc:1
[626]	eval-auc:0.692899	train-auc:1
[627]	eval-auc:0.692899	train-auc:1
[628]	eval-auc:0.692899	train-auc:1
[629]	eval-auc:0.692899	train-auc:1
[630]	eval-auc:0.692899	train-auc:1
[631]	eval-auc:0.692899	train-auc:1
[632]	eval-auc:0.692932	train-auc:1
[633]	eval-auc:0.693036	train-auc:1
[634]	eval-auc:0.693127	train-auc:1
[635]	eval-auc:0.693173	train-auc:1
[636]	eval-auc:0.693197	train-auc:1
[637]	eval-auc:0.693208	train-auc:1
[638]	eval-auc:0.693199	train-auc:1
[639]	eval-auc:0.693225	train-auc:1
[640]	eval-auc:0.693072	train-auc:1
[641]	eval-auc:0.693072	train-auc:1
[642]	eval-auc:0.693072	train-auc:1
[643]	eval-auc:0.693072	train-auc:1
[644]	eval-auc:0.693589	train-auc:1
[645]	eval-auc:0.693525	train-auc:1
[646]	eval-auc:0.693517	train-auc:1
[647]	eval-auc:0.693512	train-auc:1
[648]	eval-auc:0.693312	train-auc:1
[649]	eval-auc:0.693946	train-auc:1
[650]	eval-auc:0.69435	train-auc:1
[651]	eval-auc:0.694283	train-auc:1
[652]	eval-auc:0.694303	train-auc:1
[653]	eval-auc:0.694303	train-auc:1
[654]	eval-auc:0.694303	train-auc:1
[655]	eval-auc:0.694303	train-auc:1
[656]	eval-auc:0.694303	train-auc:1
[657]	eval-auc:0.694303	train-auc:1
[658]	eval-auc:0.694303	train-auc:1
[659]	eval-auc:0.694303	train-auc:1
[660]	eval-auc:0.694303	train-auc:1
[661]	eval-auc:0.694819	train-auc:1
[662]	eval-auc:0.694819	train-auc:1
[663]	eval-auc:0.694839	train-auc:1
[664]	eval-auc:0.694839	train-auc:1
[665]	eval-auc:0.694839	train-auc:1
[666]	eval-auc:0.694839	train-auc:1
[667]	eval-auc:0.694839	train-auc:1
[668]	eval-auc:0.694839	train-auc:1
[669]	eval-auc:0.694839	train-auc:1
[670]	eval-auc:0.694839	train-auc:1
[671]	eval-auc:0.694807	train-auc:1
[672]	eval-auc:0.694763	train-auc:1
[673]	eval-auc:0.694764	train-auc:1
[674]	eval-auc:0.694764	train-auc:1
[675]	eval-auc:0.694764	train-auc:1
[676]	eval-auc:0.694805	train-auc:1
[677]	eval-auc:0.69484	train-auc:1
[678]	eval-auc:0.69484	train-auc:1
[679]	eval-auc:0.69484	train-auc:1
[680]	eval-auc:0.69484	train-auc:1
[681]	eval-auc:0.69484	train-auc:1
[682]	eval-auc:0.69484	train-auc:1
[683]	eval-auc:0.69484	train-auc:1
[684]	eval-auc:0.69484	train-auc:1
[685]	eval-auc:0.69484	train-auc:1
[686]	eval-auc:0.69484	train-auc:1
[687]	eval-auc:0.69484	train-auc:1
[688]	eval-auc:0.69484	train-auc:1
[689]	eval-auc:0.69484	train-auc:1
[690]	eval-auc:0.69484	train-auc:1
[691]	eval-auc:0.69484	train-auc:1
[692]	eval-auc:0.69484	train-auc:1
[693]	eval-auc:0.69484	train-auc:1
[694]	eval-auc:0.69484	train-auc:1
[695]	eval-auc:0.69484	train-auc:1
[696]	eval-auc:0.69484	train-auc:1
	Score 0.6948403561987598


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 6.0, 'n_estimators': 809.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.67802	train-auc:0.692356
[1]	eval-auc:0.667424	train-auc:0.707679
[2]	eval-auc:0.685747	train-auc:0.721882
[3]	eval-auc:0.68066	train-auc:0.729555
[4]	eval-auc:0.693494	train-auc:0.73674
[5]	eval-auc:0.690266	train-auc:0.732127
[6]	eval-auc:0.695453	train-auc:0.737699
[7]	eval-auc:0.693331	train-auc:0.739512
[8]	eval-auc:0.697974	train-auc:0.742584
[9]	eval-auc:0.700669	train-auc:0.740058
[10]	eval-auc:0.699357	train-auc:0.743231
[11]	eval-auc:0.69724	train-auc:0.745025
[12]	eval-auc:0.695167	train-auc:0.743549
[13]	eval-auc:0.697456	train-auc:0.744271
[14]	eval-auc:0.69654	train-auc:0.74479
[15]	eval-auc:0.694074	train-auc:0.746216
[16]	eval-auc:0.696175	train-auc:0.749309
[17]	eval-auc:0.698202	train-auc:0.75536
[18]	eval-auc:0.697708	train-auc:0.757631
[19]	eval-auc:0.697309	train-auc:0.762505
[20]	eval-auc:0.69832	train-auc:0.761046
[21]	eval-auc:0.699386	train-auc:0.760764
[22]	eval-auc:0.700016	train-auc:0.764446
[23]	eval-auc:0.698631	train-auc:0.768207
[24]	eval-auc:0.699192	train-auc:0.77032
[25]	eval-auc:0.699793	train-auc:0.772062
[26]	eval-auc:0.700963	train-auc:0.773317
[27]	eval-auc:0.701813	train-auc:0.778742
[28]	eval-auc:0.703031	train-auc:0.779632
[29]	eval-auc:0.70459	train-auc:0.781123
[30]	eval-auc:0.706637	train-auc:0.784249
[31]	eval-auc:0.707605	train-auc:0.785201
[32]	eval-auc:0.708192	train-auc:0.785773
[33]	eval-auc:0.70981	train-auc:0.788242
[34]	eval-auc:0.710088	train-auc:0.790743
[35]	eval-auc:0.70936	train-auc:0.792387
[36]	eval-auc:0.709311	train-auc:0.793345
[37]	eval-auc:0.710448	train-auc:0.794345
[38]	eval-auc:0.710354	train-auc:0.796017
[39]	eval-auc:0.710034	train-auc:0.798011
[40]	eval-auc:0.709363	train-auc:0.799586
[41]	eval-auc:0.709021	train-auc:0.801695
[42]	eval-auc:0.707946	train-auc:0.80292
[43]	eval-auc:0.706514	train-auc:0.804116
[44]	eval-auc:0.706614	train-auc:0.804089
[45]	eval-auc:0.706511	train-auc:0.804844
[46]	eval-auc:0.706658	train-auc:0.806202
[47]	eval-auc:0.706796	train-auc:0.807273
[48]	eval-auc:0.707794	train-auc:0.807119
[49]	eval-auc:0.708272	train-auc:0.809099
[50]	eval-auc:0.70757	train-auc:0.810828
[51]	eval-auc:0.706639	train-auc:0.811791
[52]	eval-auc:0.707182	train-auc:0.812387
[53]	eval-auc:0.707314	train-auc:0.814226
[54]	eval-auc:0.707539	train-auc:0.81467
[55]	eval-auc:0.707614	train-auc:0.814708
[56]	eval-auc:0.707229	train-auc:0.815709
[57]	eval-auc:0.707023	train-auc:0.815829
[58]	eval-auc:0.707716	train-auc:0.816735
[59]	eval-auc:0.707733	train-auc:0.818449
[60]	eval-auc:0.707572	train-auc:0.818775
[61]	eval-auc:0.70749	train-auc:0.820491
[62]	eval-auc:0.707605	train-auc:0.820639
[63]	eval-auc:0.707706	train-auc:0.822845
[64]	eval-auc:0.706891	train-auc:0.824271
[65]	eval-auc:0.706738	train-auc:0.82431
[66]	eval-auc:0.708071	train-auc:0.827605
[67]	eval-auc:0.707251	train-auc:0.82897
[68]	eval-auc:0.707057	train-auc:0.830789
[69]	eval-auc:0.707957	train-auc:0.832425
[70]	eval-auc:0.708093	train-auc:0.836844
[71]	eval-auc:0.707773	train-auc:0.837961
[72]	eval-auc:0.707735	train-auc:0.83897
[73]	eval-auc:0.707146	train-auc:0.841016
[74]	eval-auc:0.707302	train-auc:0.841502
[75]	eval-auc:0.708723	train-auc:0.842903
[76]	eval-auc:0.708947	train-auc:0.844342
[77]	eval-auc:0.70729	train-auc:0.845412
[78]	eval-auc:0.707139	train-auc:0.845794
[79]	eval-auc:0.707965	train-auc:0.847316
[80]	eval-auc:0.708734	train-auc:0.850486
[81]	eval-auc:0.710169	train-auc:0.852257
[82]	eval-auc:0.709906	train-auc:0.853747
[83]	eval-auc:0.709245	train-auc:0.85421
[84]	eval-auc:0.708394	train-auc:0.854611
[85]	eval-auc:0.709089	train-auc:0.856567
[86]	eval-auc:0.709051	train-auc:0.85623
[87]	eval-auc:0.709016	train-auc:0.856585
[88]	eval-auc:0.709812	train-auc:0.857901
[89]	eval-auc:0.708939	train-auc:0.858422
[90]	eval-auc:0.708703	train-auc:0.858378
[91]	eval-auc:0.707866	train-auc:0.860177
[92]	eval-auc:0.708498	train-auc:0.862736
[93]	eval-auc:0.708886	train-auc:0.862995
[94]	eval-auc:0.70953	train-auc:0.864158
[95]	eval-auc:0.710315	train-auc:0.865187
[96]	eval-auc:0.710325	train-auc:0.86568
[97]	eval-auc:0.709824	train-auc:0.867392
[98]	eval-auc:0.710135	train-auc:0.867762
[99]	eval-auc:0.710677	train-auc:0.868447
[100]	eval-auc:0.71115	train-auc:0.869833
[101]	eval-auc:0.711428	train-auc:0.87076
[102]	eval-auc:0.711217	train-auc:0.870876
[103]	eval-auc:0.712117	train-auc:0.871295
[104]	eval-auc:0.712436	train-auc:0.871707
[105]	eval-auc:0.711393	train-auc:0.871826
[106]	eval-auc:0.711032	train-auc:0.872261
[107]	eval-auc:0.711502	train-auc:0.873222
[108]	eval-auc:0.711788	train-auc:0.874143
[109]	eval-auc:0.711341	train-auc:0.874227
[110]	eval-auc:0.710867	train-auc:0.875674
[111]	eval-auc:0.710922	train-auc:0.876498
[112]	eval-auc:0.711112	train-auc:0.876873
[113]	eval-auc:0.711213	train-auc:0.877396
[114]	eval-auc:0.711376	train-auc:0.877625
[115]	eval-auc:0.711255	train-auc:0.878516
[116]	eval-auc:0.711003	train-auc:0.878284
[117]	eval-auc:0.71031	train-auc:0.879441
[118]	eval-auc:0.710599	train-auc:0.879755
[119]	eval-auc:0.710811	train-auc:0.881042
[120]	eval-auc:0.710849	train-auc:0.881642
[121]	eval-auc:0.710602	train-auc:0.881936
[122]	eval-auc:0.709454	train-auc:0.882755
[123]	eval-auc:0.709584	train-auc:0.88376
[124]	eval-auc:0.709753	train-auc:0.884174
[125]	eval-auc:0.709063	train-auc:0.885394
[126]	eval-auc:0.708741	train-auc:0.885878
[127]	eval-auc:0.708973	train-auc:0.886581
[128]	eval-auc:0.709515	train-auc:0.887296
[129]	eval-auc:0.709836	train-auc:0.887213
[130]	eval-auc:0.710235	train-auc:0.887766
[131]	eval-auc:0.711418	train-auc:0.888686
[132]	eval-auc:0.710503	train-auc:0.889605
[133]	eval-auc:0.710904	train-auc:0.890253
[134]	eval-auc:0.710327	train-auc:0.890137
[135]	eval-auc:0.710209	train-auc:0.890576
[136]	eval-auc:0.709885	train-auc:0.890932
[137]	eval-auc:0.70927	train-auc:0.892225
[138]	eval-auc:0.710244	train-auc:0.892411
[139]	eval-auc:0.711511	train-auc:0.893304
[140]	eval-auc:0.711636	train-auc:0.893962
[141]	eval-auc:0.712213	train-auc:0.894169
[142]	eval-auc:0.711394	train-auc:0.894809
[143]	eval-auc:0.711144	train-auc:0.895498
[144]	eval-auc:0.710943	train-auc:0.896681
[145]	eval-auc:0.710526	train-auc:0.897089
[146]	eval-auc:0.709905	train-auc:0.89824
[147]	eval-auc:0.709631	train-auc:0.89825
[148]	eval-auc:0.709384	train-auc:0.898457
[149]	eval-auc:0.709526	train-auc:0.89873
[150]	eval-auc:0.709229	train-auc:0.899577
[151]	eval-auc:0.709297	train-auc:0.900378
[152]	eval-auc:0.709498	train-auc:0.900448
[153]	eval-auc:0.709839	train-auc:0.900448
[154]	eval-auc:0.709981	train-auc:0.90081
[155]	eval-auc:0.708948	train-auc:0.900936
[156]	eval-auc:0.709672	train-auc:0.901461
[157]	eval-auc:0.709716	train-auc:0.9017
[158]	eval-auc:0.709996	train-auc:0.902611
[159]	eval-auc:0.710155	train-auc:0.903208
[160]	eval-auc:0.710229	train-auc:0.903723
[161]	eval-auc:0.710605	train-auc:0.90451
[162]	eval-auc:0.710732	train-auc:0.904858
[163]	eval-auc:0.710802	train-auc:0.905216
[164]	eval-auc:0.711064	train-auc:0.905754
[165]	eval-auc:0.711067	train-auc:0.906118
[166]	eval-auc:0.710515	train-auc:0.906683
[167]	eval-auc:0.710412	train-auc:0.908054
[168]	eval-auc:0.710429	train-auc:0.908057
[169]	eval-auc:0.710383	train-auc:0.908438
[170]	eval-auc:0.710234	train-auc:0.908339
[171]	eval-auc:0.711112	train-auc:0.909172
[172]	eval-auc:0.710843	train-auc:0.909462
[173]	eval-auc:0.710687	train-auc:0.909425
[174]	eval-auc:0.710573	train-auc:0.909579
[175]	eval-auc:0.710864	train-auc:0.91004
[176]	eval-auc:0.710625	train-auc:0.910767
[177]	eval-auc:0.711202	train-auc:0.911062
[178]	eval-auc:0.710285	train-auc:0.911947
[179]	eval-auc:0.709981	train-auc:0.91258
[180]	eval-auc:0.709944	train-auc:0.912719
[181]	eval-auc:0.709687	train-auc:0.913297
[182]	eval-auc:0.709277	train-auc:0.914219
[183]	eval-auc:0.709413	train-auc:0.914307
[184]	eval-auc:0.709425	train-auc:0.914277
[185]	eval-auc:0.709428	train-auc:0.914316
[186]	eval-auc:0.709675	train-auc:0.914216
[187]	eval-auc:0.709191	train-auc:0.914435
[188]	eval-auc:0.709699	train-auc:0.915276
[189]	eval-auc:0.709349	train-auc:0.915441
[190]	eval-auc:0.709101	train-auc:0.915818
[191]	eval-auc:0.708723	train-auc:0.916637
[192]	eval-auc:0.708685	train-auc:0.917563
[193]	eval-auc:0.708454	train-auc:0.918292
[194]	eval-auc:0.709778	train-auc:0.918951
[195]	eval-auc:0.709567	train-auc:0.919036
[196]	eval-auc:0.709969	train-auc:0.919237
[197]	eval-auc:0.710141	train-auc:0.919538
[198]	eval-auc:0.709647	train-auc:0.920392
[199]	eval-auc:0.709894	train-auc:0.920672
[200]	eval-auc:0.71075	train-auc:0.920962
[201]	eval-auc:0.710933	train-auc:0.921009
[202]	eval-auc:0.710424	train-auc:0.921134
[203]	eval-auc:0.710304	train-auc:0.921481
[204]	eval-auc:0.709917	train-auc:0.921688
[205]	eval-auc:0.709995	train-auc:0.922365
[206]	eval-auc:0.70992	train-auc:0.922675
[207]	eval-auc:0.709833	train-auc:0.923094
[208]	eval-auc:0.710139	train-auc:0.923298
[209]	eval-auc:0.709692	train-auc:0.923807
[210]	eval-auc:0.70888	train-auc:0.924225
[211]	eval-auc:0.708947	train-auc:0.924602
[212]	eval-auc:0.709473	train-auc:0.925086
[213]	eval-auc:0.709541	train-auc:0.925388
[214]	eval-auc:0.708952	train-auc:0.925876
[215]	eval-auc:0.708904	train-auc:0.926377
[216]	eval-auc:0.709451	train-auc:0.926232
[217]	eval-auc:0.709628	train-auc:0.92641
[218]	eval-auc:0.709427	train-auc:0.926738
[219]	eval-auc:0.708805	train-auc:0.926786
[220]	eval-auc:0.708847	train-auc:0.92711
[221]	eval-auc:0.708799	train-auc:0.927239
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[560]	eval-auc:0.707027	train-auc:0.976805
[561]	eval-auc:0.707028	train-auc:0.976929
[562]	eval-auc:0.707126	train-auc:0.97699
[563]	eval-auc:0.707112	train-auc:0.977071
[564]	eval-auc:0.706911	train-auc:0.977218
[565]	eval-auc:0.706852	train-auc:0.977197
[566]	eval-auc:0.706981	train-auc:0.977288
[567]	eval-auc:0.706963	train-auc:0.977356
[568]	eval-auc:0.706989	train-auc:0.977413
[569]	eval-auc:0.706864	train-auc:0.977458
[570]	eval-auc:0.706444	train-auc:0.977539
[571]	eval-auc:0.706479	train-auc:0.977555
[572]	eval-auc:0.706683	train-auc:0.977556
[573]	eval-auc:0.706741	train-auc:0.977614
[574]	eval-auc:0.706809	train-auc:0.977687
[575]	eval-auc:0.706709	train-auc:0.977817
[576]	eval-auc:0.706661	train-auc:0.977863
[577]	eval-auc:0.706722	train-auc:0.977855
[578]	eval-auc:0.706663	train-auc:0.977939
[579]	eval-auc:0.70653	train-auc:0.97806
[580]	eval-auc:0.706559	train-auc:0.978081
[581]	eval-auc:0.706692	train-auc:0.978097
[582]	eval-auc:0.706553	train-auc:0.978104
[583]	eval-auc:0.706509	train-auc:0.978237
[584]	eval-auc:0.706518	train-auc:0.978339
[585]	eval-auc:0.706629	train-auc:0.978428
[586]	eval-auc:0.706844	train-auc:0.978575
[587]	eval-auc:0.706722	train-auc:0.978587
[588]	eval-auc:0.706434	train-auc:0.978694
[589]	eval-auc:0.70639	train-auc:0.978868
[590]	eval-auc:0.706313	train-auc:0.978936
[591]	eval-auc:0.70627	train-auc:0.978977
[592]	eval-auc:0.706366	train-auc:0.979184
[593]	eval-auc:0.706208	train-auc:0.979295
[594]	eval-auc:0.706243	train-auc:0.979377
[595]	eval-auc:0.705967	train-auc:0.979422
[596]	eval-auc:0.70572	train-auc:0.979553
[597]	eval-auc:0.705859	train-auc:0.979653
[598]	eval-auc:0.70563	train-auc:0.979671
[599]	eval-auc:0.705691	train-auc:0.979652
[600]	eval-auc:0.70532	train-auc:0.979652
[601]	eval-auc:0.705437	train-auc:0.979652
[602]	eval-auc:0.70556	train-auc:0.979809
[603]	eval-auc:0.705675	train-auc:0.979883
[604]	eval-auc:0.705819	train-auc:0.979906
[605]	eval-auc:0.705781	train-auc:0.980135
[606]	eval-auc:0.705341	train-auc:0.980182
[607]	eval-auc:0.705203	train-auc:0.980342
[608]	eval-auc:0.705081	train-auc:0.980421
[609]	eval-auc:0.705058	train-auc:0.980429
[610]	eval-auc:0.704677	train-auc:0.9806
[611]	eval-auc:0.704706	train-auc:0.98064
[612]	eval-auc:0.70466	train-auc:0.980606
[613]	eval-auc:0.704664	train-auc:0.980646
[614]	eval-auc:0.704743	train-auc:0.980724
[615]	eval-auc:0.704373	train-auc:0.980764
[616]	eval-auc:0.704181	train-auc:0.980753
[617]	eval-auc:0.704166	train-auc:0.980838
[618]	eval-auc:0.704118	train-auc:0.980916
[619]	eval-auc:0.703939	train-auc:0.980937
[620]	eval-auc:0.703933	train-auc:0.980972
[621]	eval-auc:0.703774	train-auc:0.980996
[622]	eval-auc:0.703896	train-auc:0.981044
[623]	eval-auc:0.70389	train-auc:0.981141
[624]	eval-auc:0.703863	train-auc:0.981274
[625]	eval-auc:0.703503	train-auc:0.981336
[626]	eval-auc:0.703768	train-auc:0.981484
[627]	eval-auc:0.703736	train-auc:0.981548
[628]	eval-auc:0.703963	train-auc:0.981642
[629]	eval-auc:0.704093	train-auc:0.981738
[630]	eval-auc:0.70419	train-auc:0.981795
[631]	eval-auc:0.704636	train-auc:0.981897
[632]	eval-auc:0.704516	train-auc:0.981898
[633]	eval-auc:0.704603	train-auc:0.981976
[634]	eval-auc:0.704566	train-auc:0.982031
[635]	eval-auc:0.704808	train-auc:0.982051
[636]	eval-auc:0.705041	train-auc:0.982129
[637]	eval-auc:0.705151	train-auc:0.982201
[638]	eval-auc:0.70528	train-auc:0.982251
[639]	eval-auc:0.705096	train-auc:0.982359
[640]	eval-auc:0.705177	train-auc:0.982466
[641]	eval-auc:0.705356	train-auc:0.98258
[642]	eval-auc:0.705369	train-auc:0.982587
[643]	eval-auc:0.705542	train-auc:0.982549
[644]	eval-auc:0.705061	train-auc:0.982589
[645]	eval-auc:0.704636	train-auc:0.982656
[646]	eval-auc:0.704339	train-auc:0.982677
[647]	eval-auc:0.704388	train-auc:0.982666
[648]	eval-auc:0.704399	train-auc:0.982675
[649]	eval-auc:0.704654	train-auc:0.982722
[650]	eval-auc:0.704446	train-auc:0.982738
[651]	eval-auc:0.704495	train-auc:0.982784
[652]	eval-auc:0.704627	train-auc:0.982882
[653]	eval-auc:0.704598	train-auc:0.982936
[654]	eval-auc:0.704804	train-auc:0.982993
[655]	eval-auc:0.704887	train-auc:0.983031
[656]	eval-auc:0.705108	train-auc:0.983108
[657]	eval-auc:0.704929	train-auc:0.983121
[658]	eval-auc:0.70509	train-auc:0.983173
[659]	eval-auc:0.704708	train-auc:0.983197
[660]	eval-auc:0.704575	train-auc:0.98323
[661]	eval-auc:0.704601	train-auc:0.983374
[662]	eval-auc:0.704773	train-auc:0.983534
[663]	eval-auc:0.704766	train-auc:0.983574
[664]	eval-auc:0.704798	train-auc:0.983583
[665]	eval-auc:0.704953	train-auc:0.983629
[666]	eval-auc:0.704895	train-auc:0.983649
[667]	eval-auc:0.704857	train-auc:0.983665
[668]	eval-auc:0.705105	train-auc:0.983646
[669]	eval-auc:0.705306	train-auc:0.983656
[670]	eval-auc:0.705166	train-auc:0.983771
[671]	eval-auc:0.704788	train-auc:0.983834
[672]	eval-auc:0.704898	train-auc:0.983846
[673]	eval-auc:0.705006	train-auc:0.98386
[674]	eval-auc:0.705265	train-auc:0.983943
[675]	eval-auc:0.705186	train-auc:0.983952
[676]	eval-auc:0.705021	train-auc:0.983976
[677]	eval-auc:0.705075	train-auc:0.983934
[678]	eval-auc:0.704979	train-auc:0.984035
[679]	eval-auc:0.705172	train-auc:0.984052
[680]	eval-auc:0.70495	train-auc:0.984144
[681]	eval-auc:0.704688	train-auc:0.984193
[682]	eval-auc:0.704673	train-auc:0.984202
[683]	eval-auc:0.70475	train-auc:0.984244
[684]	eval-auc:0.705044	train-auc:0.984226
[685]	eval-auc:0.704956	train-auc:0.984298
[686]	eval-auc:0.705017	train-auc:0.984315
[687]	eval-auc:0.705097	train-auc:0.984375
[688]	eval-auc:0.705149	train-auc:0.984362
[689]	eval-auc:0.704996	train-auc:0.984452
[690]	eval-auc:0.705143	train-auc:0.984466
[691]	eval-auc:0.70521	train-auc:0.984469
[692]	eval-auc:0.705219	train-auc:0.984495
[693]	eval-auc:0.70534	train-auc:0.984463
[694]	eval-auc:0.705595	train-auc:0.984425
[695]	eval-auc:0.705594	train-auc:0.984431
[696]	eval-auc:0.705443	train-auc:0.984479
[697]	eval-auc:0.705635	train-auc:0.984485
[698]	eval-auc:0.705449	train-auc:0.984593
[699]	eval-auc:0.70528	train-auc:0.98461
[700]	eval-auc:0.70525	train-auc:0.984615
[701]	eval-auc:0.705471	train-auc:0.984599
[702]	eval-auc:0.705292	train-auc:0.984623
[703]	eval-auc:0.705801	train-auc:0.984721
[704]	eval-auc:0.705801	train-auc:0.984775
[705]	eval-auc:0.705976	train-auc:0.984779
[706]	eval-auc:0.705847	train-auc:0.984824
[707]	eval-auc:0.705836	train-auc:0.984973
[708]	eval-auc:0.705525	train-auc:0.985013
[709]	eval-auc:0.705548	train-auc:0.985052
[710]	eval-auc:0.705518	train-auc:0.985133
[711]	eval-auc:0.705768	train-auc:0.98522
[712]	eval-auc:0.705796	train-auc:0.985293
[713]	eval-auc:0.705635	train-auc:0.985316
[714]	eval-auc:0.705746	train-auc:0.985357
[715]	eval-auc:0.70533	train-auc:0.985405
[716]	eval-auc:0.705334	train-auc:0.985416
[717]	eval-auc:0.705228	train-auc:0.985423
[718]	eval-auc:0.705318	train-auc:0.985444
[719]	eval-auc:0.705151	train-auc:0.985414
[720]	eval-auc:0.705143	train-auc:0.985499
[721]	eval-auc:0.70534	train-auc:0.985554
[722]	eval-auc:0.705373	train-auc:0.985587
[723]	eval-auc:0.705233	train-auc:0.985624
[724]	eval-auc:0.705294	train-auc:0.985631
[725]	eval-auc:0.70498	train-auc:0.985607
[726]	eval-auc:0.704714	train-auc:0.985681
[727]	eval-auc:0.704883	train-auc:0.985711
[728]	eval-auc:0.704977	train-auc:0.985786
[729]	eval-auc:0.705055	train-auc:0.985793
[730]	eval-auc:0.704965	train-auc:0.985811
[731]	eval-auc:0.704706	train-auc:0.985813
[732]	eval-auc:0.704848	train-auc:0.985834
[733]	eval-auc:0.704787	train-auc:0.98584
[734]	eval-auc:0.704403	train-auc:0.985898
[735]	eval-auc:0.704374	train-auc:0.985955
[736]	eval-auc:0.704501	train-auc:0.985991
[737]	eval-auc:0.704379	train-auc:0.986036
[738]	eval-auc:0.704405	train-auc:0.986026
[739]	eval-auc:0.704428	train-auc:0.986078
[740]	eval-auc:0.704501	train-auc:0.98608
[741]	eval-auc:0.704513	train-auc:0.986072
[742]	eval-auc:0.704658	train-auc:0.986043
[743]	eval-auc:0.704777	train-auc:0.986071
[744]	eval-auc:0.704583	train-auc:0.986123
[745]	eval-auc:0.7047	train-auc:0.986136
[746]	eval-auc:0.704802	train-auc:0.986183
[747]	eval-auc:0.704846	train-auc:0.986213
[748]	eval-auc:0.704927	train-auc:0.986246
[749]	eval-auc:0.704667	train-auc:0.986277
[750]	eval-auc:0.704659	train-auc:0.986424
[751]	eval-auc:0.704674	train-auc:0.986495
[752]	eval-auc:0.704624	train-auc:0.986512
[753]	eval-auc:0.704237	train-auc:0.986497
[754]	eval-auc:0.704382	train-auc:0.986631
[755]	eval-auc:0.704525	train-auc:0.986691
[756]	eval-auc:0.70447	train-auc:0.9868
[757]	eval-auc:0.704589	train-auc:0.986829
[758]	eval-auc:0.704488	train-auc:0.986876
[759]	eval-auc:0.704441	train-auc:0.986909
[760]	eval-auc:0.704187	train-auc:0.98696
[761]	eval-auc:0.704469	train-auc:0.987068
[762]	eval-auc:0.704746	train-auc:0.98709
[763]	eval-auc:0.704501	train-auc:0.987131
[764]	eval-auc:0.70472	train-auc:0.987188
[765]	eval-auc:0.704688	train-auc:0.987179
[766]	eval-auc:0.705471	train-auc:0.987278
[767]	eval-auc:0.705755	train-auc:0.987299
[768]	eval-auc:0.70602	train-auc:0.987305
[769]	eval-auc:0.706031	train-auc:0.987338
[770]	eval-auc:0.706057	train-auc:0.98734
[771]	eval-auc:0.705892	train-auc:0.987409
[772]	eval-auc:0.70586	train-auc:0.987447
[773]	eval-auc:0.705932	train-auc:0.987602
[774]	eval-auc:0.706055	train-auc:0.987612
[775]	eval-auc:0.705863	train-auc:0.987625
[776]	eval-auc:0.705761	train-auc:0.98766
[777]	eval-auc:0.705655	train-auc:0.987668
[778]	eval-auc:0.70564	train-auc:0.987705
[779]	eval-auc:0.705538	train-auc:0.987739
[780]	eval-auc:0.705557	train-auc:0.987805
[781]	eval-auc:0.705854	train-auc:0.987813
[782]	eval-auc:0.705949	train-auc:0.987807
[783]	eval-auc:0.705934	train-auc:0.987832
[784]	eval-auc:0.706083	train-auc:0.987903
[785]	eval-auc:0.705824	train-auc:0.987919
[786]	eval-auc:0.705895	train-auc:0.987973
[787]	eval-auc:0.705905	train-auc:0.987993
[788]	eval-auc:0.705803	train-auc:0.987987
[789]	eval-auc:0.705902	train-auc:0.987987
[790]	eval-auc:0.705952	train-auc:0.988038
[791]	eval-auc:0.705976	train-auc:0.988066
[792]	eval-auc:0.706329	train-auc:0.988089
[793]	eval-auc:0.706256	train-auc:0.988127
[794]	eval-auc:0.706083	train-auc:0.988135
[795]	eval-auc:0.706107	train-auc:0.988147
[796]	eval-auc:0.706011	train-auc:0.988154
[797]	eval-auc:0.705895	train-auc:0.98813
[798]	eval-auc:0.705886	train-auc:0.988144
[799]	eval-auc:0.705789	train-auc:0.98819
[800]	eval-auc:0.705731	train-auc:0.98825
[801]	eval-auc:0.705557	train-auc:0.988199
[802]	eval-auc:0.705533	train-auc:0.988205
[803]	eval-auc:0.705446	train-auc:0.988212
[804]	eval-auc:0.705434	train-auc:0.988269
[805]	eval-auc:0.705	train-auc:0.988322
[806]	eval-auc:0.705134	train-auc:0.988337
[807]	eval-auc:0.704994	train-auc:0.988381
[808]	eval-auc:0.705009	train-auc:0.988447
	Score 0.7050091973346002


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 7, 'min_child_weight': 5.0, 'n_estimators': 610.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.624802	train-auc:0.742963
[1]	eval-auc:0.640071	train-auc:0.789881
[2]	eval-auc:0.637129	train-auc:0.826611
[3]	eval-auc:0.645591	train-auc:0.844235
[4]	eval-auc:0.668815	train-auc:0.872763
[5]	eval-auc:0.669779	train-auc:0.888799
[6]	eval-auc:0.675502	train-auc:0.894544
[7]	eval-auc:0.674986	train-auc:0.903604
[8]	eval-auc:0.677939	train-auc:0.915716
[9]	eval-auc:0.679637	train-auc:0.921898
[10]	eval-auc:0.678731	train-auc:0.929779
[11]	eval-auc:0.678753	train-auc:0.932478
[12]	eval-auc:0.6765	train-auc:0.935799
[13]	eval-auc:0.679861	train-auc:0.938451
[14]	eval-auc:0.682655	train-auc:0.942895
[15]	eval-auc:0.684641	train-auc:0.948115
[16]	eval-auc:0.683784	train-auc:0.950423
[17]	eval-auc:0.691979	train-auc:0.955567
[18]	eval-auc:0.690746	train-auc:0.957096
[19]	eval-auc:0.694892	train-auc:0.961362
[20]	eval-auc:0.693962	train-auc:0.962501
[21]	eval-auc:0.693444	train-auc:0.964899
[22]	eval-auc:0.693491	train-auc:0.967729
[23]	eval-auc:0.694064	train-auc:0.969107
[24]	eval-auc:0.693946	train-auc:0.97134
[25]	eval-auc:0.693593	train-auc:0.974988
[26]	eval-auc:0.693089	train-auc:0.977316
[27]	eval-auc:0.693389	train-auc:0.978055
[28]	eval-auc:0.693517	train-auc:0.978963
[29]	eval-auc:0.693982	train-auc:0.979745
[30]	eval-auc:0.692815	train-auc:0.983524
[31]	eval-auc:0.692578	train-auc:0.983545
[32]	eval-auc:0.690169	train-auc:0.984125
[33]	eval-auc:0.689695	train-auc:0.986239
[34]	eval-auc:0.690385	train-auc:0.986646
[35]	eval-auc:0.69135	train-auc:0.987736
[36]	eval-auc:0.69141	train-auc:0.988087
[37]	eval-auc:0.69022	train-auc:0.989144
[38]	eval-auc:0.69135	train-auc:0.989739
[39]	eval-auc:0.691672	train-auc:0.989988
[40]	eval-auc:0.69097	train-auc:0.990641
[41]	eval-auc:0.689193	train-auc:0.991363
[42]	eval-auc:0.689051	train-auc:0.991696
[43]	eval-auc:0.688481	train-auc:0.991963
[44]	eval-auc:0.688076	train-auc:0.992339
[45]	eval-auc:0.688256	train-auc:0.992375
[46]	eval-auc:0.687982	train-auc:0.992421
[47]	eval-auc:0.688663	train-auc:0.992814
[48]	eval-auc:0.689145	train-auc:0.993173
[49]	eval-auc:0.690138	train-auc:0.993485
[50]	eval-auc:0.688984	train-auc:0.993992
[51]	eval-auc:0.689462	train-auc:0.994047
[52]	eval-auc:0.689902	train-auc:0.994101
[53]	eval-auc:0.69028	train-auc:0.994577
[54]	eval-auc:0.690219	train-auc:0.994893
[55]	eval-auc:0.69008	train-auc:0.995585
[56]	eval-auc:0.689477	train-auc:0.995865
[57]	eval-auc:0.689379	train-auc:0.996292
[58]	eval-auc:0.689524	train-auc:0.996383
[59]	eval-auc:0.6904	train-auc:0.996595
[60]	eval-auc:0.691324	train-auc:0.996795
[61]	eval-auc:0.69088	train-auc:0.996914
[62]	eval-auc:0.69268	train-auc:0.997243
[63]	eval-auc:0.693747	train-auc:0.997421
[64]	eval-auc:0.694853	train-auc:0.997665
[65]	eval-auc:0.694924	train-auc:0.997671
[66]	eval-auc:0.694941	train-auc:0.997714
[67]	eval-auc:0.695196	train-auc:0.997817
[68]	eval-auc:0.694132	train-auc:0.99811
[69]	eval-auc:0.693837	train-auc:0.998123
[70]	eval-auc:0.694667	train-auc:0.998265
[71]	eval-auc:0.695352	train-auc:0.998274
[72]	eval-auc:0.695634	train-auc:0.99834
[73]	eval-auc:0.695111	train-auc:0.998551
[74]	eval-auc:0.693759	train-auc:0.998697
[75]	eval-auc:0.693884	train-auc:0.998689
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[455]	eval-auc:0.687924	train-auc:1
[456]	eval-auc:0.687889	train-auc:1
[457]	eval-auc:0.687659	train-auc:1
[458]	eval-auc:0.687661	train-auc:1
[459]	eval-auc:0.687475	train-auc:1
[460]	eval-auc:0.687422	train-auc:1
[461]	eval-auc:0.687341	train-auc:1
[462]	eval-auc:0.687341	train-auc:1
[463]	eval-auc:0.687333	train-auc:1
[464]	eval-auc:0.687851	train-auc:1
[465]	eval-auc:0.687941	train-auc:1
[466]	eval-auc:0.687871	train-auc:1
[467]	eval-auc:0.688353	train-auc:1
[468]	eval-auc:0.688469	train-auc:1
[469]	eval-auc:0.688478	train-auc:1
[470]	eval-auc:0.688622	train-auc:1
[471]	eval-auc:0.688325	train-auc:1
[472]	eval-auc:0.688012	train-auc:1
[473]	eval-auc:0.68806	train-auc:1
[474]	eval-auc:0.68809	train-auc:1
[475]	eval-auc:0.688031	train-auc:1
[476]	eval-auc:0.687956	train-auc:1
[477]	eval-auc:0.688302	train-auc:1
[478]	eval-auc:0.687715	train-auc:1
[479]	eval-auc:0.687193	train-auc:1
[480]	eval-auc:0.687371	train-auc:1
[481]	eval-auc:0.687399	train-auc:1
[482]	eval-auc:0.687318	train-auc:1
[483]	eval-auc:0.687422	train-auc:1
[484]	eval-auc:0.687353	train-auc:1
[485]	eval-auc:0.68733	train-auc:1
[486]	eval-auc:0.68732	train-auc:1
[487]	eval-auc:0.687361	train-auc:1
[488]	eval-auc:0.687336	train-auc:1
[489]	eval-auc:0.687417	train-auc:1
[490]	eval-auc:0.687417	train-auc:1
[491]	eval-auc:0.687426	train-auc:1
[492]	eval-auc:0.687307	train-auc:1
[493]	eval-auc:0.68724	train-auc:1
[494]	eval-auc:0.687441	train-auc:1
[495]	eval-auc:0.687441	train-auc:1
[496]	eval-auc:0.687916	train-auc:1
[497]	eval-auc:0.687875	train-auc:1
[498]	eval-auc:0.687766	train-auc:1
[499]	eval-auc:0.687761	train-auc:1
[500]	eval-auc:0.687761	train-auc:1
[501]	eval-auc:0.687772	train-auc:1
[502]	eval-auc:0.687658	train-auc:1
[503]	eval-auc:0.687589	train-auc:1
[504]	eval-auc:0.687589	train-auc:1
[505]	eval-auc:0.687578	train-auc:1
[506]	eval-auc:0.68769	train-auc:1
[507]	eval-auc:0.687454	train-auc:1
[508]	eval-auc:0.687589	train-auc:1
[509]	eval-auc:0.687336	train-auc:1
[510]	eval-auc:0.687391	train-auc:1
[511]	eval-auc:0.687187	train-auc:1
[512]	eval-auc:0.687187	train-auc:1
[513]	eval-auc:0.687112	train-auc:1
[514]	eval-auc:0.687112	train-auc:1
[515]	eval-auc:0.687275	train-auc:1
[516]	eval-auc:0.687222	train-auc:1
[517]	eval-auc:0.686971	train-auc:1
[518]	eval-auc:0.687015	train-auc:1
[519]	eval-auc:0.687015	train-auc:1
[520]	eval-auc:0.686916	train-auc:1
[521]	eval-auc:0.686879	train-auc:1
[522]	eval-auc:0.686924	train-auc:1
[523]	eval-auc:0.68671	train-auc:1
[524]	eval-auc:0.686864	train-auc:1
[525]	eval-auc:0.686631	train-auc:1
[526]	eval-auc:0.686631	train-auc:1
[527]	eval-auc:0.686648	train-auc:1
[528]	eval-auc:0.686648	train-auc:1
[529]	eval-auc:0.68672	train-auc:1
[530]	eval-auc:0.68672	train-auc:1
[531]	eval-auc:0.68677	train-auc:1
[532]	eval-auc:0.68677	train-auc:1
[533]	eval-auc:0.686883	train-auc:1
[534]	eval-auc:0.686741	train-auc:1
[535]	eval-auc:0.686668	train-auc:1
[536]	eval-auc:0.686788	train-auc:1
[537]	eval-auc:0.686788	train-auc:1
[538]	eval-auc:0.686788	train-auc:1
[539]	eval-auc:0.686412	train-auc:1
[540]	eval-auc:0.686401	train-auc:1
[541]	eval-auc:0.686401	train-auc:1
[542]	eval-auc:0.686257	train-auc:1
[543]	eval-auc:0.68627	train-auc:1
[544]	eval-auc:0.686069	train-auc:1
[545]	eval-auc:0.686115	train-auc:1
[546]	eval-auc:0.686007	train-auc:1
[547]	eval-auc:0.686007	train-auc:1
[548]	eval-auc:0.686004	train-auc:1
[549]	eval-auc:0.686051	train-auc:1
[550]	eval-auc:0.686051	train-auc:1
[551]	eval-auc:0.686618	train-auc:1
[552]	eval-auc:0.686427	train-auc:1
[553]	eval-auc:0.686322	train-auc:1
[554]	eval-auc:0.685987	train-auc:1
[555]	eval-auc:0.68612	train-auc:1
[556]	eval-auc:0.68612	train-auc:1
[557]	eval-auc:0.685839	train-auc:1
[558]	eval-auc:0.685839	train-auc:1
[559]	eval-auc:0.685867	train-auc:1
[560]	eval-auc:0.685867	train-auc:1
[561]	eval-auc:0.686005	train-auc:1
[562]	eval-auc:0.686087	train-auc:1
[563]	eval-auc:0.685882	train-auc:1
[564]	eval-auc:0.686356	train-auc:1
[565]	eval-auc:0.686414	train-auc:1
[566]	eval-auc:0.68668	train-auc:1
[567]	eval-auc:0.68668	train-auc:1
[568]	eval-auc:0.686656	train-auc:1
[569]	eval-auc:0.686656	train-auc:1
[570]	eval-auc:0.686563	train-auc:1
[571]	eval-auc:0.686563	train-auc:1
[572]	eval-auc:0.686563	train-auc:1
[573]	eval-auc:0.686563	train-auc:1
[574]	eval-auc:0.686563	train-auc:1
[575]	eval-auc:0.686563	train-auc:1
[576]	eval-auc:0.686447	train-auc:1
[577]	eval-auc:0.686447	train-auc:1
[578]	eval-auc:0.686353	train-auc:1
[579]	eval-auc:0.686278	train-auc:1
[580]	eval-auc:0.686015	train-auc:1
[581]	eval-auc:0.685888	train-auc:1
[582]	eval-auc:0.685905	train-auc:1
[583]	eval-auc:0.686143	train-auc:1
[584]	eval-auc:0.686101	train-auc:1
[585]	eval-auc:0.686132	train-auc:1
[586]	eval-auc:0.685925	train-auc:1
[587]	eval-auc:0.68622	train-auc:1
[588]	eval-auc:0.685843	train-auc:1
[589]	eval-auc:0.685843	train-auc:1
[590]	eval-auc:0.685949	train-auc:1
[591]	eval-auc:0.686164	train-auc:1
[592]	eval-auc:0.686164	train-auc:1
[593]	eval-auc:0.686205	train-auc:1
[594]	eval-auc:0.686072	train-auc:1
[595]	eval-auc:0.68598	train-auc:1
[596]	eval-auc:0.685824	train-auc:1
[597]	eval-auc:0.685824	train-auc:1
[598]	eval-auc:0.685824	train-auc:1
[599]	eval-auc:0.685846	train-auc:1
[600]	eval-auc:0.685821	train-auc:1
[601]	eval-auc:0.685821	train-auc:1
[602]	eval-auc:0.685861	train-auc:1
[603]	eval-auc:0.685861	train-auc:1
[604]	eval-auc:0.685861	train-auc:1
[605]	eval-auc:0.685861	train-auc:1
[606]	eval-auc:0.685687	train-auc:1
[607]	eval-auc:0.685462	train-auc:1
[608]	eval-auc:0.685462	train-auc:1
[609]	eval-auc:0.685415	train-auc:1
	Score 0.6854146109710193


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 9, 'min_child_weight': 1.0, 'n_estimators': 192.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.688019	train-auc:0.829471
[1]	eval-auc:0.665729	train-auc:0.877008
[2]	eval-auc:0.693981	train-auc:0.904233
[3]	eval-auc:0.698581	train-auc:0.923675
[4]	eval-auc:0.702787	train-auc:0.931441
[5]	eval-auc:0.69379	train-auc:0.948402
[6]	eval-auc:0.696419	train-auc:0.951815
[7]	eval-auc:0.699961	train-auc:0.955415
[8]	eval-auc:0.706363	train-auc:0.959764
[9]	eval-auc:0.705417	train-auc:0.966365
[10]	eval-auc:0.702349	train-auc:0.971575
[11]	eval-auc:0.7027	train-auc:0.974783
[12]	eval-auc:0.700819	train-auc:0.975887
[13]	eval-auc:0.704487	train-auc:0.978996
[14]	eval-auc:0.702069	train-auc:0.978438
[15]	eval-auc:0.701854	train-auc:0.980216
[16]	eval-auc:0.700339	train-auc:0.982269
[17]	eval-auc:0.702157	train-auc:0.984365
[18]	eval-auc:0.700503	train-auc:0.985388
[19]	eval-auc:0.701688	train-auc:0.985758
[20]	eval-auc:0.702451	train-auc:0.987114
[21]	eval-auc:0.704262	train-auc:0.988456
[22]	eval-auc:0.704176	train-auc:0.98954
[23]	eval-auc:0.704135	train-auc:0.989317
[24]	eval-auc:0.705842	train-auc:0.991013
[25]	eval-auc:0.705295	train-auc:0.991333
[26]	eval-auc:0.706864	train-auc:0.991536
[27]	eval-auc:0.706524	train-auc:0.992029
[28]	eval-auc:0.706481	train-auc:0.991992
[29]	eval-auc:0.704528	train-auc:0.992535
[30]	eval-auc:0.704753	train-auc:0.993052
[31]	eval-auc:0.703869	train-auc:0.993349
[32]	eval-auc:0.704752	train-auc:0.994169
[33]	eval-auc:0.703585	train-auc:0.994326
[34]	eval-auc:0.702312	train-auc:0.994859
[35]	eval-auc:0.701732	train-auc:0.994965
[36]	eval-auc:0.701854	train-auc:0.99512
[37]	eval-auc:0.701134	train-auc:0.995326
[38]	eval-auc:0.701568	train-auc:0.995611
[39]	eval-auc:0.69998	train-auc:0.99592
[40]	eval-auc:0.700403	train-auc:0.996042
[41]	eval-auc:0.701417	train-auc:0.996121
[42]	eval-auc:0.700922	train-auc:0.996116
[43]	eval-auc:0.701859	train-auc:0.996293
[44]	eval-auc:0.701384	train-auc:0.996699
[45]	eval-auc:0.701659	train-auc:0.996824
[46]	eval-auc:0.70058	train-auc:0.99687
[47]	eval-auc:0.700345	train-auc:0.996937
[48]	eval-auc:0.700485	train-auc:0.996914
[49]	eval-auc:0.700313	train-auc:0.997147
[50]	eval-auc:0.700147	train-auc:0.997272
[51]	eval-auc:0.699594	train-auc:0.997396
[52]	eval-auc:0.699383	train-auc:0.9976
[53]	eval-auc:0.699316	train-auc:0.997578
[54]	eval-auc:0.69873	train-auc:0.997647
[55]	eval-auc:0.698901	train-auc:0.997723
[56]	eval-auc:0.69874	train-auc:0.997785
[57]	eval-auc:0.698883	train-auc:0.997784
[58]	eval-auc:0.698739	train-auc:0.997897
[59]	eval-auc:0.698708	train-auc:0.997904
[60]	eval-auc:0.69931	train-auc:0.997968
[61]	eval-auc:0.699524	train-auc:0.998099
[62]	eval-auc:0.699343	train-auc:0.998155
[63]	eval-auc:0.698862	train-auc:0.998319
[64]	eval-auc:0.698763	train-auc:0.998354
[65]	eval-auc:0.698492	train-auc:0.998382
[66]	eval-auc:0.698515	train-auc:0.99842
[67]	eval-auc:0.698935	train-auc:0.99846
[68]	eval-auc:0.699022	train-auc:0.998531
[69]	eval-auc:0.699024	train-auc:0.998535
[70]	eval-auc:0.698816	train-auc:0.998544
[71]	eval-auc:0.698632	train-auc:0.998639
[72]	eval-auc:0.698608	train-auc:0.99868
[73]	eval-auc:0.697065	train-auc:0.998734
[74]	eval-auc:0.697233	train-auc:0.998777
[75]	eval-auc:0.69728	train-auc:0.998822
[76]	eval-auc:0.697051	train-auc:0.998887
[77]	eval-auc:0.696605	train-auc:0.99887
[78]	eval-auc:0.696144	train-auc:0.998882
[79]	eval-auc:0.696115	train-auc:0.998896
[80]	eval-auc:0.696454	train-auc:0.998932
[81]	eval-auc:0.696193	train-auc:0.998923
[82]	eval-auc:0.695649	train-auc:0.998951
[83]	eval-auc:0.695935	train-auc:0.998945
[84]	eval-auc:0.696097	train-auc:0.998952
[85]	eval-auc:0.695615	train-auc:0.999023
[86]	eval-auc:0.695431	train-auc:0.999063
[87]	eval-auc:0.69479	train-auc:0.999117
[88]	eval-auc:0.694527	train-auc:0.999166
[89]	eval-auc:0.694044	train-auc:0.999207
[90]	eval-auc:0.693867	train-auc:0.999224
[91]	eval-auc:0.693455	train-auc:0.999229
[92]	eval-auc:0.693088	train-auc:0.999242
[93]	eval-auc:0.693162	train-auc:0.999262
[94]	eval-auc:0.692925	train-auc:0.999317
[95]	eval-auc:0.693199	train-auc:0.999314
[96]	eval-auc:0.693165	train-auc:0.999339
[97]	eval-auc:0.692843	train-auc:0.999357
[98]	eval-auc:0.692669	train-auc:0.999368
[99]	eval-auc:0.692943	train-auc:0.999382
[100]	eval-auc:0.692887	train-auc:0.999399
[101]	eval-auc:0.692489	train-auc:0.999442
[102]	eval-auc:0.69274	train-auc:0.999446
[103]	eval-auc:0.692497	train-auc:0.999454
[104]	eval-auc:0.693366	train-auc:0.99949
[105]	eval-auc:0.693509	train-auc:0.999495
[106]	eval-auc:0.693549	train-auc:0.99951
[107]	eval-auc:0.69319	train-auc:0.999531
[108]	eval-auc:0.693072	train-auc:0.999527
[109]	eval-auc:0.692756	train-auc:0.999561
[110]	eval-auc:0.692637	train-auc:0.999599
[111]	eval-auc:0.692645	train-auc:0.9996
[112]	eval-auc:0.692561	train-auc:0.99961
[113]	eval-auc:0.693007	train-auc:0.999648
[114]	eval-auc:0.693216	train-auc:0.999663
[115]	eval-auc:0.693045	train-auc:0.999669
[116]	eval-auc:0.692963	train-auc:0.999679
[117]	eval-auc:0.693414	train-auc:0.99968
[118]	eval-auc:0.693682	train-auc:0.999693
[119]	eval-auc:0.693872	train-auc:0.999715
[120]	eval-auc:0.694024	train-auc:0.999724
[121]	eval-auc:0.694099	train-auc:0.999746
[122]	eval-auc:0.694157	train-auc:0.999748
[123]	eval-auc:0.693937	train-auc:0.999761
[124]	eval-auc:0.693829	train-auc:0.999766
[125]	eval-auc:0.693773	train-auc:0.999765
[126]	eval-auc:0.693424	train-auc:0.999771
[127]	eval-auc:0.693091	train-auc:0.999774
[128]	eval-auc:0.693086	train-auc:0.99978
[129]	eval-auc:0.693275	train-auc:0.999782
[130]	eval-auc:0.692938	train-auc:0.999805
[131]	eval-auc:0.693144	train-auc:0.99981
[132]	eval-auc:0.6928	train-auc:0.999817
[133]	eval-auc:0.692611	train-auc:0.999817
[134]	eval-auc:0.692779	train-auc:0.999827
[135]	eval-auc:0.692625	train-auc:0.999827
[136]	eval-auc:0.692227	train-auc:0.99983
[137]	eval-auc:0.691991	train-auc:0.99983
[138]	eval-auc:0.692218	train-auc:0.999844
[139]	eval-auc:0.691883	train-auc:0.999843
[140]	eval-auc:0.691915	train-auc:0.999843
[141]	eval-auc:0.691987	train-auc:0.999854
[142]	eval-auc:0.692383	train-auc:0.999852
[143]	eval-auc:0.69194	train-auc:0.99986
[144]	eval-auc:0.691781	train-auc:0.999862
[145]	eval-auc:0.692075	train-auc:0.999871
[146]	eval-auc:0.6919	train-auc:0.999873
[147]	eval-auc:0.692042	train-auc:0.999874
[148]	eval-auc:0.691921	train-auc:0.999872
[149]	eval-auc:0.691608	train-auc:0.999878
[150]	eval-auc:0.691874	train-auc:0.999879
[151]	eval-auc:0.691845	train-auc:0.999882
[152]	eval-auc:0.691554	train-auc:0.999888
[153]	eval-auc:0.691346	train-auc:0.999893
[154]	eval-auc:0.691767	train-auc:0.999895
[155]	eval-auc:0.691737	train-auc:0.999905
[156]	eval-auc:0.691669	train-auc:0.999908
[157]	eval-auc:0.691694	train-auc:0.999907
[158]	eval-auc:0.691713	train-auc:0.999906
[159]	eval-auc:0.691935	train-auc:0.999911
[160]	eval-auc:0.692101	train-auc:0.999914
[161]	eval-auc:0.69222	train-auc:0.999918
[162]	eval-auc:0.692233	train-auc:0.999921
[163]	eval-auc:0.692126	train-auc:0.999922
[164]	eval-auc:0.692273	train-auc:0.999926
[165]	eval-auc:0.692681	train-auc:0.999927
[166]	eval-auc:0.692908	train-auc:0.999934
[167]	eval-auc:0.693202	train-auc:0.999934
[168]	eval-auc:0.693423	train-auc:0.999934
[169]	eval-auc:0.693511	train-auc:0.999933
[170]	eval-auc:0.693678	train-auc:0.999935
[171]	eval-auc:0.693695	train-auc:0.999934
[172]	eval-auc:0.693784	train-auc:0.999934
[173]	eval-auc:0.693761	train-auc:0.999936
[174]	eval-auc:0.693832	train-auc:0.999934
[175]	eval-auc:0.69401	train-auc:0.999934
[176]	eval-auc:0.694131	train-auc:0.999935
[177]	eval-auc:0.694131	train-auc:0.999937
[178]	eval-auc:0.694096	train-auc:0.999939
[179]	eval-auc:0.69417	train-auc:0.99994
[180]	eval-auc:0.694295	train-auc:0.99994
[181]	eval-auc:0.694298	train-auc:0.999946
[182]	eval-auc:0.694565	train-auc:0.999946
[183]	eval-auc:0.694368	train-auc:0.999946
[184]	eval-auc:0.694336	train-auc:0.999948
[185]	eval-auc:0.694629	train-auc:0.999949
[186]	eval-auc:0.694848	train-auc:0.999949
[187]	eval-auc:0.694635	train-auc:0.99995
[188]	eval-auc:0.694683	train-auc:0.99995
[189]	eval-auc:0.694804	train-auc:0.999952
[190]	eval-auc:0.69502	train-auc:0.999952
[191]	eval-auc:0.694945	train-auc:0.999954
	Score 0.6949454250874051


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 4, 'min_child_weight': 4.0, 'n_estimators': 749.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.692083	train-auc:0.728942
[1]	eval-auc:0.685933	train-auc:0.739144
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[676]	eval-auc:0.697357	train-auc:0.998471
[677]	eval-auc:0.697431	train-auc:0.998469
[678]	eval-auc:0.697583	train-auc:0.998491
[679]	eval-auc:0.698018	train-auc:0.998501
[680]	eval-auc:0.697982	train-auc:0.998494
[681]	eval-auc:0.697935	train-auc:0.998506
[682]	eval-auc:0.69775	train-auc:0.998545
[683]	eval-auc:0.697691	train-auc:0.998542
[684]	eval-auc:0.697231	train-auc:0.998542
[685]	eval-auc:0.696794	train-auc:0.998566
[686]	eval-auc:0.696808	train-auc:0.998578
[687]	eval-auc:0.697316	train-auc:0.998594
[688]	eval-auc:0.69756	train-auc:0.998607
[689]	eval-auc:0.6979	train-auc:0.998605
[690]	eval-auc:0.697886	train-auc:0.998607
[691]	eval-auc:0.697968	train-auc:0.998619
[692]	eval-auc:0.698096	train-auc:0.998602
[693]	eval-auc:0.698107	train-auc:0.998586
[694]	eval-auc:0.69781	train-auc:0.998584
[695]	eval-auc:0.697912	train-auc:0.998605
[696]	eval-auc:0.697837	train-auc:0.99863
[697]	eval-auc:0.698099	train-auc:0.998666
[698]	eval-auc:0.6979	train-auc:0.998678
[699]	eval-auc:0.698263	train-auc:0.998687
[700]	eval-auc:0.698404	train-auc:0.9987
[701]	eval-auc:0.698554	train-auc:0.998683
[702]	eval-auc:0.698588	train-auc:0.998697
[703]	eval-auc:0.698687	train-auc:0.998719
[704]	eval-auc:0.698493	train-auc:0.998734
[705]	eval-auc:0.698687	train-auc:0.998735
[706]	eval-auc:0.699233	train-auc:0.998752
[707]	eval-auc:0.699243	train-auc:0.998731
[708]	eval-auc:0.698915	train-auc:0.998724
[709]	eval-auc:0.698809	train-auc:0.998731
[710]	eval-auc:0.698798	train-auc:0.998727
[711]	eval-auc:0.69842	train-auc:0.998727
[712]	eval-auc:0.69857	train-auc:0.998724
[713]	eval-auc:0.69886	train-auc:0.998723
[714]	eval-auc:0.698764	train-auc:0.998729
[715]	eval-auc:0.698739	train-auc:0.998749
[716]	eval-auc:0.698399	train-auc:0.99876
[717]	eval-auc:0.698104	train-auc:0.998754
[718]	eval-auc:0.698157	train-auc:0.998773
[719]	eval-auc:0.697874	train-auc:0.998776
[720]	eval-auc:0.698134	train-auc:0.998772
[721]	eval-auc:0.697997	train-auc:0.998777
[722]	eval-auc:0.698251	train-auc:0.998782
[723]	eval-auc:0.69851	train-auc:0.998814
[724]	eval-auc:0.69798	train-auc:0.998841
[725]	eval-auc:0.698327	train-auc:0.998875
[726]	eval-auc:0.698512	train-auc:0.99889
[727]	eval-auc:0.698591	train-auc:0.998913
[728]	eval-auc:0.698399	train-auc:0.998914
[729]	eval-auc:0.698617	train-auc:0.998929
[730]	eval-auc:0.698429	train-auc:0.998935
[731]	eval-auc:0.698426	train-auc:0.99893
[732]	eval-auc:0.698446	train-auc:0.998952
[733]	eval-auc:0.698649	train-auc:0.998969
[734]	eval-auc:0.698711	train-auc:0.998965
[735]	eval-auc:0.698652	train-auc:0.998995
[736]	eval-auc:0.698649	train-auc:0.998989
[737]	eval-auc:0.698687	train-auc:0.999006
[738]	eval-auc:0.698845	train-auc:0.999018
[739]	eval-auc:0.699197	train-auc:0.999005
[740]	eval-auc:0.698551	train-auc:0.99903
[741]	eval-auc:0.698641	train-auc:0.999032
[742]	eval-auc:0.698687	train-auc:0.999029
[743]	eval-auc:0.698428	train-auc:0.999031
[744]	eval-auc:0.698346	train-auc:0.999048
[745]	eval-auc:0.698168	train-auc:0.999047
[746]	eval-auc:0.698113	train-auc:0.999055
[747]	eval-auc:0.698262	train-auc:0.999071
[748]	eval-auc:0.69814	train-auc:0.999086
	Score 0.6981401283972273


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 647.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.698037	train-auc:0.852873
[1]	eval-auc:0.675697	train-auc:0.910337
[2]	eval-auc:0.686029	train-auc:0.943614
[3]	eval-auc:0.690808	train-auc:0.962059
[4]	eval-auc:0.690959	train-auc:0.974945
[5]	eval-auc:0.680179	train-auc:0.983708
[6]	eval-auc:0.683967	train-auc:0.986187
[7]	eval-auc:0.694665	train-auc:0.991257
[8]	eval-auc:0.692878	train-auc:0.993868
[9]	eval-auc:0.691461	train-auc:0.995462
[10]	eval-auc:0.693581	train-auc:0.996629
[11]	eval-auc:0.69343	train-auc:0.997649
[12]	eval-auc:0.691822	train-auc:0.998122
[13]	eval-auc:0.689346	train-auc:0.998862
[14]	eval-auc:0.685751	train-auc:0.999396
[15]	eval-auc:0.684554	train-auc:0.999493
[16]	eval-auc:0.684828	train-auc:0.999517
[17]	eval-auc:0.689558	train-auc:0.999621
[18]	eval-auc:0.687297	train-auc:0.999628
[19]	eval-auc:0.691467	train-auc:0.999668
[20]	eval-auc:0.690319	train-auc:0.999776
[21]	eval-auc:0.693525	train-auc:0.999812
[22]	eval-auc:0.691324	train-auc:0.999833
[23]	eval-auc:0.687972	train-auc:0.999834
[24]	eval-auc:0.688961	train-auc:0.999839
[25]	eval-auc:0.687945	train-auc:0.999836
[26]	eval-auc:0.686846	train-auc:0.999842
[27]	eval-auc:0.685718	train-auc:0.999895
[28]	eval-auc:0.686423	train-auc:0.999892
[29]	eval-auc:0.685574	train-auc:0.999892
[30]	eval-auc:0.68615	train-auc:0.999914
[31]	eval-auc:0.68908	train-auc:0.999946
[32]	eval-auc:0.689628	train-auc:0.999984
[33]	eval-auc:0.687974	train-auc:0.999994
[34]	eval-auc:0.688349	train-auc:0.999991
[35]	eval-auc:0.689419	train-auc:0.999992
[36]	eval-auc:0.689188	train-auc:0.999997
[37]	eval-auc:0.687727	train-auc:0.999999
[38]	eval-auc:0.688095	train-auc:0.999999
[39]	eval-auc:0.686439	train-auc:1
[40]	eval-auc:0.686498	train-auc:1
[41]	eval-auc:0.686177	train-auc:0.999999
[42]	eval-auc:0.687548	train-auc:1
[43]	eval-auc:0.687856	train-auc:0.999999
[44]	eval-auc:0.687834	train-auc:0.999999
[45]	eval-auc:0.688535	train-auc:1
[46]	eval-auc:0.689281	train-auc:0.999999
[47]	eval-auc:0.689205	train-auc:0.999999
[48]	eval-auc:0.691184	train-auc:0.999999
[49]	eval-auc:0.689791	train-auc:0.999999
[50]	eval-auc:0.690222	train-auc:0.999999
[51]	eval-auc:0.691254	train-auc:0.999998
[52]	eval-auc:0.690412	train-auc:0.999999
[53]	eval-auc:0.690539	train-auc:0.999999
[54]	eval-auc:0.691035	train-auc:0.999999
[55]	eval-auc:0.690134	train-auc:1
[56]	eval-auc:0.688268	train-auc:1
[57]	eval-auc:0.687473	train-auc:1
[58]	eval-auc:0.687138	train-auc:1
[59]	eval-auc:0.687685	train-auc:1
[60]	eval-auc:0.688672	train-auc:1
[61]	eval-auc:0.688137	train-auc:1
[62]	eval-auc:0.687508	train-auc:1
[63]	eval-auc:0.687833	train-auc:1
[64]	eval-auc:0.686916	train-auc:1
[65]	eval-auc:0.687574	train-auc:1
[66]	eval-auc:0.688466	train-auc:1
[67]	eval-auc:0.68751	train-auc:1
[68]	eval-auc:0.687222	train-auc:1
[69]	eval-auc:0.68626	train-auc:1
[70]	eval-auc:0.68576	train-auc:1
[71]	eval-auc:0.685159	train-auc:1
[72]	eval-auc:0.684929	train-auc:1
[73]	eval-auc:0.684874	train-auc:1
[74]	eval-auc:0.684478	train-auc:1
[75]	eval-auc:0.684926	train-auc:1
[76]	eval-auc:0.6844	train-auc:1
[77]	eval-auc:0.684784	train-auc:1
[78]	eval-auc:0.684343	train-auc:1
[79]	eval-auc:0.685113	train-auc:1
[80]	eval-auc:0.683953	train-auc:1
[81]	eval-auc:0.683315	train-auc:1
[82]	eval-auc:0.683638	train-auc:1
[83]	eval-auc:0.683456	train-auc:1
[84]	eval-auc:0.683657	train-auc:1
[85]	eval-auc:0.6836	train-auc:1
[86]	eval-auc:0.683881	train-auc:1
[87]	eval-auc:0.684533	train-auc:1
[88]	eval-auc:0.684222	train-auc:1
[89]	eval-auc:0.684099	train-auc:1
[90]	eval-auc:0.684238	train-auc:1
[91]	eval-auc:0.684065	train-auc:1
[92]	eval-auc:0.683053	train-auc:1
[93]	eval-auc:0.683086	train-auc:1
[94]	eval-auc:0.682637	train-auc:1
[95]	eval-auc:0.682783	train-auc:1
[96]	eval-auc:0.682576	train-auc:1
[97]	eval-auc:0.682429	train-auc:1
[98]	eval-auc:0.682806	train-auc:1
[99]	eval-auc:0.682785	train-auc:1
[100]	eval-auc:0.682866	train-auc:1
[101]	eval-auc:0.682831	train-auc:1
[102]	eval-auc:0.682651	train-auc:1
[103]	eval-auc:0.683035	train-auc:1
[104]	eval-auc:0.68208	train-auc:1
[105]	eval-auc:0.681634	train-auc:1
[106]	eval-auc:0.680463	train-auc:1
[107]	eval-auc:0.680709	train-auc:1
[108]	eval-auc:0.680478	train-auc:1
[109]	eval-auc:0.680039	train-auc:1
[110]	eval-auc:0.680274	train-auc:1
[111]	eval-auc:0.680476	train-auc:1
[112]	eval-auc:0.679914	train-auc:1
[113]	eval-auc:0.679639	train-auc:1
[114]	eval-auc:0.680018	train-auc:1
[115]	eval-auc:0.679557	train-auc:1
[116]	eval-auc:0.679449	train-auc:1
[117]	eval-auc:0.678842	train-auc:1
[118]	eval-auc:0.67892	train-auc:1
[119]	eval-auc:0.679088	train-auc:1
[120]	eval-auc:0.67926	train-auc:1
[121]	eval-auc:0.679847	train-auc:1
[122]	eval-auc:0.679398	train-auc:1
[123]	eval-auc:0.67934	train-auc:1
[124]	eval-auc:0.679809	train-auc:1
[125]	eval-auc:0.680444	train-auc:1
[126]	eval-auc:0.68016	train-auc:1
[127]	eval-auc:0.679831	train-auc:1
[128]	eval-auc:0.679733	train-auc:1
[129]	eval-auc:0.682952	train-auc:1
[130]	eval-auc:0.68254	train-auc:1
[131]	eval-auc:0.682544	train-auc:1
[132]	eval-auc:0.682642	train-auc:1
[133]	eval-auc:0.682395	train-auc:1
[134]	eval-auc:0.682351	train-auc:1
[135]	eval-auc:0.682786	train-auc:1
[136]	eval-auc:0.682412	train-auc:1
[137]	eval-auc:0.681813	train-auc:1
[138]	eval-auc:0.682094	train-auc:1
[139]	eval-auc:0.682094	train-auc:1
[140]	eval-auc:0.682208	train-auc:1
[141]	eval-auc:0.682425	train-auc:1
[142]	eval-auc:0.682704	train-auc:1
[143]	eval-auc:0.682665	train-auc:1
[144]	eval-auc:0.685066	train-auc:1
[145]	eval-auc:0.68458	train-auc:1
[146]	eval-auc:0.68441	train-auc:1
[147]	eval-auc:0.684451	train-auc:1
[148]	eval-auc:0.684458	train-auc:1
[149]	eval-auc:0.683956	train-auc:1
[150]	eval-auc:0.684003	train-auc:1
[151]	eval-auc:0.683842	train-auc:1
[152]	eval-auc:0.684059	train-auc:1
[153]	eval-auc:0.683568	train-auc:1
[154]	eval-auc:0.683816	train-auc:1
[155]	eval-auc:0.683816	train-auc:1
[156]	eval-auc:0.683555	train-auc:1
[157]	eval-auc:0.683555	train-auc:1
[158]	eval-auc:0.683741	train-auc:1
[159]	eval-auc:0.683635	train-auc:1
[160]	eval-auc:0.683612	train-auc:1
[161]	eval-auc:0.683062	train-auc:1
[162]	eval-auc:0.683464	train-auc:1
[163]	eval-auc:0.683464	train-auc:1
[164]	eval-auc:0.683462	train-auc:1
[165]	eval-auc:0.683319	train-auc:1
[166]	eval-auc:0.683319	train-auc:1
[167]	eval-auc:0.68269	train-auc:1
[168]	eval-auc:0.683003	train-auc:1
[169]	eval-auc:0.682859	train-auc:1
[170]	eval-auc:0.683721	train-auc:1
[171]	eval-auc:0.68395	train-auc:1
[172]	eval-auc:0.684166	train-auc:1
[173]	eval-auc:0.684192	train-auc:1
[174]	eval-auc:0.683691	train-auc:1
[175]	eval-auc:0.683379	train-auc:1
[176]	eval-auc:0.683379	train-auc:1
[177]	eval-auc:0.683374	train-auc:1
[178]	eval-auc:0.683278	train-auc:1
[179]	eval-auc:0.683671	train-auc:1
[180]	eval-auc:0.683671	train-auc:1
[181]	eval-auc:0.683257	train-auc:1
[182]	eval-auc:0.683141	train-auc:1
[183]	eval-auc:0.683286	train-auc:1
[184]	eval-auc:0.683286	train-auc:1
[185]	eval-auc:0.683286	train-auc:1
[186]	eval-auc:0.683484	train-auc:1
[187]	eval-auc:0.683484	train-auc:1
[188]	eval-auc:0.682756	train-auc:1
[189]	eval-auc:0.682756	train-auc:1
[190]	eval-auc:0.682756	train-auc:1
[191]	eval-auc:0.682756	train-auc:1
[192]	eval-auc:0.682419	train-auc:1
[193]	eval-auc:0.682326	train-auc:1
[194]	eval-auc:0.682326	train-auc:1
[195]	eval-auc:0.682326	train-auc:1
[196]	eval-auc:0.682267	train-auc:1
[197]	eval-auc:0.682267	train-auc:1
[198]	eval-auc:0.682267	train-auc:1
[199]	eval-auc:0.682267	train-auc:1
[200]	eval-auc:0.682275	train-auc:1
[201]	eval-auc:0.682275	train-auc:1
[202]	eval-auc:0.682275	train-auc:1
[203]	eval-auc:0.682275	train-auc:1
[204]	eval-auc:0.682275	train-auc:1
[205]	eval-auc:0.68213	train-auc:1
[206]	eval-auc:0.681797	train-auc:1
[207]	eval-auc:0.681851	train-auc:1
[208]	eval-auc:0.68173	train-auc:1
[209]	eval-auc:0.68173	train-auc:1
[210]	eval-auc:0.682025	train-auc:1
[211]	eval-auc:0.682025	train-auc:1
[212]	eval-auc:0.682025	train-auc:1
[213]	eval-auc:0.682025	train-auc:1
[214]	eval-auc:0.682077	train-auc:1
[215]	eval-auc:0.682092	train-auc:1
[216]	eval-auc:0.682092	train-auc:1
[217]	eval-auc:0.682092	train-auc:1
[218]	eval-auc:0.682092	train-auc:1
[219]	eval-auc:0.681687	train-auc:1
[220]	eval-auc:0.681576	train-auc:1
[221]	eval-auc:0.681576	train-auc:1
[222]	eval-auc:0.681576	train-auc:1
[223]	eval-auc:0.681576	train-auc:1
[224]	eval-auc:0.681576	train-auc:1
[225]	eval-auc:0.681576	train-auc:1
[226]	eval-auc:0.681576	train-auc:1
[227]	eval-auc:0.681576	train-auc:1
[228]	eval-auc:0.681576	train-auc:1
[229]	eval-auc:0.68187	train-auc:1
[230]	eval-auc:0.68187	train-auc:1
[231]	eval-auc:0.68187	train-auc:1
[232]	eval-auc:0.68187	train-auc:1
[233]	eval-auc:0.681625	train-auc:1
[234]	eval-auc:0.681625	train-auc:1
[235]	eval-auc:0.681917	train-auc:1
[236]	eval-auc:0.681917	train-auc:1
[237]	eval-auc:0.681917	train-auc:1
[238]	eval-auc:0.681917	train-auc:1
[239]	eval-auc:0.681917	train-auc:1
[240]	eval-auc:0.681483	train-auc:1
[241]	eval-auc:0.681483	train-auc:1
[242]	eval-auc:0.681522	train-auc:1
[243]	eval-auc:0.681912	train-auc:1
[244]	eval-auc:0.681588	train-auc:1
[245]	eval-auc:0.681588	train-auc:1
[246]	eval-auc:0.681588	train-auc:1
[247]	eval-auc:0.681588	train-auc:1
[248]	eval-auc:0.681538	train-auc:1
[249]	eval-auc:0.681551	train-auc:1
[250]	eval-auc:0.681551	train-auc:1
[251]	eval-auc:0.681378	train-auc:1
[252]	eval-auc:0.681309	train-auc:1
[253]	eval-auc:0.681649	train-auc:1
[254]	eval-auc:0.681251	train-auc:1
[255]	eval-auc:0.681251	train-auc:1
[256]	eval-auc:0.681402	train-auc:1
[257]	eval-auc:0.681402	train-auc:1
[258]	eval-auc:0.681567	train-auc:1
[259]	eval-auc:0.681567	train-auc:1
[260]	eval-auc:0.681567	train-auc:1
[261]	eval-auc:0.681567	train-auc:1
[262]	eval-auc:0.681567	train-auc:1
[263]	eval-auc:0.681567	train-auc:1
[264]	eval-auc:0.681567	train-auc:1
[265]	eval-auc:0.682215	train-auc:1
[266]	eval-auc:0.682215	train-auc:1
[267]	eval-auc:0.682215	train-auc:1
[268]	eval-auc:0.681905	train-auc:1
[269]	eval-auc:0.6822	train-auc:1
[270]	eval-auc:0.6822	train-auc:1
[271]	eval-auc:0.6822	train-auc:1
[272]	eval-auc:0.681692	train-auc:1
[273]	eval-auc:0.682072	train-auc:1
[274]	eval-auc:0.682148	train-auc:1
[275]	eval-auc:0.682326	train-auc:1
[276]	eval-auc:0.682393	train-auc:1
[277]	eval-auc:0.682506	train-auc:1
[278]	eval-auc:0.682468	train-auc:1
[279]	eval-auc:0.682468	train-auc:1
[280]	eval-auc:0.682468	train-auc:1
[281]	eval-auc:0.682468	train-auc:1
[282]	eval-auc:0.682468	train-auc:1
[283]	eval-auc:0.682156	train-auc:1
[284]	eval-auc:0.682655	train-auc:1
[285]	eval-auc:0.682655	train-auc:1
[286]	eval-auc:0.682655	train-auc:1
[287]	eval-auc:0.682655	train-auc:1
[288]	eval-auc:0.682512	train-auc:1
[289]	eval-auc:0.682512	train-auc:1
[290]	eval-auc:0.682512	train-auc:1
[291]	eval-auc:0.682512	train-auc:1
[292]	eval-auc:0.68275	train-auc:1
[293]	eval-auc:0.682878	train-auc:1
[294]	eval-auc:0.682878	train-auc:1
[295]	eval-auc:0.682878	train-auc:1
[296]	eval-auc:0.682878	train-auc:1
[297]	eval-auc:0.682878	train-auc:1
[298]	eval-auc:0.682878	train-auc:1
[299]	eval-auc:0.682878	train-auc:1
[300]	eval-auc:0.682911	train-auc:1
[301]	eval-auc:0.682911	train-auc:1
[302]	eval-auc:0.682911	train-auc:1
[303]	eval-auc:0.683033	train-auc:1
[304]	eval-auc:0.683546	train-auc:1
[305]	eval-auc:0.683546	train-auc:1
[306]	eval-auc:0.682488	train-auc:1
[307]	eval-auc:0.682488	train-auc:1
[308]	eval-auc:0.682488	train-auc:1
[309]	eval-auc:0.682488	train-auc:1
[310]	eval-auc:0.682729	train-auc:1
[311]	eval-auc:0.682729	train-auc:1
[312]	eval-auc:0.682729	train-auc:1
[313]	eval-auc:0.682729	train-auc:1
[314]	eval-auc:0.682729	train-auc:1
[315]	eval-auc:0.682911	train-auc:1
[316]	eval-auc:0.68293	train-auc:1
[317]	eval-auc:0.68278	train-auc:1
[318]	eval-auc:0.68278	train-auc:1
[319]	eval-auc:0.68278	train-auc:1
[320]	eval-auc:0.68278	train-auc:1
[321]	eval-auc:0.68278	train-auc:1
[322]	eval-auc:0.68278	train-auc:1
[323]	eval-auc:0.683117	train-auc:1
[324]	eval-auc:0.683117	train-auc:1
[325]	eval-auc:0.682923	train-auc:1
[326]	eval-auc:0.682923	train-auc:1
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[328]	eval-auc:0.682923	train-auc:1
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[330]	eval-auc:0.682923	train-auc:1
[331]	eval-auc:0.682923	train-auc:1
[332]	eval-auc:0.682736	train-auc:1
[333]	eval-auc:0.682736	train-auc:1
[334]	eval-auc:0.682736	train-auc:1
[335]	eval-auc:0.682736	train-auc:1
[336]	eval-auc:0.682736	train-auc:1
[337]	eval-auc:0.682736	train-auc:1
[338]	eval-auc:0.682981	train-auc:1
[339]	eval-auc:0.682981	train-auc:1
[340]	eval-auc:0.682981	train-auc:1
[341]	eval-auc:0.682969	train-auc:1
[342]	eval-auc:0.682969	train-auc:1
[343]	eval-auc:0.682969	train-auc:1
[344]	eval-auc:0.682457	train-auc:1
[345]	eval-auc:0.682457	train-auc:1
[346]	eval-auc:0.682457	train-auc:1
[347]	eval-auc:0.682457	train-auc:1
[348]	eval-auc:0.682457	train-auc:1
[349]	eval-auc:0.682457	train-auc:1
[350]	eval-auc:0.682457	train-auc:1
[351]	eval-auc:0.682457	train-auc:1
[352]	eval-auc:0.682482	train-auc:1
[353]	eval-auc:0.682693	train-auc:1
[354]	eval-auc:0.682693	train-auc:1
[355]	eval-auc:0.682693	train-auc:1
[356]	eval-auc:0.682832	train-auc:1
[357]	eval-auc:0.682832	train-auc:1
[358]	eval-auc:0.682913	train-auc:1
[359]	eval-auc:0.68282	train-auc:1
[360]	eval-auc:0.682815	train-auc:1
[361]	eval-auc:0.682826	train-auc:1
[362]	eval-auc:0.682826	train-auc:1
[363]	eval-auc:0.682826	train-auc:1
[364]	eval-auc:0.682826	train-auc:1
[365]	eval-auc:0.682826	train-auc:1
[366]	eval-auc:0.682826	train-auc:1
[367]	eval-auc:0.682826	train-auc:1
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[369]	eval-auc:0.682596	train-auc:1
[370]	eval-auc:0.682596	train-auc:1
[371]	eval-auc:0.682471	train-auc:1
[372]	eval-auc:0.68218	train-auc:1
[373]	eval-auc:0.68218	train-auc:1
[374]	eval-auc:0.68218	train-auc:1
[375]	eval-auc:0.68218	train-auc:1
[376]	eval-auc:0.68218	train-auc:1
[377]	eval-auc:0.682019	train-auc:1
[378]	eval-auc:0.682019	train-auc:1
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[380]	eval-auc:0.682019	train-auc:1
[381]	eval-auc:0.682019	train-auc:1
[382]	eval-auc:0.682019	train-auc:1
[383]	eval-auc:0.682019	train-auc:1
[384]	eval-auc:0.682209	train-auc:1
[385]	eval-auc:0.682209	train-auc:1
[386]	eval-auc:0.682209	train-auc:1
[387]	eval-auc:0.682209	train-auc:1
[388]	eval-auc:0.682209	train-auc:1
[389]	eval-auc:0.682209	train-auc:1
[390]	eval-auc:0.682209	train-auc:1
[391]	eval-auc:0.682209	train-auc:1
[392]	eval-auc:0.682209	train-auc:1
[393]	eval-auc:0.682209	train-auc:1
[394]	eval-auc:0.682209	train-auc:1
[395]	eval-auc:0.682209	train-auc:1
[396]	eval-auc:0.682209	train-auc:1
[397]	eval-auc:0.68209	train-auc:1
[398]	eval-auc:0.681853	train-auc:1
[399]	eval-auc:0.682109	train-auc:1
[400]	eval-auc:0.682109	train-auc:1
[401]	eval-auc:0.682109	train-auc:1
[402]	eval-auc:0.682109	train-auc:1
[403]	eval-auc:0.682334	train-auc:1
[404]	eval-auc:0.682334	train-auc:1
[405]	eval-auc:0.682334	train-auc:1
[406]	eval-auc:0.682334	train-auc:1
[407]	eval-auc:0.682334	train-auc:1
[408]	eval-auc:0.682334	train-auc:1
[409]	eval-auc:0.682334	train-auc:1
[410]	eval-auc:0.682334	train-auc:1
[411]	eval-auc:0.682334	train-auc:1
[412]	eval-auc:0.682334	train-auc:1
[413]	eval-auc:0.682334	train-auc:1
[414]	eval-auc:0.682334	train-auc:1
[415]	eval-auc:0.682334	train-auc:1
[416]	eval-auc:0.682334	train-auc:1
[417]	eval-auc:0.682334	train-auc:1
[418]	eval-auc:0.682334	train-auc:1
[419]	eval-auc:0.682334	train-auc:1
[420]	eval-auc:0.682334	train-auc:1
[421]	eval-auc:0.68243	train-auc:1
[422]	eval-auc:0.68243	train-auc:1
[423]	eval-auc:0.682465	train-auc:1
[424]	eval-auc:0.682465	train-auc:1
[425]	eval-auc:0.682465	train-auc:1
[426]	eval-auc:0.682465	train-auc:1
[427]	eval-auc:0.682465	train-auc:1
[428]	eval-auc:0.682465	train-auc:1
[429]	eval-auc:0.682357	train-auc:1
[430]	eval-auc:0.682357	train-auc:1
[431]	eval-auc:0.682357	train-auc:1
[432]	eval-auc:0.682357	train-auc:1
[433]	eval-auc:0.682357	train-auc:1
[434]	eval-auc:0.682323	train-auc:1
[435]	eval-auc:0.682323	train-auc:1
[436]	eval-auc:0.682173	train-auc:1
[437]	eval-auc:0.682173	train-auc:1
[438]	eval-auc:0.682173	train-auc:1
[439]	eval-auc:0.682173	train-auc:1
[440]	eval-auc:0.682173	train-auc:1
[441]	eval-auc:0.681973	train-auc:1
[442]	eval-auc:0.681973	train-auc:1
[443]	eval-auc:0.68239	train-auc:1
[444]	eval-auc:0.68239	train-auc:1
[445]	eval-auc:0.68247	train-auc:1
[446]	eval-auc:0.68247	train-auc:1
[447]	eval-auc:0.68247	train-auc:1
[448]	eval-auc:0.68247	train-auc:1
[449]	eval-auc:0.682174	train-auc:1
[450]	eval-auc:0.682174	train-auc:1
[451]	eval-auc:0.682174	train-auc:1
[452]	eval-auc:0.682174	train-auc:1
[453]	eval-auc:0.682174	train-auc:1
[454]	eval-auc:0.682174	train-auc:1
[455]	eval-auc:0.682174	train-auc:1
[456]	eval-auc:0.682174	train-auc:1
[457]	eval-auc:0.682174	train-auc:1
[458]	eval-auc:0.682174	train-auc:1
[459]	eval-auc:0.682174	train-auc:1
[460]	eval-auc:0.682174	train-auc:1
[461]	eval-auc:0.682174	train-auc:1
[462]	eval-auc:0.682174	train-auc:1
[463]	eval-auc:0.682145	train-auc:1
[464]	eval-auc:0.682145	train-auc:1
[465]	eval-auc:0.682145	train-auc:1
[466]	eval-auc:0.682145	train-auc:1
[467]	eval-auc:0.682145	train-auc:1
[468]	eval-auc:0.682145	train-auc:1
[469]	eval-auc:0.682145	train-auc:1
[470]	eval-auc:0.682145	train-auc:1
[471]	eval-auc:0.682145	train-auc:1
[472]	eval-auc:0.682145	train-auc:1
[473]	eval-auc:0.682145	train-auc:1
[474]	eval-auc:0.682145	train-auc:1
[475]	eval-auc:0.682145	train-auc:1
[476]	eval-auc:0.682145	train-auc:1
[477]	eval-auc:0.682145	train-auc:1
[478]	eval-auc:0.682145	train-auc:1
[479]	eval-auc:0.682145	train-auc:1
[480]	eval-auc:0.682145	train-auc:1
[481]	eval-auc:0.682145	train-auc:1
[482]	eval-auc:0.682145	train-auc:1
[483]	eval-auc:0.682145	train-auc:1
[484]	eval-auc:0.682145	train-auc:1
[485]	eval-auc:0.682147	train-auc:1
[486]	eval-auc:0.682147	train-auc:1
[487]	eval-auc:0.682147	train-auc:1
[488]	eval-auc:0.682145	train-auc:1
[489]	eval-auc:0.682145	train-auc:1
[490]	eval-auc:0.682145	train-auc:1
[491]	eval-auc:0.682145	train-auc:1
[492]	eval-auc:0.682145	train-auc:1
[493]	eval-auc:0.682145	train-auc:1
[494]	eval-auc:0.682295	train-auc:1
[495]	eval-auc:0.682295	train-auc:1
[496]	eval-auc:0.682295	train-auc:1
[497]	eval-auc:0.682295	train-auc:1
[498]	eval-auc:0.682622	train-auc:1
[499]	eval-auc:0.682642	train-auc:1
[500]	eval-auc:0.682642	train-auc:1
[501]	eval-auc:0.682642	train-auc:1
[502]	eval-auc:0.682642	train-auc:1
[503]	eval-auc:0.682642	train-auc:1
[504]	eval-auc:0.682642	train-auc:1
[505]	eval-auc:0.682622	train-auc:1
[506]	eval-auc:0.682622	train-auc:1
[507]	eval-auc:0.682622	train-auc:1
[508]	eval-auc:0.682817	train-auc:1
[509]	eval-auc:0.682817	train-auc:1
[510]	eval-auc:0.682817	train-auc:1
[511]	eval-auc:0.682817	train-auc:1
[512]	eval-auc:0.683	train-auc:1
[513]	eval-auc:0.683	train-auc:1
[514]	eval-auc:0.683	train-auc:1
[515]	eval-auc:0.683	train-auc:1
[516]	eval-auc:0.683	train-auc:1
[517]	eval-auc:0.683	train-auc:1
[518]	eval-auc:0.683	train-auc:1
[519]	eval-auc:0.682946	train-auc:1
[520]	eval-auc:0.682946	train-auc:1
[521]	eval-auc:0.682946	train-auc:1
[522]	eval-auc:0.682946	train-auc:1
[523]	eval-auc:0.682946	train-auc:1
[524]	eval-auc:0.682946	train-auc:1
[525]	eval-auc:0.682946	train-auc:1
[526]	eval-auc:0.682946	train-auc:1
[527]	eval-auc:0.682946	train-auc:1
[528]	eval-auc:0.682946	train-auc:1
[529]	eval-auc:0.682946	train-auc:1
[530]	eval-auc:0.682946	train-auc:1
[531]	eval-auc:0.682946	train-auc:1
[532]	eval-auc:0.682946	train-auc:1
[533]	eval-auc:0.682946	train-auc:1
[534]	eval-auc:0.682946	train-auc:1
[535]	eval-auc:0.682946	train-auc:1
[536]	eval-auc:0.682946	train-auc:1
[537]	eval-auc:0.682946	train-auc:1
[538]	eval-auc:0.682888	train-auc:1
[539]	eval-auc:0.682888	train-auc:1
[540]	eval-auc:0.682888	train-auc:1
[541]	eval-auc:0.682888	train-auc:1
[542]	eval-auc:0.68305	train-auc:1
[543]	eval-auc:0.68305	train-auc:1
[544]	eval-auc:0.68305	train-auc:1
[545]	eval-auc:0.68305	train-auc:1
[546]	eval-auc:0.68305	train-auc:1
[547]	eval-auc:0.68305	train-auc:1
[548]	eval-auc:0.68305	train-auc:1
[549]	eval-auc:0.683048	train-auc:1
[550]	eval-auc:0.683048	train-auc:1
[551]	eval-auc:0.683048	train-auc:1
[552]	eval-auc:0.683298	train-auc:1
[553]	eval-auc:0.684318	train-auc:1
[554]	eval-auc:0.684318	train-auc:1
[555]	eval-auc:0.684318	train-auc:1
[556]	eval-auc:0.684318	train-auc:1
[557]	eval-auc:0.684333	train-auc:1
[558]	eval-auc:0.684333	train-auc:1
[559]	eval-auc:0.684333	train-auc:1
[560]	eval-auc:0.684333	train-auc:1
[561]	eval-auc:0.684135	train-auc:1
[562]	eval-auc:0.684135	train-auc:1
[563]	eval-auc:0.684135	train-auc:1
[564]	eval-auc:0.684135	train-auc:1
[565]	eval-auc:0.684428	train-auc:1
[566]	eval-auc:0.684428	train-auc:1
[567]	eval-auc:0.684428	train-auc:1
[568]	eval-auc:0.684428	train-auc:1
[569]	eval-auc:0.684428	train-auc:1
[570]	eval-auc:0.684428	train-auc:1
[571]	eval-auc:0.684428	train-auc:1
[572]	eval-auc:0.684428	train-auc:1
[573]	eval-auc:0.684428	train-auc:1
[574]	eval-auc:0.684428	train-auc:1
[575]	eval-auc:0.684594	train-auc:1
[576]	eval-auc:0.684594	train-auc:1
[577]	eval-auc:0.684498	train-auc:1
[578]	eval-auc:0.684498	train-auc:1
[579]	eval-auc:0.684498	train-auc:1
[580]	eval-auc:0.684498	train-auc:1
[581]	eval-auc:0.684498	train-auc:1
[582]	eval-auc:0.684498	train-auc:1
[583]	eval-auc:0.684498	train-auc:1
[584]	eval-auc:0.684204	train-auc:1
[585]	eval-auc:0.684204	train-auc:1
[586]	eval-auc:0.684204	train-auc:1
[587]	eval-auc:0.684204	train-auc:1
[588]	eval-auc:0.684204	train-auc:1
[589]	eval-auc:0.684204	train-auc:1
[590]	eval-auc:0.684204	train-auc:1
[591]	eval-auc:0.684204	train-auc:1
[592]	eval-auc:0.684204	train-auc:1
[593]	eval-auc:0.684204	train-auc:1
[594]	eval-auc:0.684204	train-auc:1
[595]	eval-auc:0.684204	train-auc:1
[596]	eval-auc:0.684204	train-auc:1
[597]	eval-auc:0.684204	train-auc:1
[598]	eval-auc:0.684088	train-auc:1
[599]	eval-auc:0.684088	train-auc:1
[600]	eval-auc:0.684088	train-auc:1
[601]	eval-auc:0.684088	train-auc:1
[602]	eval-auc:0.684088	train-auc:1
[603]	eval-auc:0.684088	train-auc:1
[604]	eval-auc:0.684088	train-auc:1
[605]	eval-auc:0.684088	train-auc:1
[606]	eval-auc:0.684088	train-auc:1
[607]	eval-auc:0.684088	train-auc:1
[608]	eval-auc:0.684088	train-auc:1
[609]	eval-auc:0.684088	train-auc:1
[610]	eval-auc:0.684088	train-auc:1
[611]	eval-auc:0.684088	train-auc:1
[612]	eval-auc:0.684088	train-auc:1
[613]	eval-auc:0.684088	train-auc:1
[614]	eval-auc:0.684088	train-auc:1
[615]	eval-auc:0.684088	train-auc:1
[616]	eval-auc:0.684088	train-auc:1
[617]	eval-auc:0.684088	train-auc:1
[618]	eval-auc:0.684088	train-auc:1
[619]	eval-auc:0.684088	train-auc:1
[620]	eval-auc:0.684088	train-auc:1
[621]	eval-auc:0.684088	train-auc:1
[622]	eval-auc:0.684088	train-auc:1
[623]	eval-auc:0.684088	train-auc:1
[624]	eval-auc:0.684088	train-auc:1
[625]	eval-auc:0.684088	train-auc:1
[626]	eval-auc:0.684088	train-auc:1
[627]	eval-auc:0.683912	train-auc:1
[628]	eval-auc:0.683912	train-auc:1
[629]	eval-auc:0.683912	train-auc:1
[630]	eval-auc:0.683912	train-auc:1
[631]	eval-auc:0.683912	train-auc:1
[632]	eval-auc:0.683912	train-auc:1
[633]	eval-auc:0.683912	train-auc:1
[634]	eval-auc:0.683912	train-auc:1
[635]	eval-auc:0.683912	train-auc:1
[636]	eval-auc:0.683912	train-auc:1
[637]	eval-auc:0.683837	train-auc:1
[638]	eval-auc:0.683837	train-auc:1
[639]	eval-auc:0.683627	train-auc:1
[640]	eval-auc:0.683627	train-auc:1
[641]	eval-auc:0.683627	train-auc:1
[642]	eval-auc:0.683627	train-auc:1
[643]	eval-auc:0.683627	train-auc:1
[644]	eval-auc:0.683627	train-auc:1
[645]	eval-auc:0.683627	train-auc:1
[646]	eval-auc:0.683627	train-auc:1
	Score 0.6836269171265333


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 486.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.66852	train-auc:0.685548
[1]	eval-auc:0.664934	train-auc:0.693984
[2]	eval-auc:0.69378	train-auc:0.715271
[3]	eval-auc:0.696388	train-auc:0.718407
[4]	eval-auc:0.693472	train-auc:0.715734
[5]	eval-auc:0.695137	train-auc:0.710726
[6]	eval-auc:0.695768	train-auc:0.712568
[7]	eval-auc:0.694035	train-auc:0.715269
[8]	eval-auc:0.697692	train-auc:0.719733
[9]	eval-auc:0.698969	train-auc:0.721656
[10]	eval-auc:0.699116	train-auc:0.724738
[11]	eval-auc:0.698677	train-auc:0.72291
[12]	eval-auc:0.696951	train-auc:0.722271
[13]	eval-auc:0.699648	train-auc:0.725429
[14]	eval-auc:0.701103	train-auc:0.725073
[15]	eval-auc:0.703608	train-auc:0.726353
[16]	eval-auc:0.70327	train-auc:0.728952
[17]	eval-auc:0.700905	train-auc:0.728258
[18]	eval-auc:0.700209	train-auc:0.726391
[19]	eval-auc:0.701978	train-auc:0.729143
[20]	eval-auc:0.703682	train-auc:0.730174
[21]	eval-auc:0.70302	train-auc:0.729915
[22]	eval-auc:0.703279	train-auc:0.731166
[23]	eval-auc:0.702331	train-auc:0.73077
[24]	eval-auc:0.703438	train-auc:0.731742
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[364]	eval-auc:0.694388	train-auc:0.877786
[365]	eval-auc:0.694502	train-auc:0.87845
[366]	eval-auc:0.695224	train-auc:0.878252
[367]	eval-auc:0.694534	train-auc:0.878602
[368]	eval-auc:0.694562	train-auc:0.879032
[369]	eval-auc:0.694483	train-auc:0.879219
[370]	eval-auc:0.694589	train-auc:0.879826
[371]	eval-auc:0.694781	train-auc:0.880261
[372]	eval-auc:0.693799	train-auc:0.880431
[373]	eval-auc:0.693927	train-auc:0.880307
[374]	eval-auc:0.693992	train-auc:0.881252
[375]	eval-auc:0.693962	train-auc:0.881062
[376]	eval-auc:0.695069	train-auc:0.881602
[377]	eval-auc:0.695707	train-auc:0.882109
[378]	eval-auc:0.695349	train-auc:0.88235
[379]	eval-auc:0.694588	train-auc:0.882055
[380]	eval-auc:0.694595	train-auc:0.882453
[381]	eval-auc:0.693992	train-auc:0.882968
[382]	eval-auc:0.693866	train-auc:0.883075
[383]	eval-auc:0.694099	train-auc:0.883493
[384]	eval-auc:0.693884	train-auc:0.883788
[385]	eval-auc:0.693881	train-auc:0.884366
[386]	eval-auc:0.693375	train-auc:0.884332
[387]	eval-auc:0.693529	train-auc:0.884588
[388]	eval-auc:0.693878	train-auc:0.884645
[389]	eval-auc:0.693595	train-auc:0.885135
[390]	eval-auc:0.693764	train-auc:0.885274
[391]	eval-auc:0.693152	train-auc:0.885463
[392]	eval-auc:0.693251	train-auc:0.885314
[393]	eval-auc:0.693531	train-auc:0.885671
[394]	eval-auc:0.693327	train-auc:0.886085
[395]	eval-auc:0.693313	train-auc:0.886153
[396]	eval-auc:0.693704	train-auc:0.886279
[397]	eval-auc:0.693581	train-auc:0.886577
[398]	eval-auc:0.692928	train-auc:0.886165
[399]	eval-auc:0.692833	train-auc:0.886059
[400]	eval-auc:0.692632	train-auc:0.886263
[401]	eval-auc:0.693197	train-auc:0.887323
[402]	eval-auc:0.692873	train-auc:0.887682
[403]	eval-auc:0.693548	train-auc:0.887917
[404]	eval-auc:0.694433	train-auc:0.88762
[405]	eval-auc:0.695316	train-auc:0.888049
[406]	eval-auc:0.695325	train-auc:0.888298
[407]	eval-auc:0.694585	train-auc:0.888673
[408]	eval-auc:0.694661	train-auc:0.888555
[409]	eval-auc:0.694291	train-auc:0.888729
[410]	eval-auc:0.694388	train-auc:0.888834
[411]	eval-auc:0.693872	train-auc:0.888914
[412]	eval-auc:0.693627	train-auc:0.889327
[413]	eval-auc:0.693537	train-auc:0.889272
[414]	eval-auc:0.693639	train-auc:0.88905
[415]	eval-auc:0.693316	train-auc:0.889116
[416]	eval-auc:0.69315	train-auc:0.889481
[417]	eval-auc:0.69321	train-auc:0.889523
[418]	eval-auc:0.693057	train-auc:0.889577
[419]	eval-auc:0.692943	train-auc:0.889664
[420]	eval-auc:0.692092	train-auc:0.889529
[421]	eval-auc:0.69248	train-auc:0.889766
[422]	eval-auc:0.692625	train-auc:0.890115
[423]	eval-auc:0.692416	train-auc:0.889802
[424]	eval-auc:0.692852	train-auc:0.889831
[425]	eval-auc:0.692814	train-auc:0.889834
[426]	eval-auc:0.692996	train-auc:0.889903
[427]	eval-auc:0.693296	train-auc:0.890306
[428]	eval-auc:0.693347	train-auc:0.890488
[429]	eval-auc:0.693097	train-auc:0.890647
[430]	eval-auc:0.693025	train-auc:0.890562
[431]	eval-auc:0.693545	train-auc:0.891113
[432]	eval-auc:0.692864	train-auc:0.89109
[433]	eval-auc:0.692194	train-auc:0.891834
[434]	eval-auc:0.692218	train-auc:0.891805
[435]	eval-auc:0.692623	train-auc:0.892255
[436]	eval-auc:0.692431	train-auc:0.892328
[437]	eval-auc:0.692019	train-auc:0.892339
[438]	eval-auc:0.692122	train-auc:0.892528
[439]	eval-auc:0.691728	train-auc:0.891905
[440]	eval-auc:0.691359	train-auc:0.892178
[441]	eval-auc:0.691562	train-auc:0.892811
[442]	eval-auc:0.691786	train-auc:0.892735
[443]	eval-auc:0.691739	train-auc:0.893105
[444]	eval-auc:0.692014	train-auc:0.893529
[445]	eval-auc:0.692709	train-auc:0.893852
[446]	eval-auc:0.692731	train-auc:0.893585
[447]	eval-auc:0.693142	train-auc:0.893788
[448]	eval-auc:0.693857	train-auc:0.893578
[449]	eval-auc:0.693097	train-auc:0.893835
[450]	eval-auc:0.692703	train-auc:0.894193
[451]	eval-auc:0.693378	train-auc:0.894412
[452]	eval-auc:0.693184	train-auc:0.89358
[453]	eval-auc:0.693599	train-auc:0.893894
[454]	eval-auc:0.693426	train-auc:0.894051
[455]	eval-auc:0.693893	train-auc:0.894275
[456]	eval-auc:0.693945	train-auc:0.894526
[457]	eval-auc:0.694059	train-auc:0.893928
[458]	eval-auc:0.694068	train-auc:0.894353
[459]	eval-auc:0.693879	train-auc:0.894642
[460]	eval-auc:0.694423	train-auc:0.894936
[461]	eval-auc:0.693931	train-auc:0.894956
[462]	eval-auc:0.693761	train-auc:0.89442
[463]	eval-auc:0.693788	train-auc:0.895055
[464]	eval-auc:0.694003	train-auc:0.895134
[465]	eval-auc:0.693922	train-auc:0.895075
[466]	eval-auc:0.694169	train-auc:0.894831
[467]	eval-auc:0.694146	train-auc:0.894788
[468]	eval-auc:0.694449	train-auc:0.895198
[469]	eval-auc:0.69386	train-auc:0.895561
[470]	eval-auc:0.693739	train-auc:0.895847
[471]	eval-auc:0.69357	train-auc:0.895911
[472]	eval-auc:0.693291	train-auc:0.895934
[473]	eval-auc:0.693327	train-auc:0.896292
[474]	eval-auc:0.693534	train-auc:0.896674
[475]	eval-auc:0.693121	train-auc:0.897089
[476]	eval-auc:0.693601	train-auc:0.897314
[477]	eval-auc:0.693421	train-auc:0.897628
[478]	eval-auc:0.693633	train-auc:0.898031
[479]	eval-auc:0.693369	train-auc:0.898099
[480]	eval-auc:0.693816	train-auc:0.898473
[481]	eval-auc:0.693933	train-auc:0.89864
[482]	eval-auc:0.694283	train-auc:0.898784
[483]	eval-auc:0.693758	train-auc:0.898421
[484]	eval-auc:0.694004	train-auc:0.898478
[485]	eval-auc:0.693753	train-auc:0.898745
	Score 0.6937531216119089


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.42500000000000004, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 5, 'min_child_weight': 4.0, 'n_estimators': 418.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.692287	train-auc:0.749824
[1]	eval-auc:0.704017	train-auc:0.766808
[2]	eval-auc:0.714006	train-auc:0.788685
[3]	eval-auc:0.708507	train-auc:0.799863
[4]	eval-auc:0.710019	train-auc:0.810172
[5]	eval-auc:0.705621	train-auc:0.82559
[6]	eval-auc:0.703531	train-auc:0.833125
[7]	eval-auc:0.709349	train-auc:0.840875
[8]	eval-auc:0.708539	train-auc:0.849718
[9]	eval-auc:0.708736	train-auc:0.850435
[10]	eval-auc:0.706485	train-auc:0.85549
[11]	eval-auc:0.710253	train-auc:0.862481
[12]	eval-auc:0.707241	train-auc:0.868888
[13]	eval-auc:0.707512	train-auc:0.873298
[14]	eval-auc:0.702564	train-auc:0.877295
[15]	eval-auc:0.707064	train-auc:0.882628
[16]	eval-auc:0.706861	train-auc:0.883916
[17]	eval-auc:0.702013	train-auc:0.888403
[18]	eval-auc:0.701555	train-auc:0.890847
[19]	eval-auc:0.702656	train-auc:0.896192
[20]	eval-auc:0.698841	train-auc:0.900193
[21]	eval-auc:0.695313	train-auc:0.904651
[22]	eval-auc:0.693264	train-auc:0.908591
[23]	eval-auc:0.694026	train-auc:0.911394
[24]	eval-auc:0.693963	train-auc:0.914153
[25]	eval-auc:0.696144	train-auc:0.917338
[26]	eval-auc:0.694102	train-auc:0.921857
[27]	eval-auc:0.694936	train-auc:0.928109
[28]	eval-auc:0.699806	train-auc:0.928781
[29]	eval-auc:0.698035	train-auc:0.932547
[30]	eval-auc:0.697499	train-auc:0.937816
[31]	eval-auc:0.695699	train-auc:0.940353
[32]	eval-auc:0.697597	train-auc:0.942186
[33]	eval-auc:0.693927	train-auc:0.943982
[34]	eval-auc:0.694269	train-auc:0.945306
[35]	eval-auc:0.695459	train-auc:0.94753
[36]	eval-auc:0.697814	train-auc:0.947974
[37]	eval-auc:0.695536	train-auc:0.951473
[38]	eval-auc:0.693615	train-auc:0.954068
[39]	eval-auc:0.692319	train-auc:0.955786
[40]	eval-auc:0.694047	train-auc:0.958011
[41]	eval-auc:0.693024	train-auc:0.960251
[42]	eval-auc:0.692512	train-auc:0.962065
[43]	eval-auc:0.690886	train-auc:0.963116
[44]	eval-auc:0.691289	train-auc:0.963842
[45]	eval-auc:0.689083	train-auc:0.965652
[46]	eval-auc:0.68947	train-auc:0.966472
[47]	eval-auc:0.689738	train-auc:0.968064
[48]	eval-auc:0.68904	train-auc:0.970432
[49]	eval-auc:0.690164	train-auc:0.972187
[50]	eval-auc:0.68753	train-auc:0.972836
[51]	eval-auc:0.687234	train-auc:0.973915
[52]	eval-auc:0.685226	train-auc:0.973887
[53]	eval-auc:0.684461	train-auc:0.974643
[54]	eval-auc:0.684069	train-auc:0.976589
[55]	eval-auc:0.682599	train-auc:0.976968
[56]	eval-auc:0.683424	train-auc:0.978921
[57]	eval-auc:0.683022	train-auc:0.979861
[58]	eval-auc:0.682153	train-auc:0.979903
[59]	eval-auc:0.680694	train-auc:0.980776
[60]	eval-auc:0.682014	train-auc:0.98178
[61]	eval-auc:0.682532	train-auc:0.982286
[62]	eval-auc:0.683073	train-auc:0.983152
[63]	eval-auc:0.683342	train-auc:0.983453
[64]	eval-auc:0.681373	train-auc:0.983777
[65]	eval-auc:0.681967	train-auc:0.983821
[66]	eval-auc:0.68192	train-auc:0.983976
[67]	eval-auc:0.680655	train-auc:0.984495
[68]	eval-auc:0.677254	train-auc:0.985463
[69]	eval-auc:0.677976	train-auc:0.98633
[70]	eval-auc:0.678634	train-auc:0.986944
[71]	eval-auc:0.678383	train-auc:0.987831
[72]	eval-auc:0.675847	train-auc:0.988252
[73]	eval-auc:0.678128	train-auc:0.988428
[74]	eval-auc:0.677959	train-auc:0.989122
[75]	eval-auc:0.677796	train-auc:0.989561
[76]	eval-auc:0.676545	train-auc:0.990218
[77]	eval-auc:0.677723	train-auc:0.990441
[78]	eval-auc:0.678046	train-auc:0.99049
[79]	eval-auc:0.679401	train-auc:0.990471
[80]	eval-auc:0.676829	train-auc:0.991171
[81]	eval-auc:0.676095	train-auc:0.991464
[82]	eval-auc:0.676592	train-auc:0.992069
[83]	eval-auc:0.674561	train-auc:0.992242
[84]	eval-auc:0.67197	train-auc:0.992873
[85]	eval-auc:0.67238	train-auc:0.993351
[86]	eval-auc:0.671643	train-auc:0.993342
[87]	eval-auc:0.66965	train-auc:0.993617
[88]	eval-auc:0.667746	train-auc:0.993969
[89]	eval-auc:0.66753	train-auc:0.99414
[90]	eval-auc:0.666772	train-auc:0.994265
[91]	eval-auc:0.666849	train-auc:0.994525
[92]	eval-auc:0.666977	train-auc:0.994732
[93]	eval-auc:0.667981	train-auc:0.994931
[94]	eval-auc:0.669039	train-auc:0.994917
[95]	eval-auc:0.668931	train-auc:0.995497
[96]	eval-auc:0.669162	train-auc:0.995747
[97]	eval-auc:0.670067	train-auc:0.995938
[98]	eval-auc:0.670824	train-auc:0.996165
[99]	eval-auc:0.671191	train-auc:0.996419
[100]	eval-auc:0.674422	train-auc:0.996528
[101]	eval-auc:0.676021	train-auc:0.996672
[102]	eval-auc:0.676103	train-auc:0.996889
[103]	eval-auc:0.675188	train-auc:0.996884
[104]	eval-auc:0.675619	train-auc:0.99704
[105]	eval-auc:0.675288	train-auc:0.997254
[106]	eval-auc:0.676085	train-auc:0.997451
[107]	eval-auc:0.6742	train-auc:0.99755
[108]	eval-auc:0.672459	train-auc:0.997748
[109]	eval-auc:0.672202	train-auc:0.997844
[110]	eval-auc:0.671361	train-auc:0.997721
[111]	eval-auc:0.672566	train-auc:0.997859
[112]	eval-auc:0.670681	train-auc:0.99809
[113]	eval-auc:0.669351	train-auc:0.998267
[114]	eval-auc:0.66989	train-auc:0.998337
[115]	eval-auc:0.668957	train-auc:0.998349
[116]	eval-auc:0.668136	train-auc:0.998298
[117]	eval-auc:0.668786	train-auc:0.998483
[118]	eval-auc:0.668725	train-auc:0.998489
[119]	eval-auc:0.669909	train-auc:0.998478
[120]	eval-auc:0.669682	train-auc:0.998625
[121]	eval-auc:0.668971	train-auc:0.998579
[122]	eval-auc:0.670419	train-auc:0.998683
[123]	eval-auc:0.669931	train-auc:0.99865
[124]	eval-auc:0.670624	train-auc:0.998744
[125]	eval-auc:0.67071	train-auc:0.998726
[126]	eval-auc:0.671826	train-auc:0.998838
[127]	eval-auc:0.672092	train-auc:0.998999
[128]	eval-auc:0.673554	train-auc:0.999042
[129]	eval-auc:0.672648	train-auc:0.999165
[130]	eval-auc:0.673088	train-auc:0.999147
[131]	eval-auc:0.674262	train-auc:0.999121
[132]	eval-auc:0.672739	train-auc:0.999168
[133]	eval-auc:0.671613	train-auc:0.999148
[134]	eval-auc:0.671261	train-auc:0.999098
[135]	eval-auc:0.66965	train-auc:0.999276
[136]	eval-auc:0.670148	train-auc:0.999306
[137]	eval-auc:0.670478	train-auc:0.999298
[138]	eval-auc:0.669057	train-auc:0.999318
[139]	eval-auc:0.66862	train-auc:0.999354
[140]	eval-auc:0.67263	train-auc:0.999358
[141]	eval-auc:0.672392	train-auc:0.999495
[142]	eval-auc:0.672747	train-auc:0.999473
[143]	eval-auc:0.671721	train-auc:0.999514
[144]	eval-auc:0.673045	train-auc:0.999565
[145]	eval-auc:0.671983	train-auc:0.999557
[146]	eval-auc:0.67152	train-auc:0.999563
[147]	eval-auc:0.671267	train-auc:0.999568
[148]	eval-auc:0.669828	train-auc:0.999589
[149]	eval-auc:0.670461	train-auc:0.999621
[150]	eval-auc:0.669867	train-auc:0.999624
[151]	eval-auc:0.669494	train-auc:0.999634
[152]	eval-auc:0.669022	train-auc:0.999628
[153]	eval-auc:0.66943	train-auc:0.999641
[154]	eval-auc:0.670006	train-auc:0.999672
[155]	eval-auc:0.670347	train-auc:0.999715
[156]	eval-auc:0.670623	train-auc:0.999687
[157]	eval-auc:0.670691	train-auc:0.999734
[158]	eval-auc:0.669587	train-auc:0.999776
[159]	eval-auc:0.669317	train-auc:0.999766
[160]	eval-auc:0.669081	train-auc:0.999781
[161]	eval-auc:0.66818	train-auc:0.999791
[162]	eval-auc:0.666938	train-auc:0.999765
[163]	eval-auc:0.666205	train-auc:0.999774
[164]	eval-auc:0.667271	train-auc:0.999763
[165]	eval-auc:0.667283	train-auc:0.999781
[166]	eval-auc:0.666983	train-auc:0.999794
[167]	eval-auc:0.667576	train-auc:0.999806
[168]	eval-auc:0.667454	train-auc:0.999821
[169]	eval-auc:0.667043	train-auc:0.999794
[170]	eval-auc:0.66393	train-auc:0.999802
[171]	eval-auc:0.664911	train-auc:0.999817
[172]	eval-auc:0.664197	train-auc:0.999825
[173]	eval-auc:0.665385	train-auc:0.999849
[174]	eval-auc:0.666013	train-auc:0.999874
[175]	eval-auc:0.666129	train-auc:0.999879
[176]	eval-auc:0.666452	train-auc:0.999872
[177]	eval-auc:0.66555	train-auc:0.999892
[178]	eval-auc:0.664482	train-auc:0.999911
[179]	eval-auc:0.663827	train-auc:0.999899
[180]	eval-auc:0.664897	train-auc:0.999911
[181]	eval-auc:0.664599	train-auc:0.999907
[182]	eval-auc:0.665089	train-auc:0.999939
[183]	eval-auc:0.666286	train-auc:0.999938
[184]	eval-auc:0.665421	train-auc:0.999899
[185]	eval-auc:0.664789	train-auc:0.999901
[186]	eval-auc:0.664783	train-auc:0.999926
[187]	eval-auc:0.664006	train-auc:0.999919
[188]	eval-auc:0.663871	train-auc:0.999898
[189]	eval-auc:0.664803	train-auc:0.999902
[190]	eval-auc:0.665726	train-auc:0.99993
[191]	eval-auc:0.666172	train-auc:0.999926
[192]	eval-auc:0.665726	train-auc:0.999924
[193]	eval-auc:0.664932	train-auc:0.999926
[194]	eval-auc:0.66441	train-auc:0.999923
[195]	eval-auc:0.665197	train-auc:0.999922
[196]	eval-auc:0.665736	train-auc:0.999915
[197]	eval-auc:0.666204	train-auc:0.999895
[198]	eval-auc:0.6652	train-auc:0.999903
[199]	eval-auc:0.665611	train-auc:0.9999
[200]	eval-auc:0.667236	train-auc:0.999887
[201]	eval-auc:0.666887	train-auc:0.999888
[202]	eval-auc:0.665657	train-auc:0.999892
[203]	eval-auc:0.666455	train-auc:0.999901
[204]	eval-auc:0.666571	train-auc:0.9999
[205]	eval-auc:0.665479	train-auc:0.999901
[206]	eval-auc:0.667797	train-auc:0.999895
[207]	eval-auc:0.668893	train-auc:0.999895
[208]	eval-auc:0.668604	train-auc:0.999892
[209]	eval-auc:0.667628	train-auc:0.999895
[210]	eval-auc:0.667463	train-auc:0.999905
[211]	eval-auc:0.666487	train-auc:0.999902
[212]	eval-auc:0.667297	train-auc:0.999931
[213]	eval-auc:0.666982	train-auc:0.999924
[214]	eval-auc:0.666878	train-auc:0.999947
[215]	eval-auc:0.666351	train-auc:0.999946
[216]	eval-auc:0.667239	train-auc:0.999947
[217]	eval-auc:0.667349	train-auc:0.999941
[218]	eval-auc:0.668092	train-auc:0.999934
[219]	eval-auc:0.667626	train-auc:0.999931
[220]	eval-auc:0.666782	train-auc:0.99995
[221]	eval-auc:0.666283	train-auc:0.999949
[222]	eval-auc:0.666106	train-auc:0.999941
[223]	eval-auc:0.666173	train-auc:0.999941
[224]	eval-auc:0.666475	train-auc:0.999972
[225]	eval-auc:0.66527	train-auc:0.999986
[226]	eval-auc:0.664108	train-auc:0.999986
[227]	eval-auc:0.663393	train-auc:0.999983
[228]	eval-auc:0.662799	train-auc:0.999985
[229]	eval-auc:0.663011	train-auc:0.999985
[230]	eval-auc:0.664078	train-auc:0.999982
[231]	eval-auc:0.663933	train-auc:0.999979
[232]	eval-auc:0.66393	train-auc:0.999986
[233]	eval-auc:0.664067	train-auc:0.999982
[234]	eval-auc:0.664016	train-auc:0.999988
[235]	eval-auc:0.664206	train-auc:0.999989
[236]	eval-auc:0.663233	train-auc:0.999989
[237]	eval-auc:0.664049	train-auc:0.999987
[238]	eval-auc:0.663802	train-auc:0.999986
[239]	eval-auc:0.664462	train-auc:0.999983
[240]	eval-auc:0.664264	train-auc:0.999974
[241]	eval-auc:0.664217	train-auc:0.99999
[242]	eval-auc:0.663795	train-auc:0.999991
[243]	eval-auc:0.663906	train-auc:0.99999
[244]	eval-auc:0.664038	train-auc:0.999989
[245]	eval-auc:0.663597	train-auc:0.999971
[246]	eval-auc:0.663577	train-auc:0.999973
[247]	eval-auc:0.663647	train-auc:0.999973
[248]	eval-auc:0.662257	train-auc:0.99998
[249]	eval-auc:0.662178	train-auc:0.999985
[250]	eval-auc:0.662514	train-auc:0.999995
[251]	eval-auc:0.661809	train-auc:0.999991
[252]	eval-auc:0.662403	train-auc:0.999986
[253]	eval-auc:0.662056	train-auc:0.999983
[254]	eval-auc:0.663061	train-auc:0.999987
[255]	eval-auc:0.663236	train-auc:0.999997
[256]	eval-auc:0.664067	train-auc:0.999998
[257]	eval-auc:0.665039	train-auc:0.999999
[258]	eval-auc:0.664425	train-auc:0.999999
[259]	eval-auc:0.663253	train-auc:1
[260]	eval-auc:0.663163	train-auc:1
[261]	eval-auc:0.663091	train-auc:1
[262]	eval-auc:0.662985	train-auc:1
[263]	eval-auc:0.662376	train-auc:1
[264]	eval-auc:0.6633	train-auc:1
[265]	eval-auc:0.664475	train-auc:1
[266]	eval-auc:0.662902	train-auc:1
[267]	eval-auc:0.662718	train-auc:1
[268]	eval-auc:0.662816	train-auc:1
[269]	eval-auc:0.663294	train-auc:1
[270]	eval-auc:0.662799	train-auc:1
[271]	eval-auc:0.662377	train-auc:1
[272]	eval-auc:0.661827	train-auc:1
[273]	eval-auc:0.662496	train-auc:1
[274]	eval-auc:0.662211	train-auc:1
[275]	eval-auc:0.661865	train-auc:1
[276]	eval-auc:0.663114	train-auc:1
[277]	eval-auc:0.662648	train-auc:1
[278]	eval-auc:0.662948	train-auc:1
[279]	eval-auc:0.662706	train-auc:1
[280]	eval-auc:0.663177	train-auc:1
[281]	eval-auc:0.664215	train-auc:1
[282]	eval-auc:0.662182	train-auc:1
[283]	eval-auc:0.662418	train-auc:1
[284]	eval-auc:0.662539	train-auc:1
[285]	eval-auc:0.663381	train-auc:1
[286]	eval-auc:0.663509	train-auc:1
[287]	eval-auc:0.663789	train-auc:1
[288]	eval-auc:0.6643	train-auc:1
[289]	eval-auc:0.664714	train-auc:1
[290]	eval-auc:0.665634	train-auc:1
[291]	eval-auc:0.665678	train-auc:1
[292]	eval-auc:0.66515	train-auc:1
[293]	eval-auc:0.664616	train-auc:1
[294]	eval-auc:0.664465	train-auc:1
[295]	eval-auc:0.662717	train-auc:1
[296]	eval-auc:0.663411	train-auc:1
[297]	eval-auc:0.663612	train-auc:1
[298]	eval-auc:0.663754	train-auc:1
[299]	eval-auc:0.664153	train-auc:1
[300]	eval-auc:0.664532	train-auc:1
[301]	eval-auc:0.665161	train-auc:1
[302]	eval-auc:0.664354	train-auc:1
[303]	eval-auc:0.664104	train-auc:1
[304]	eval-auc:0.665089	train-auc:1
[305]	eval-auc:0.664448	train-auc:1
[306]	eval-auc:0.665161	train-auc:1
[307]	eval-auc:0.665954	train-auc:1
[308]	eval-auc:0.665491	train-auc:1
[309]	eval-auc:0.665269	train-auc:1
[310]	eval-auc:0.665535	train-auc:1
[311]	eval-auc:0.665508	train-auc:1
[312]	eval-auc:0.666269	train-auc:1
[313]	eval-auc:0.665847	train-auc:1
[314]	eval-auc:0.665057	train-auc:1
[315]	eval-auc:0.665427	train-auc:1
[316]	eval-auc:0.665308	train-auc:1
[317]	eval-auc:0.665244	train-auc:1
[318]	eval-auc:0.664756	train-auc:1
[319]	eval-auc:0.664979	train-auc:1
[320]	eval-auc:0.66407	train-auc:1
[321]	eval-auc:0.664144	train-auc:1
[322]	eval-auc:0.664704	train-auc:1
[323]	eval-auc:0.665927	train-auc:1
[324]	eval-auc:0.66573	train-auc:1
[325]	eval-auc:0.665063	train-auc:1
[326]	eval-auc:0.665713	train-auc:1
[327]	eval-auc:0.665156	train-auc:1
[328]	eval-auc:0.66448	train-auc:1
[329]	eval-auc:0.663936	train-auc:1
[330]	eval-auc:0.663512	train-auc:1
[331]	eval-auc:0.663509	train-auc:1
[332]	eval-auc:0.66323	train-auc:1
[333]	eval-auc:0.6631	train-auc:1
[334]	eval-auc:0.66293	train-auc:1
[335]	eval-auc:0.665671	train-auc:1
[336]	eval-auc:0.666351	train-auc:1
[337]	eval-auc:0.666351	train-auc:1
[338]	eval-auc:0.666411	train-auc:1
[339]	eval-auc:0.66603	train-auc:1
[340]	eval-auc:0.667122	train-auc:1
[341]	eval-auc:0.666721	train-auc:1
[342]	eval-auc:0.667373	train-auc:1
[343]	eval-auc:0.667978	train-auc:1
[344]	eval-auc:0.668512	train-auc:1
[345]	eval-auc:0.668171	train-auc:1
[346]	eval-auc:0.668057	train-auc:1
[347]	eval-auc:0.6679	train-auc:1
[348]	eval-auc:0.668139	train-auc:1
[349]	eval-auc:0.667535	train-auc:1
[350]	eval-auc:0.667154	train-auc:1
[351]	eval-auc:0.666696	train-auc:1
[352]	eval-auc:0.666364	train-auc:1
[353]	eval-auc:0.666303	train-auc:1
[354]	eval-auc:0.666418	train-auc:1
[355]	eval-auc:0.666166	train-auc:1
[356]	eval-auc:0.665878	train-auc:1
[357]	eval-auc:0.66677	train-auc:1
[358]	eval-auc:0.666967	train-auc:1
[359]	eval-auc:0.668104	train-auc:1
[360]	eval-auc:0.667999	train-auc:1
[361]	eval-auc:0.66773	train-auc:1
[362]	eval-auc:0.667404	train-auc:1
[363]	eval-auc:0.667833	train-auc:1
[364]	eval-auc:0.667949	train-auc:1
[365]	eval-auc:0.66834	train-auc:1
[366]	eval-auc:0.667803	train-auc:1
[367]	eval-auc:0.667369	train-auc:1
[368]	eval-auc:0.666828	train-auc:1
[369]	eval-auc:0.667215	train-auc:1
[370]	eval-auc:0.665922	train-auc:1
[371]	eval-auc:0.665922	train-auc:1
[372]	eval-auc:0.666472	train-auc:1
[373]	eval-auc:0.667005	train-auc:1
[374]	eval-auc:0.667372	train-auc:1
[375]	eval-auc:0.667962	train-auc:1
[376]	eval-auc:0.667727	train-auc:1
[377]	eval-auc:0.66654	train-auc:1
[378]	eval-auc:0.666636	train-auc:1
[379]	eval-auc:0.667162	train-auc:1
[380]	eval-auc:0.667175	train-auc:1
[381]	eval-auc:0.667506	train-auc:1
[382]	eval-auc:0.66732	train-auc:1
[383]	eval-auc:0.667433	train-auc:1
[384]	eval-auc:0.666906	train-auc:1
[385]	eval-auc:0.666146	train-auc:1
[386]	eval-auc:0.666068	train-auc:1
[387]	eval-auc:0.666364	train-auc:1
[388]	eval-auc:0.665925	train-auc:1
[389]	eval-auc:0.666064	train-auc:1
[390]	eval-auc:0.666589	train-auc:1
[391]	eval-auc:0.666353	train-auc:1
[392]	eval-auc:0.666182	train-auc:1
[393]	eval-auc:0.665677	train-auc:1
[394]	eval-auc:0.666195	train-auc:1
[395]	eval-auc:0.666093	train-auc:1
[396]	eval-auc:0.666498	train-auc:1
[397]	eval-auc:0.666125	train-auc:1
[398]	eval-auc:0.66547	train-auc:1
[399]	eval-auc:0.665334	train-auc:1
[400]	eval-auc:0.664999	train-auc:1
[401]	eval-auc:0.664844	train-auc:1
[402]	eval-auc:0.664373	train-auc:1
[403]	eval-auc:0.664995	train-auc:1
[404]	eval-auc:0.664868	train-auc:1
[405]	eval-auc:0.664868	train-auc:1
[406]	eval-auc:0.664969	train-auc:1
[407]	eval-auc:0.664657	train-auc:1
[408]	eval-auc:0.664427	train-auc:1
[409]	eval-auc:0.664492	train-auc:1
[410]	eval-auc:0.664221	train-auc:1
[411]	eval-auc:0.663234	train-auc:1
[412]	eval-auc:0.663234	train-auc:1
[413]	eval-auc:0.662863	train-auc:1
[414]	eval-auc:0.664381	train-auc:1
[415]	eval-auc:0.664713	train-auc:1
[416]	eval-auc:0.664265	train-auc:1
[417]	eval-auc:0.664617	train-auc:1
	Score 0.664617061969326


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 13, 'min_child_weight': 5.0, 'n_estimators': 888.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.684727	train-auc:0.850119
[1]	eval-auc:0.668628	train-auc:0.912493
[2]	eval-auc:0.670011	train-auc:0.946428
[3]	eval-auc:0.682171	train-auc:0.966276
[4]	eval-auc:0.689	train-auc:0.976262
[5]	eval-auc:0.684431	train-auc:0.984823
[6]	eval-auc:0.685697	train-auc:0.98702
[7]	eval-auc:0.694375	train-auc:0.989478
[8]	eval-auc:0.698534	train-auc:0.992757
[9]	eval-auc:0.696958	train-auc:0.994584
[10]	eval-auc:0.699077	train-auc:0.996176
[11]	eval-auc:0.696922	train-auc:0.997146
[12]	eval-auc:0.695066	train-auc:0.998131
[13]	eval-auc:0.695282	train-auc:0.99871
[14]	eval-auc:0.695862	train-auc:0.999183
[15]	eval-auc:0.693741	train-auc:0.999334
[16]	eval-auc:0.694049	train-auc:0.999382
[17]	eval-auc:0.694062	train-auc:0.999468
[18]	eval-auc:0.692101	train-auc:0.999636
[19]	eval-auc:0.697009	train-auc:0.999738
[20]	eval-auc:0.695411	train-auc:0.999738
[21]	eval-auc:0.695079	train-auc:0.999801
[22]	eval-auc:0.693707	train-auc:0.999807
[23]	eval-auc:0.695358	train-auc:0.999856
[24]	eval-auc:0.696898	train-auc:0.999896
[25]	eval-auc:0.696853	train-auc:0.999944
[26]	eval-auc:0.693331	train-auc:0.999951
[27]	eval-auc:0.691915	train-auc:0.999959
[28]	eval-auc:0.691548	train-auc:0.999958
[29]	eval-auc:0.689788	train-auc:0.999957
[30]	eval-auc:0.689255	train-auc:0.999972
[31]	eval-auc:0.690963	train-auc:0.999974
[32]	eval-auc:0.691132	train-auc:0.99998
[33]	eval-auc:0.690857	train-auc:0.999982
[34]	eval-auc:0.690415	train-auc:0.999984
[35]	eval-auc:0.690598	train-auc:0.999985
[36]	eval-auc:0.690935	train-auc:0.999983
[37]	eval-auc:0.691393	train-auc:0.999985
[38]	eval-auc:0.691909	train-auc:0.999991
[39]	eval-auc:0.69359	train-auc:0.999995
[40]	eval-auc:0.69379	train-auc:0.999998
[41]	eval-auc:0.692833	train-auc:0.999997
[42]	eval-auc:0.691688	train-auc:0.999996
[43]	eval-auc:0.692415	train-auc:0.999996
[44]	eval-auc:0.691752	train-auc:0.999998
[45]	eval-auc:0.692348	train-auc:0.999998
[46]	eval-auc:0.693025	train-auc:0.999997
[47]	eval-auc:0.694058	train-auc:0.999998
[48]	eval-auc:0.694715	train-auc:0.999998
[49]	eval-auc:0.694382	train-auc:0.999998
[50]	eval-auc:0.694219	train-auc:0.999996
[51]	eval-auc:0.695079	train-auc:0.999999
[52]	eval-auc:0.695722	train-auc:0.999999
[53]	eval-auc:0.695329	train-auc:0.999999
[54]	eval-auc:0.693545	train-auc:0.999999
[55]	eval-auc:0.692748	train-auc:0.999999
[56]	eval-auc:0.692112	train-auc:1
[57]	eval-auc:0.693019	train-auc:1
[58]	eval-auc:0.692763	train-auc:1
[59]	eval-auc:0.692616	train-auc:1
[60]	eval-auc:0.692856	train-auc:1
[61]	eval-auc:0.692281	train-auc:1
[62]	eval-auc:0.69148	train-auc:1
[63]	eval-auc:0.690926	train-auc:1
[64]	eval-auc:0.689888	train-auc:1
[65]	eval-auc:0.689441	train-auc:1
[66]	eval-auc:0.690266	train-auc:1
[67]	eval-auc:0.689777	train-auc:1
[68]	eval-auc:0.688981	train-auc:1
[69]	eval-auc:0.68925	train-auc:1
[70]	eval-auc:0.688885	train-auc:1
[71]	eval-auc:0.689302	train-auc:1
[72]	eval-auc:0.689256	train-auc:1
[73]	eval-auc:0.68943	train-auc:1
[74]	eval-auc:0.689441	train-auc:1
[75]	eval-auc:0.690357	train-auc:1
[76]	eval-auc:0.690173	train-auc:1
[77]	eval-auc:0.688428	train-auc:1
[78]	eval-auc:0.688293	train-auc:1
[79]	eval-auc:0.68828	train-auc:1
[80]	eval-auc:0.688267	train-auc:1
[81]	eval-auc:0.688486	train-auc:1
[82]	eval-auc:0.688262	train-auc:1
[83]	eval-auc:0.687979	train-auc:1
[84]	eval-auc:0.687342	train-auc:1
[85]	eval-auc:0.687041	train-auc:1
[86]	eval-auc:0.686796	train-auc:1
[87]	eval-auc:0.68566	train-auc:1
[88]	eval-auc:0.685098	train-auc:1
[89]	eval-auc:0.685922	train-auc:1
[90]	eval-auc:0.685447	train-auc:1
[91]	eval-auc:0.685466	train-auc:1
[92]	eval-auc:0.684952	train-auc:1
[93]	eval-auc:0.684662	train-auc:1
[94]	eval-auc:0.684072	train-auc:1
[95]	eval-auc:0.684192	train-auc:1
[96]	eval-auc:0.684065	train-auc:1
[97]	eval-auc:0.68379	train-auc:1
[98]	eval-auc:0.683403	train-auc:1
[99]	eval-auc:0.682995	train-auc:1
[100]	eval-auc:0.683461	train-auc:1
[101]	eval-auc:0.683631	train-auc:1
[102]	eval-auc:0.683635	train-auc:1
[103]	eval-auc:0.683951	train-auc:1
[104]	eval-auc:0.684239	train-auc:1
[105]	eval-auc:0.683878	train-auc:1
[106]	eval-auc:0.68379	train-auc:1
[107]	eval-auc:0.684245	train-auc:1
[108]	eval-auc:0.684231	train-auc:1
[109]	eval-auc:0.683924	train-auc:1
[110]	eval-auc:0.683374	train-auc:1
[111]	eval-auc:0.683105	train-auc:1
[112]	eval-auc:0.682741	train-auc:1
[113]	eval-auc:0.682732	train-auc:1
[114]	eval-auc:0.683706	train-auc:1
[115]	eval-auc:0.683842	train-auc:1
[116]	eval-auc:0.683738	train-auc:1
[117]	eval-auc:0.683703	train-auc:1
[118]	eval-auc:0.683383	train-auc:1
[119]	eval-auc:0.683554	train-auc:1
[120]	eval-auc:0.683755	train-auc:1
[121]	eval-auc:0.684269	train-auc:1
[122]	eval-auc:0.684271	train-auc:1
[123]	eval-auc:0.684049	train-auc:1
[124]	eval-auc:0.684449	train-auc:1
[125]	eval-auc:0.684073	train-auc:1
[126]	eval-auc:0.682984	train-auc:1
[127]	eval-auc:0.683523	train-auc:1
[128]	eval-auc:0.683086	train-auc:1
[129]	eval-auc:0.682502	train-auc:1
[130]	eval-auc:0.683359	train-auc:1
[131]	eval-auc:0.683015	train-auc:1
[132]	eval-auc:0.683064	train-auc:1
[133]	eval-auc:0.683319	train-auc:1
[134]	eval-auc:0.682634	train-auc:1
[135]	eval-auc:0.682786	train-auc:1
[136]	eval-auc:0.683003	train-auc:1
[137]	eval-auc:0.684425	train-auc:1
[138]	eval-auc:0.68462	train-auc:1
[139]	eval-auc:0.684323	train-auc:1
[140]	eval-auc:0.684355	train-auc:1
[141]	eval-auc:0.684417	train-auc:1
[142]	eval-auc:0.684466	train-auc:1
[143]	eval-auc:0.683881	train-auc:1
[144]	eval-auc:0.683249	train-auc:1
[145]	eval-auc:0.682945	train-auc:1
[146]	eval-auc:0.682902	train-auc:1
[147]	eval-auc:0.682613	train-auc:1
[148]	eval-auc:0.682304	train-auc:1
[149]	eval-auc:0.682252	train-auc:1
[150]	eval-auc:0.682471	train-auc:1
[151]	eval-auc:0.681731	train-auc:1
[152]	eval-auc:0.681714	train-auc:1
[153]	eval-auc:0.68197	train-auc:1
[154]	eval-auc:0.681862	train-auc:1
[155]	eval-auc:0.681925	train-auc:1
[156]	eval-auc:0.68206	train-auc:1
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[557]	eval-auc:0.684856	train-auc:1
[558]	eval-auc:0.684856	train-auc:1
[559]	eval-auc:0.684856	train-auc:1
[560]	eval-auc:0.684856	train-auc:1
[561]	eval-auc:0.684891	train-auc:1
[562]	eval-auc:0.685098	train-auc:1
[563]	eval-auc:0.685098	train-auc:1
[564]	eval-auc:0.685098	train-auc:1
[565]	eval-auc:0.685098	train-auc:1
[566]	eval-auc:0.685098	train-auc:1
[567]	eval-auc:0.684868	train-auc:1
[568]	eval-auc:0.684868	train-auc:1
[569]	eval-auc:0.684868	train-auc:1
[570]	eval-auc:0.684952	train-auc:1
[571]	eval-auc:0.684952	train-auc:1
[572]	eval-auc:0.684952	train-auc:1
[573]	eval-auc:0.684952	train-auc:1
[574]	eval-auc:0.684952	train-auc:1
[575]	eval-auc:0.684952	train-auc:1
[576]	eval-auc:0.684952	train-auc:1
[577]	eval-auc:0.684952	train-auc:1
[578]	eval-auc:0.684952	train-auc:1
[579]	eval-auc:0.684952	train-auc:1
[580]	eval-auc:0.685093	train-auc:1
[581]	eval-auc:0.685093	train-auc:1
[582]	eval-auc:0.685093	train-auc:1
[583]	eval-auc:0.685093	train-auc:1
[584]	eval-auc:0.685035	train-auc:1
[585]	eval-auc:0.685035	train-auc:1
[586]	eval-auc:0.684975	train-auc:1
[587]	eval-auc:0.684975	train-auc:1
[588]	eval-auc:0.684975	train-auc:1
[589]	eval-auc:0.684901	train-auc:1
[590]	eval-auc:0.684901	train-auc:1
[591]	eval-auc:0.684901	train-auc:1
[592]	eval-auc:0.684901	train-auc:1
[593]	eval-auc:0.684901	train-auc:1
[594]	eval-auc:0.685075	train-auc:1
[595]	eval-auc:0.68522	train-auc:1
[596]	eval-auc:0.68522	train-auc:1
[597]	eval-auc:0.684787	train-auc:1
[598]	eval-auc:0.684787	train-auc:1
[599]	eval-auc:0.684787	train-auc:1
[600]	eval-auc:0.684787	train-auc:1
[601]	eval-auc:0.685156	train-auc:1
[602]	eval-auc:0.685156	train-auc:1
[603]	eval-auc:0.685156	train-auc:1
[604]	eval-auc:0.685156	train-auc:1
[605]	eval-auc:0.685156	train-auc:1
[606]	eval-auc:0.685156	train-auc:1
[607]	eval-auc:0.685148	train-auc:1
[608]	eval-auc:0.685148	train-auc:1
[609]	eval-auc:0.685109	train-auc:1
[610]	eval-auc:0.685141	train-auc:1
[611]	eval-auc:0.685141	train-auc:1
[612]	eval-auc:0.685141	train-auc:1
[613]	eval-auc:0.685141	train-auc:1
[614]	eval-auc:0.685141	train-auc:1
[615]	eval-auc:0.685141	train-auc:1
[616]	eval-auc:0.685141	train-auc:1
[617]	eval-auc:0.68515	train-auc:1
[618]	eval-auc:0.68515	train-auc:1
[619]	eval-auc:0.68515	train-auc:1
[620]	eval-auc:0.685352	train-auc:1
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[622]	eval-auc:0.685352	train-auc:1
[623]	eval-auc:0.685352	train-auc:1
[624]	eval-auc:0.685352	train-auc:1
[625]	eval-auc:0.685352	train-auc:1
[626]	eval-auc:0.685352	train-auc:1
[627]	eval-auc:0.685352	train-auc:1
[628]	eval-auc:0.685383	train-auc:1
[629]	eval-auc:0.685383	train-auc:1
[630]	eval-auc:0.685383	train-auc:1
[631]	eval-auc:0.685383	train-auc:1
[632]	eval-auc:0.685383	train-auc:1
[633]	eval-auc:0.685383	train-auc:1
[634]	eval-auc:0.685465	train-auc:1
[635]	eval-auc:0.685465	train-auc:1
[636]	eval-auc:0.685465	train-auc:1
[637]	eval-auc:0.685456	train-auc:1
[638]	eval-auc:0.685456	train-auc:1
[639]	eval-auc:0.685456	train-auc:1
[640]	eval-auc:0.685456	train-auc:1
[641]	eval-auc:0.685271	train-auc:1
[642]	eval-auc:0.685271	train-auc:1
[643]	eval-auc:0.685271	train-auc:1
[644]	eval-auc:0.685271	train-auc:1
[645]	eval-auc:0.68537	train-auc:1
[646]	eval-auc:0.685322	train-auc:1
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[648]	eval-auc:0.685322	train-auc:1
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[650]	eval-auc:0.685322	train-auc:1
[651]	eval-auc:0.685322	train-auc:1
[652]	eval-auc:0.685159	train-auc:1
[653]	eval-auc:0.685159	train-auc:1
[654]	eval-auc:0.685159	train-auc:1
[655]	eval-auc:0.685159	train-auc:1
[656]	eval-auc:0.685255	train-auc:1
[657]	eval-auc:0.685145	train-auc:1
[658]	eval-auc:0.685437	train-auc:1
[659]	eval-auc:0.685437	train-auc:1
[660]	eval-auc:0.685437	train-auc:1
[661]	eval-auc:0.685437	train-auc:1
[662]	eval-auc:0.685258	train-auc:1
[663]	eval-auc:0.685264	train-auc:1
[664]	eval-auc:0.685264	train-auc:1
[665]	eval-auc:0.685264	train-auc:1
[666]	eval-auc:0.685264	train-auc:1
[667]	eval-auc:0.685264	train-auc:1
[668]	eval-auc:0.685163	train-auc:1
[669]	eval-auc:0.685163	train-auc:1
[670]	eval-auc:0.685163	train-auc:1
[671]	eval-auc:0.685057	train-auc:1
[672]	eval-auc:0.684926	train-auc:1
[673]	eval-auc:0.685159	train-auc:1
[674]	eval-auc:0.685159	train-auc:1
[675]	eval-auc:0.685159	train-auc:1
[676]	eval-auc:0.685159	train-auc:1
[677]	eval-auc:0.68532	train-auc:1
[678]	eval-auc:0.68532	train-auc:1
[679]	eval-auc:0.68532	train-auc:1
[680]	eval-auc:0.68532	train-auc:1
[681]	eval-auc:0.68532	train-auc:1
[682]	eval-auc:0.68532	train-auc:1
[683]	eval-auc:0.68516	train-auc:1
[684]	eval-auc:0.68516	train-auc:1
[685]	eval-auc:0.68516	train-auc:1
[686]	eval-auc:0.68516	train-auc:1
[687]	eval-auc:0.685043	train-auc:1
[688]	eval-auc:0.685043	train-auc:1
[689]	eval-auc:0.685043	train-auc:1
[690]	eval-auc:0.685043	train-auc:1
[691]	eval-auc:0.685043	train-auc:1
[692]	eval-auc:0.684804	train-auc:1
[693]	eval-auc:0.684804	train-auc:1
[694]	eval-auc:0.684804	train-auc:1
[695]	eval-auc:0.684804	train-auc:1
[696]	eval-auc:0.684804	train-auc:1
[697]	eval-auc:0.685005	train-auc:1
[698]	eval-auc:0.685005	train-auc:1
[699]	eval-auc:0.684982	train-auc:1
[700]	eval-auc:0.684822	train-auc:1
[701]	eval-auc:0.684822	train-auc:1
[702]	eval-auc:0.684822	train-auc:1
[703]	eval-auc:0.684822	train-auc:1
[704]	eval-auc:0.684876	train-auc:1
[705]	eval-auc:0.684876	train-auc:1
[706]	eval-auc:0.684824	train-auc:1
[707]	eval-auc:0.684824	train-auc:1
[708]	eval-auc:0.684824	train-auc:1
[709]	eval-auc:0.684824	train-auc:1
[710]	eval-auc:0.684824	train-auc:1
[711]	eval-auc:0.684824	train-auc:1
[712]	eval-auc:0.684824	train-auc:1
[713]	eval-auc:0.68471	train-auc:1
[714]	eval-auc:0.684903	train-auc:1
[715]	eval-auc:0.68497	train-auc:1
[716]	eval-auc:0.68497	train-auc:1
[717]	eval-auc:0.68497	train-auc:1
[718]	eval-auc:0.68497	train-auc:1
[719]	eval-auc:0.68497	train-auc:1
[720]	eval-auc:0.68497	train-auc:1
[721]	eval-auc:0.68497	train-auc:1
[722]	eval-auc:0.68497	train-auc:1
[723]	eval-auc:0.68497	train-auc:1
[724]	eval-auc:0.684809	train-auc:1
[725]	eval-auc:0.684863	train-auc:1
[726]	eval-auc:0.684863	train-auc:1
[727]	eval-auc:0.684863	train-auc:1
[728]	eval-auc:0.684863	train-auc:1
[729]	eval-auc:0.684863	train-auc:1
[730]	eval-auc:0.684863	train-auc:1
[731]	eval-auc:0.684863	train-auc:1
[732]	eval-auc:0.684863	train-auc:1
[733]	eval-auc:0.684863	train-auc:1
[734]	eval-auc:0.684863	train-auc:1
[735]	eval-auc:0.684863	train-auc:1
[736]	eval-auc:0.684927	train-auc:1
[737]	eval-auc:0.684927	train-auc:1
[738]	eval-auc:0.684927	train-auc:1
[739]	eval-auc:0.684927	train-auc:1
[740]	eval-auc:0.685127	train-auc:1
[741]	eval-auc:0.685127	train-auc:1
[742]	eval-auc:0.685127	train-auc:1
[743]	eval-auc:0.685127	train-auc:1
[744]	eval-auc:0.685127	train-auc:1
[745]	eval-auc:0.685127	train-auc:1
[746]	eval-auc:0.685127	train-auc:1
[747]	eval-auc:0.685127	train-auc:1
[748]	eval-auc:0.685067	train-auc:1
[749]	eval-auc:0.685067	train-auc:1
[750]	eval-auc:0.685067	train-auc:1
[751]	eval-auc:0.685067	train-auc:1
[752]	eval-auc:0.685067	train-auc:1
[753]	eval-auc:0.685067	train-auc:1
[754]	eval-auc:0.685067	train-auc:1
[755]	eval-auc:0.68488	train-auc:1
[756]	eval-auc:0.68488	train-auc:1
[757]	eval-auc:0.68488	train-auc:1
[758]	eval-auc:0.685078	train-auc:1
[759]	eval-auc:0.685078	train-auc:1
[760]	eval-auc:0.685078	train-auc:1
[761]	eval-auc:0.685055	train-auc:1
[762]	eval-auc:0.685055	train-auc:1
[763]	eval-auc:0.685055	train-auc:1
[764]	eval-auc:0.685055	train-auc:1
[765]	eval-auc:0.685055	train-auc:1
[766]	eval-auc:0.685055	train-auc:1
[767]	eval-auc:0.685055	train-auc:1
[768]	eval-auc:0.685147	train-auc:1
[769]	eval-auc:0.685147	train-auc:1
[770]	eval-auc:0.685147	train-auc:1
[771]	eval-auc:0.685422	train-auc:1
[772]	eval-auc:0.685422	train-auc:1
[773]	eval-auc:0.685422	train-auc:1
[774]	eval-auc:0.685642	train-auc:1
[775]	eval-auc:0.685451	train-auc:1
[776]	eval-auc:0.685451	train-auc:1
[777]	eval-auc:0.685451	train-auc:1
[778]	eval-auc:0.685197	train-auc:1
[779]	eval-auc:0.685197	train-auc:1
[780]	eval-auc:0.685197	train-auc:1
[781]	eval-auc:0.685197	train-auc:1
[782]	eval-auc:0.685197	train-auc:1
[783]	eval-auc:0.685197	train-auc:1
[784]	eval-auc:0.685197	train-auc:1
[785]	eval-auc:0.685197	train-auc:1
[786]	eval-auc:0.685197	train-auc:1
[787]	eval-auc:0.685197	train-auc:1
[788]	eval-auc:0.685197	train-auc:1
[789]	eval-auc:0.685197	train-auc:1
[790]	eval-auc:0.685197	train-auc:1
[791]	eval-auc:0.685136	train-auc:1
[792]	eval-auc:0.685136	train-auc:1
[793]	eval-auc:0.685136	train-auc:1
[794]	eval-auc:0.685136	train-auc:1
[795]	eval-auc:0.685136	train-auc:1
[796]	eval-auc:0.685136	train-auc:1
[797]	eval-auc:0.685363	train-auc:1
[798]	eval-auc:0.685363	train-auc:1
[799]	eval-auc:0.685363	train-auc:1
[800]	eval-auc:0.685363	train-auc:1
[801]	eval-auc:0.685363	train-auc:1
[802]	eval-auc:0.685363	train-auc:1
[803]	eval-auc:0.685363	train-auc:1
[804]	eval-auc:0.685363	train-auc:1
[805]	eval-auc:0.685363	train-auc:1
[806]	eval-auc:0.685363	train-auc:1
[807]	eval-auc:0.685363	train-auc:1
[808]	eval-auc:0.685363	train-auc:1
[809]	eval-auc:0.685328	train-auc:1
[810]	eval-auc:0.685328	train-auc:1
[811]	eval-auc:0.685235	train-auc:1
[812]	eval-auc:0.685235	train-auc:1
[813]	eval-auc:0.685235	train-auc:1
[814]	eval-auc:0.685235	train-auc:1
[815]	eval-auc:0.685235	train-auc:1
[816]	eval-auc:0.685351	train-auc:1
[817]	eval-auc:0.685351	train-auc:1
[818]	eval-auc:0.685351	train-auc:1
[819]	eval-auc:0.685351	train-auc:1
[820]	eval-auc:0.685351	train-auc:1
[821]	eval-auc:0.685351	train-auc:1
[822]	eval-auc:0.685351	train-auc:1
[823]	eval-auc:0.685351	train-auc:1
[824]	eval-auc:0.685351	train-auc:1
[825]	eval-auc:0.685099	train-auc:1
[826]	eval-auc:0.685099	train-auc:1
[827]	eval-auc:0.685099	train-auc:1
[828]	eval-auc:0.685099	train-auc:1
[829]	eval-auc:0.685099	train-auc:1
[830]	eval-auc:0.685099	train-auc:1
[831]	eval-auc:0.685099	train-auc:1
[832]	eval-auc:0.685099	train-auc:1
[833]	eval-auc:0.684909	train-auc:1
[834]	eval-auc:0.684909	train-auc:1
[835]	eval-auc:0.684675	train-auc:1
[836]	eval-auc:0.684675	train-auc:1
[837]	eval-auc:0.684675	train-auc:1
[838]	eval-auc:0.684611	train-auc:1
[839]	eval-auc:0.684611	train-auc:1
[840]	eval-auc:0.684611	train-auc:1
[841]	eval-auc:0.684611	train-auc:1
[842]	eval-auc:0.684611	train-auc:1
[843]	eval-auc:0.684611	train-auc:1
[844]	eval-auc:0.684611	train-auc:1
[845]	eval-auc:0.684611	train-auc:1
[846]	eval-auc:0.684611	train-auc:1
[847]	eval-auc:0.684611	train-auc:1
[848]	eval-auc:0.684611	train-auc:1
[849]	eval-auc:0.684446	train-auc:1
[850]	eval-auc:0.684521	train-auc:1
[851]	eval-auc:0.684521	train-auc:1
[852]	eval-auc:0.684787	train-auc:1
[853]	eval-auc:0.684787	train-auc:1
[854]	eval-auc:0.684787	train-auc:1
[855]	eval-auc:0.684787	train-auc:1
[856]	eval-auc:0.684787	train-auc:1
[857]	eval-auc:0.684787	train-auc:1
[858]	eval-auc:0.684787	train-auc:1
[859]	eval-auc:0.684787	train-auc:1
[860]	eval-auc:0.684787	train-auc:1
[861]	eval-auc:0.684787	train-auc:1
[862]	eval-auc:0.684787	train-auc:1
[863]	eval-auc:0.684787	train-auc:1
[864]	eval-auc:0.684787	train-auc:1
[865]	eval-auc:0.684787	train-auc:1
[866]	eval-auc:0.684787	train-auc:1
[867]	eval-auc:0.684787	train-auc:1
[868]	eval-auc:0.684787	train-auc:1
[869]	eval-auc:0.684787	train-auc:1
[870]	eval-auc:0.684787	train-auc:1
[871]	eval-auc:0.684787	train-auc:1
[872]	eval-auc:0.684787	train-auc:1
[873]	eval-auc:0.684787	train-auc:1
[874]	eval-auc:0.684787	train-auc:1
[875]	eval-auc:0.684787	train-auc:1
[876]	eval-auc:0.684787	train-auc:1
[877]	eval-auc:0.684787	train-auc:1
[878]	eval-auc:0.684787	train-auc:1
[879]	eval-auc:0.684787	train-auc:1
[880]	eval-auc:0.684787	train-auc:1
[881]	eval-auc:0.684787	train-auc:1
[882]	eval-auc:0.684787	train-auc:1
[883]	eval-auc:0.684787	train-auc:1
[884]	eval-auc:0.684787	train-auc:1
[885]	eval-auc:0.684787	train-auc:1
[886]	eval-auc:0.684787	train-auc:1
[887]	eval-auc:0.684787	train-auc:1
	Score 0.6847872431141809


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.375, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 6, 'min_child_weight': 6.0, 'n_estimators': 370.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.710851	train-auc:0.764983
[1]	eval-auc:0.705488	train-auc:0.803314
[2]	eval-auc:0.708179	train-auc:0.830199
[3]	eval-auc:0.702755	train-auc:0.84571
[4]	eval-auc:0.695614	train-auc:0.861278
[5]	eval-auc:0.693742	train-auc:0.866541
[6]	eval-auc:0.68702	train-auc:0.875051
[7]	eval-auc:0.69475	train-auc:0.893327
[8]	eval-auc:0.697665	train-auc:0.906952
[9]	eval-auc:0.69715	train-auc:0.914134
[10]	eval-auc:0.701361	train-auc:0.920606
[11]	eval-auc:0.702214	train-auc:0.928147
[12]	eval-auc:0.701424	train-auc:0.934628
[13]	eval-auc:0.703062	train-auc:0.941324
[14]	eval-auc:0.705117	train-auc:0.947014
[15]	eval-auc:0.703654	train-auc:0.948861
[16]	eval-auc:0.702737	train-auc:0.95199
[17]	eval-auc:0.703761	train-auc:0.955854
[18]	eval-auc:0.704128	train-auc:0.957501
[19]	eval-auc:0.703025	train-auc:0.958308
[20]	eval-auc:0.700009	train-auc:0.959362
[21]	eval-auc:0.697047	train-auc:0.964111
[22]	eval-auc:0.698324	train-auc:0.965594
[23]	eval-auc:0.699378	train-auc:0.969189
[24]	eval-auc:0.696718	train-auc:0.971531
[25]	eval-auc:0.696387	train-auc:0.972553
[26]	eval-auc:0.699836	train-auc:0.973976
[27]	eval-auc:0.700691	train-auc:0.975236
[28]	eval-auc:0.699332	train-auc:0.976809
[29]	eval-auc:0.700228	train-auc:0.977037
[30]	eval-auc:0.700813	train-auc:0.978206
[31]	eval-auc:0.69671	train-auc:0.979713
[32]	eval-auc:0.696611	train-auc:0.98072
[33]	eval-auc:0.696563	train-auc:0.981991
[34]	eval-auc:0.697137	train-auc:0.982395
[35]	eval-auc:0.695976	train-auc:0.983222
[36]	eval-auc:0.693593	train-auc:0.984567
[37]	eval-auc:0.694309	train-auc:0.985761
[38]	eval-auc:0.693182	train-auc:0.986904
[39]	eval-auc:0.69393	train-auc:0.987763
[40]	eval-auc:0.693305	train-auc:0.988099
[41]	eval-auc:0.694119	train-auc:0.989018
[42]	eval-auc:0.694746	train-auc:0.990449
[43]	eval-auc:0.693858	train-auc:0.991413
[44]	eval-auc:0.693211	train-auc:0.991449
[45]	eval-auc:0.69204	train-auc:0.991996
[46]	eval-auc:0.692141	train-auc:0.99207
[47]	eval-auc:0.692186	train-auc:0.992307
[48]	eval-auc:0.693733	train-auc:0.992879
[49]	eval-auc:0.693283	train-auc:0.993294
[50]	eval-auc:0.692476	train-auc:0.993381
[51]	eval-auc:0.691483	train-auc:0.994004
[52]	eval-auc:0.692141	train-auc:0.994237
[53]	eval-auc:0.693051	train-auc:0.994545
[54]	eval-auc:0.69465	train-auc:0.994676
[55]	eval-auc:0.694285	train-auc:0.995081
[56]	eval-auc:0.693316	train-auc:0.995166
[57]	eval-auc:0.694231	train-auc:0.995448
[58]	eval-auc:0.694268	train-auc:0.995945
[59]	eval-auc:0.693587	train-auc:0.996094
[60]	eval-auc:0.694626	train-auc:0.996442
[61]	eval-auc:0.694502	train-auc:0.996548
[62]	eval-auc:0.694246	train-auc:0.996534
[63]	eval-auc:0.694324	train-auc:0.996614
[64]	eval-auc:0.694193	train-auc:0.996864
[65]	eval-auc:0.691892	train-auc:0.997044
[66]	eval-auc:0.69125	train-auc:0.997026
[67]	eval-auc:0.691384	train-auc:0.997025
[68]	eval-auc:0.691917	train-auc:0.997324
[69]	eval-auc:0.692664	train-auc:0.997512
[70]	eval-auc:0.691976	train-auc:0.997687
[71]	eval-auc:0.691723	train-auc:0.997832
[72]	eval-auc:0.691946	train-auc:0.99801
[73]	eval-auc:0.691956	train-auc:0.998037
[74]	eval-auc:0.6935	train-auc:0.998131
[75]	eval-auc:0.694454	train-auc:0.998134
[76]	eval-auc:0.694606	train-auc:0.998152
[77]	eval-auc:0.695261	train-auc:0.998388
[78]	eval-auc:0.694077	train-auc:0.998485
[79]	eval-auc:0.692846	train-auc:0.998546
[80]	eval-auc:0.693455	train-auc:0.998604
[81]	eval-auc:0.692675	train-auc:0.998683
[82]	eval-auc:0.690191	train-auc:0.998807
[83]	eval-auc:0.689521	train-auc:0.998804
[84]	eval-auc:0.689732	train-auc:0.998839
[85]	eval-auc:0.689905	train-auc:0.998836
[86]	eval-auc:0.690915	train-auc:0.998903
[87]	eval-auc:0.690971	train-auc:0.998907
[88]	eval-auc:0.691082	train-auc:0.998961
[89]	eval-auc:0.690182	train-auc:0.99895
[90]	eval-auc:0.690551	train-auc:0.998948
[91]	eval-auc:0.690664	train-auc:0.999066
[92]	eval-auc:0.690249	train-auc:0.99909
[93]	eval-auc:0.690187	train-auc:0.999085
[94]	eval-auc:0.690664	train-auc:0.999187
[95]	eval-auc:0.691492	train-auc:0.999243
[96]	eval-auc:0.691164	train-auc:0.999255
[97]	eval-auc:0.69056	train-auc:0.999267
[98]	eval-auc:0.691286	train-auc:0.999219
[99]	eval-auc:0.69074	train-auc:0.999228
[100]	eval-auc:0.688215	train-auc:0.999242
[101]	eval-auc:0.687668	train-auc:0.999291
[102]	eval-auc:0.687007	train-auc:0.999319
[103]	eval-auc:0.69103	train-auc:0.999373
[104]	eval-auc:0.690758	train-auc:0.999385
[105]	eval-auc:0.691044	train-auc:0.999447
[106]	eval-auc:0.69192	train-auc:0.999485
[107]	eval-auc:0.691783	train-auc:0.999502
[108]	eval-auc:0.690013	train-auc:0.999568
[109]	eval-auc:0.690563	train-auc:0.99955
[110]	eval-auc:0.690441	train-auc:0.999561
[111]	eval-auc:0.689528	train-auc:0.999617
[112]	eval-auc:0.68867	train-auc:0.999595
[113]	eval-auc:0.68903	train-auc:0.999637
[114]	eval-auc:0.689124	train-auc:0.999647
[115]	eval-auc:0.689311	train-auc:0.999651
[116]	eval-auc:0.68929	train-auc:0.999663
[117]	eval-auc:0.68783	train-auc:0.999705
[118]	eval-auc:0.688127	train-auc:0.999735
[119]	eval-auc:0.688247	train-auc:0.999739
[120]	eval-auc:0.688209	train-auc:0.999746
[121]	eval-auc:0.687577	train-auc:0.999751
[122]	eval-auc:0.687339	train-auc:0.999732
[123]	eval-auc:0.686886	train-auc:0.999736
[124]	eval-auc:0.687102	train-auc:0.999746
[125]	eval-auc:0.685119	train-auc:0.999728
[126]	eval-auc:0.684897	train-auc:0.999739
[127]	eval-auc:0.68435	train-auc:0.999744
[128]	eval-auc:0.683711	train-auc:0.999717
[129]	eval-auc:0.684279	train-auc:0.999724
[130]	eval-auc:0.684292	train-auc:0.99975
[131]	eval-auc:0.68526	train-auc:0.999782
[132]	eval-auc:0.683644	train-auc:0.999813
[133]	eval-auc:0.683581	train-auc:0.999842
[134]	eval-auc:0.683705	train-auc:0.999842
[135]	eval-auc:0.684202	train-auc:0.999856
[136]	eval-auc:0.684955	train-auc:0.999856
[137]	eval-auc:0.685514	train-auc:0.999866
[138]	eval-auc:0.685498	train-auc:0.999878
[139]	eval-auc:0.685663	train-auc:0.99988
[140]	eval-auc:0.685809	train-auc:0.999888
[141]	eval-auc:0.686797	train-auc:0.999885
[142]	eval-auc:0.68696	train-auc:0.999897
[143]	eval-auc:0.688334	train-auc:0.999892
[144]	eval-auc:0.689043	train-auc:0.999896
[145]	eval-auc:0.687152	train-auc:0.99989
[146]	eval-auc:0.687677	train-auc:0.999901
[147]	eval-auc:0.687814	train-auc:0.999901
[148]	eval-auc:0.688555	train-auc:0.999903
[149]	eval-auc:0.688597	train-auc:0.999908
[150]	eval-auc:0.688165	train-auc:0.999909
[151]	eval-auc:0.687549	train-auc:0.999913
[152]	eval-auc:0.687703	train-auc:0.999916
[153]	eval-auc:0.687851	train-auc:0.999927
[154]	eval-auc:0.687674	train-auc:0.999929
[155]	eval-auc:0.68738	train-auc:0.999932
[156]	eval-auc:0.68806	train-auc:0.999938
[157]	eval-auc:0.686826	train-auc:0.999956
[158]	eval-auc:0.686025	train-auc:0.999956
[159]	eval-auc:0.686456	train-auc:0.999957
[160]	eval-auc:0.687352	train-auc:0.999965
[161]	eval-auc:0.686902	train-auc:0.999973
[162]	eval-auc:0.686613	train-auc:0.999973
[163]	eval-auc:0.686593	train-auc:0.999977
[164]	eval-auc:0.686167	train-auc:0.999978
[165]	eval-auc:0.686045	train-auc:0.999978
[166]	eval-auc:0.685999	train-auc:0.999978
[167]	eval-auc:0.685902	train-auc:0.999978
[168]	eval-auc:0.685646	train-auc:0.999978
[169]	eval-auc:0.689322	train-auc:0.999979
[170]	eval-auc:0.689713	train-auc:0.99998
[171]	eval-auc:0.689333	train-auc:0.999972
[172]	eval-auc:0.689386	train-auc:0.999972
[173]	eval-auc:0.689386	train-auc:0.999972
[174]	eval-auc:0.689386	train-auc:0.999972
[175]	eval-auc:0.689339	train-auc:0.999973
[176]	eval-auc:0.689378	train-auc:0.999974
[177]	eval-auc:0.688903	train-auc:0.999977
[178]	eval-auc:0.688329	train-auc:0.999978
[179]	eval-auc:0.688389	train-auc:0.999979
[180]	eval-auc:0.688127	train-auc:0.999995
[181]	eval-auc:0.686877	train-auc:0.999995
[182]	eval-auc:0.686844	train-auc:0.999995
[183]	eval-auc:0.687102	train-auc:0.999995
[184]	eval-auc:0.686989	train-auc:0.999997
[185]	eval-auc:0.687048	train-auc:0.999993
[186]	eval-auc:0.686697	train-auc:0.999995
[187]	eval-auc:0.686969	train-auc:0.999995
[188]	eval-auc:0.686622	train-auc:0.999995
[189]	eval-auc:0.686742	train-auc:0.999995
[190]	eval-auc:0.686905	train-auc:0.999998
[191]	eval-auc:0.686966	train-auc:0.999998
[192]	eval-auc:0.686607	train-auc:0.999998
[193]	eval-auc:0.686607	train-auc:0.999998
[194]	eval-auc:0.686883	train-auc:0.999999
[195]	eval-auc:0.687012	train-auc:0.999999
[196]	eval-auc:0.687259	train-auc:0.999999
[197]	eval-auc:0.686709	train-auc:0.999999
[198]	eval-auc:0.687131	train-auc:0.999999
[199]	eval-auc:0.686883	train-auc:0.999999
[200]	eval-auc:0.686688	train-auc:0.999999
[201]	eval-auc:0.6864	train-auc:0.999999
[202]	eval-auc:0.686834	train-auc:1
[203]	eval-auc:0.686747	train-auc:1
[204]	eval-auc:0.686771	train-auc:1
[205]	eval-auc:0.687061	train-auc:1
[206]	eval-auc:0.687469	train-auc:1
[207]	eval-auc:0.687469	train-auc:1
[208]	eval-auc:0.687711	train-auc:1
[209]	eval-auc:0.687711	train-auc:1
[210]	eval-auc:0.68811	train-auc:1
[211]	eval-auc:0.68811	train-auc:1
[212]	eval-auc:0.68811	train-auc:1
[213]	eval-auc:0.68811	train-auc:1
[214]	eval-auc:0.68811	train-auc:1
[215]	eval-auc:0.68811	train-auc:1
[216]	eval-auc:0.68811	train-auc:1
[217]	eval-auc:0.687956	train-auc:1
[218]	eval-auc:0.687956	train-auc:1
[219]	eval-auc:0.687956	train-auc:1
[220]	eval-auc:0.688015	train-auc:1
[221]	eval-auc:0.687918	train-auc:1
[222]	eval-auc:0.687918	train-auc:1
[223]	eval-auc:0.688238	train-auc:1
[224]	eval-auc:0.688256	train-auc:1
[225]	eval-auc:0.687924	train-auc:1
[226]	eval-auc:0.688137	train-auc:1
[227]	eval-auc:0.688838	train-auc:1
[228]	eval-auc:0.689057	train-auc:1
[229]	eval-auc:0.688352	train-auc:1
[230]	eval-auc:0.688028	train-auc:1
[231]	eval-auc:0.687897	train-auc:1
[232]	eval-auc:0.68746	train-auc:1
[233]	eval-auc:0.687479	train-auc:1
[234]	eval-auc:0.687696	train-auc:1
[235]	eval-auc:0.687696	train-auc:1
[236]	eval-auc:0.687709	train-auc:1
[237]	eval-auc:0.686837	train-auc:1
[238]	eval-auc:0.686854	train-auc:1
[239]	eval-auc:0.686343	train-auc:1
[240]	eval-auc:0.686129	train-auc:1
[241]	eval-auc:0.685689	train-auc:1
[242]	eval-auc:0.685399	train-auc:1
[243]	eval-auc:0.685112	train-auc:1
[244]	eval-auc:0.684384	train-auc:1
[245]	eval-auc:0.684079	train-auc:1
[246]	eval-auc:0.684263	train-auc:1
[247]	eval-auc:0.684129	train-auc:1
[248]	eval-auc:0.684012	train-auc:1
[249]	eval-auc:0.684294	train-auc:1
[250]	eval-auc:0.684085	train-auc:1
[251]	eval-auc:0.683898	train-auc:1
[252]	eval-auc:0.68453	train-auc:1
[253]	eval-auc:0.68453	train-auc:1
[254]	eval-auc:0.68453	train-auc:1
[255]	eval-auc:0.68453	train-auc:1
[256]	eval-auc:0.684446	train-auc:1
[257]	eval-auc:0.68439	train-auc:1
[258]	eval-auc:0.68389	train-auc:1
[259]	eval-auc:0.682855	train-auc:1
[260]	eval-auc:0.682855	train-auc:1
[261]	eval-auc:0.682202	train-auc:1
[262]	eval-auc:0.682339	train-auc:1
[263]	eval-auc:0.68234	train-auc:1
[264]	eval-auc:0.682435	train-auc:1
[265]	eval-auc:0.682555	train-auc:1
[266]	eval-auc:0.682359	train-auc:1
[267]	eval-auc:0.682154	train-auc:1
[268]	eval-auc:0.682086	train-auc:1
[269]	eval-auc:0.682086	train-auc:1
[270]	eval-auc:0.682284	train-auc:1
[271]	eval-auc:0.682432	train-auc:1
[272]	eval-auc:0.682311	train-auc:1
[273]	eval-auc:0.682375	train-auc:1
[274]	eval-auc:0.682375	train-auc:1
[275]	eval-auc:0.682375	train-auc:1
[276]	eval-auc:0.682375	train-auc:1
[277]	eval-auc:0.682203	train-auc:1
[278]	eval-auc:0.682393	train-auc:1
[279]	eval-auc:0.683167	train-auc:1
[280]	eval-auc:0.683167	train-auc:1
[281]	eval-auc:0.683167	train-auc:1
[282]	eval-auc:0.683281	train-auc:1
[283]	eval-auc:0.683281	train-auc:1
[284]	eval-auc:0.683956	train-auc:1
[285]	eval-auc:0.683683	train-auc:1
[286]	eval-auc:0.683683	train-auc:1
[287]	eval-auc:0.683683	train-auc:1
[288]	eval-auc:0.683409	train-auc:1
[289]	eval-auc:0.683409	train-auc:1
[290]	eval-auc:0.683409	train-auc:1
[291]	eval-auc:0.683409	train-auc:1
[292]	eval-auc:0.683365	train-auc:1
[293]	eval-auc:0.683109	train-auc:1
[294]	eval-auc:0.682779	train-auc:1
[295]	eval-auc:0.682806	train-auc:1
[296]	eval-auc:0.682806	train-auc:1
[297]	eval-auc:0.682806	train-auc:1
[298]	eval-auc:0.682057	train-auc:1
[299]	eval-auc:0.682326	train-auc:1
[300]	eval-auc:0.681985	train-auc:1
[301]	eval-auc:0.6812	train-auc:1
[302]	eval-auc:0.681343	train-auc:1
[303]	eval-auc:0.681343	train-auc:1
[304]	eval-auc:0.681343	train-auc:1
[305]	eval-auc:0.681343	train-auc:1
[306]	eval-auc:0.681201	train-auc:1
[307]	eval-auc:0.681073	train-auc:1
[308]	eval-auc:0.681073	train-auc:1
[309]	eval-auc:0.681081	train-auc:1
[310]	eval-auc:0.680883	train-auc:1
[311]	eval-auc:0.680778	train-auc:1
[312]	eval-auc:0.680169	train-auc:1
[313]	eval-auc:0.680169	train-auc:1
[314]	eval-auc:0.680169	train-auc:1
[315]	eval-auc:0.680706	train-auc:1
[316]	eval-auc:0.680706	train-auc:1
[317]	eval-auc:0.680839	train-auc:1
[318]	eval-auc:0.680839	train-auc:1
[319]	eval-auc:0.680839	train-auc:1
[320]	eval-auc:0.680813	train-auc:1
[321]	eval-auc:0.680813	train-auc:1
[322]	eval-auc:0.680813	train-auc:1
[323]	eval-auc:0.680813	train-auc:1
[324]	eval-auc:0.680813	train-auc:1
[325]	eval-auc:0.681268	train-auc:1
[326]	eval-auc:0.681268	train-auc:1
[327]	eval-auc:0.681128	train-auc:1
[328]	eval-auc:0.681127	train-auc:1
[329]	eval-auc:0.681127	train-auc:1
[330]	eval-auc:0.681127	train-auc:1
[331]	eval-auc:0.681312	train-auc:1
[332]	eval-auc:0.681312	train-auc:1
[333]	eval-auc:0.681312	train-auc:1
[334]	eval-auc:0.681312	train-auc:1
[335]	eval-auc:0.681312	train-auc:1
[336]	eval-auc:0.681251	train-auc:1
[337]	eval-auc:0.681938	train-auc:1
[338]	eval-auc:0.681938	train-auc:1
[339]	eval-auc:0.681938	train-auc:1
[340]	eval-auc:0.681938	train-auc:1
[341]	eval-auc:0.681938	train-auc:1
[342]	eval-auc:0.681938	train-auc:1
[343]	eval-auc:0.681938	train-auc:1
[344]	eval-auc:0.681938	train-auc:1
[345]	eval-auc:0.681938	train-auc:1
[346]	eval-auc:0.681938	train-auc:1
[347]	eval-auc:0.681938	train-auc:1
[348]	eval-auc:0.681938	train-auc:1
[349]	eval-auc:0.681938	train-auc:1
[350]	eval-auc:0.681938	train-auc:1
[351]	eval-auc:0.681938	train-auc:1
[352]	eval-auc:0.681938	train-auc:1
[353]	eval-auc:0.682153	train-auc:1
[354]	eval-auc:0.682153	train-auc:1
[355]	eval-auc:0.682153	train-auc:1
[356]	eval-auc:0.682153	train-auc:1
[357]	eval-auc:0.682153	train-auc:1
[358]	eval-auc:0.682153	train-auc:1
[359]	eval-auc:0.682153	train-auc:1
[360]	eval-auc:0.682153	train-auc:1
[361]	eval-auc:0.682153	train-auc:1
[362]	eval-auc:0.682153	train-auc:1
[363]	eval-auc:0.682153	train-auc:1
[364]	eval-auc:0.682103	train-auc:1
[365]	eval-auc:0.682103	train-auc:1
[366]	eval-auc:0.682103	train-auc:1
[367]	eval-auc:0.682103	train-auc:1
[368]	eval-auc:0.682103	train-auc:1
[369]	eval-auc:0.682173	train-auc:1
	Score 0.6821727027981824


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 4, 'min_child_weight': 3.0, 'n_estimators': 319.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.716389	train-auc:0.725482
[1]	eval-auc:0.686539	train-auc:0.749881
[2]	eval-auc:0.694358	train-auc:0.753185
[3]	eval-auc:0.69722	train-auc:0.759144
[4]	eval-auc:0.698032	train-auc:0.760983
[5]	eval-auc:0.697837	train-auc:0.767122
[6]	eval-auc:0.702821	train-auc:0.769235
[7]	eval-auc:0.703281	train-auc:0.772839
[8]	eval-auc:0.708049	train-auc:0.78009
[9]	eval-auc:0.712576	train-auc:0.781622
[10]	eval-auc:0.710394	train-auc:0.787451
[11]	eval-auc:0.705204	train-auc:0.792957
[12]	eval-auc:0.704711	train-auc:0.790872
[13]	eval-auc:0.709529	train-auc:0.791649
[14]	eval-auc:0.707917	train-auc:0.790644
[15]	eval-auc:0.706238	train-auc:0.792619
[16]	eval-auc:0.704756	train-auc:0.797288
[17]	eval-auc:0.705809	train-auc:0.802984
[18]	eval-auc:0.705164	train-auc:0.803355
[19]	eval-auc:0.704796	train-auc:0.80431
[20]	eval-auc:0.707083	train-auc:0.804859
[21]	eval-auc:0.706126	train-auc:0.80814
[22]	eval-auc:0.705541	train-auc:0.809764
[23]	eval-auc:0.704673	train-auc:0.813947
[24]	eval-auc:0.703778	train-auc:0.817972
[25]	eval-auc:0.702974	train-auc:0.820159
[26]	eval-auc:0.701486	train-auc:0.822477
[27]	eval-auc:0.701522	train-auc:0.825494
[28]	eval-auc:0.701317	train-auc:0.825204
[29]	eval-auc:0.701703	train-auc:0.825919
[30]	eval-auc:0.701231	train-auc:0.827416
[31]	eval-auc:0.701574	train-auc:0.830168
[32]	eval-auc:0.702976	train-auc:0.833626
[33]	eval-auc:0.702465	train-auc:0.836696
[34]	eval-auc:0.702858	train-auc:0.838034
[35]	eval-auc:0.703375	train-auc:0.839903
[36]	eval-auc:0.703375	train-auc:0.841963
[37]	eval-auc:0.703679	train-auc:0.843301
[38]	eval-auc:0.704397	train-auc:0.845203
[39]	eval-auc:0.703845	train-auc:0.846845
[40]	eval-auc:0.704517	train-auc:0.847259
[41]	eval-auc:0.705321	train-auc:0.848577
[42]	eval-auc:0.705438	train-auc:0.848828
[43]	eval-auc:0.704386	train-auc:0.850962
[44]	eval-auc:0.704253	train-auc:0.852063
[45]	eval-auc:0.704605	train-auc:0.852856
[46]	eval-auc:0.704265	train-auc:0.854448
[47]	eval-auc:0.703371	train-auc:0.854911
[48]	eval-auc:0.703397	train-auc:0.855608
[49]	eval-auc:0.701963	train-auc:0.856293
[50]	eval-auc:0.702365	train-auc:0.856515
[51]	eval-auc:0.701602	train-auc:0.857595
[52]	eval-auc:0.702473	train-auc:0.85879
[53]	eval-auc:0.702884	train-auc:0.862194
[54]	eval-auc:0.703035	train-auc:0.862307
[55]	eval-auc:0.703364	train-auc:0.862761
[56]	eval-auc:0.703403	train-auc:0.862856
[57]	eval-auc:0.703193	train-auc:0.863239
[58]	eval-auc:0.703224	train-auc:0.865519
[59]	eval-auc:0.703411	train-auc:0.866881
[60]	eval-auc:0.704078	train-auc:0.866861
[61]	eval-auc:0.703751	train-auc:0.867547
[62]	eval-auc:0.703948	train-auc:0.867834
[63]	eval-auc:0.703476	train-auc:0.870027
[64]	eval-auc:0.703806	train-auc:0.872278
[65]	eval-auc:0.703572	train-auc:0.872297
[66]	eval-auc:0.703812	train-auc:0.873262
[67]	eval-auc:0.703957	train-auc:0.873661
[68]	eval-auc:0.705688	train-auc:0.874722
[69]	eval-auc:0.70625	train-auc:0.876498
[70]	eval-auc:0.705276	train-auc:0.878172
[71]	eval-auc:0.70399	train-auc:0.879014
[72]	eval-auc:0.70292	train-auc:0.881161
[73]	eval-auc:0.701895	train-auc:0.881842
[74]	eval-auc:0.702638	train-auc:0.883351
[75]	eval-auc:0.702746	train-auc:0.884296
[76]	eval-auc:0.702955	train-auc:0.885815
[77]	eval-auc:0.702692	train-auc:0.886517
[78]	eval-auc:0.703602	train-auc:0.889253
[79]	eval-auc:0.704073	train-auc:0.890415
[80]	eval-auc:0.703878	train-auc:0.89275
[81]	eval-auc:0.704129	train-auc:0.893553
[82]	eval-auc:0.704755	train-auc:0.894257
[83]	eval-auc:0.704602	train-auc:0.894677
[84]	eval-auc:0.705859	train-auc:0.896238
[85]	eval-auc:0.706114	train-auc:0.898649
[86]	eval-auc:0.706316	train-auc:0.899382
[87]	eval-auc:0.704959	train-auc:0.900112
[88]	eval-auc:0.704692	train-auc:0.901296
[89]	eval-auc:0.704396	train-auc:0.902475
[90]	eval-auc:0.704297	train-auc:0.902742
[91]	eval-auc:0.704114	train-auc:0.903036
[92]	eval-auc:0.704344	train-auc:0.904631
[93]	eval-auc:0.705057	train-auc:0.905244
[94]	eval-auc:0.704907	train-auc:0.906347
[95]	eval-auc:0.705859	train-auc:0.907219
[96]	eval-auc:0.705848	train-auc:0.90776
[97]	eval-auc:0.705775	train-auc:0.908215
[98]	eval-auc:0.705385	train-auc:0.909402
[99]	eval-auc:0.705768	train-auc:0.910681
[100]	eval-auc:0.705046	train-auc:0.910836
[101]	eval-auc:0.704953	train-auc:0.911798
[102]	eval-auc:0.704487	train-auc:0.913158
[103]	eval-auc:0.704236	train-auc:0.913156
[104]	eval-auc:0.703885	train-auc:0.914033
[105]	eval-auc:0.703363	train-auc:0.914506
[106]	eval-auc:0.702829	train-auc:0.91486
[107]	eval-auc:0.703342	train-auc:0.915042
[108]	eval-auc:0.703426	train-auc:0.915242
[109]	eval-auc:0.702784	train-auc:0.916107
[110]	eval-auc:0.703535	train-auc:0.916179
[111]	eval-auc:0.70327	train-auc:0.917087
[112]	eval-auc:0.703525	train-auc:0.917405
[113]	eval-auc:0.704823	train-auc:0.918886
[114]	eval-auc:0.704989	train-auc:0.919937
[115]	eval-auc:0.70484	train-auc:0.920241
[116]	eval-auc:0.704406	train-auc:0.920457
[117]	eval-auc:0.704782	train-auc:0.92156
[118]	eval-auc:0.705009	train-auc:0.921689
[119]	eval-auc:0.705163	train-auc:0.922758
[120]	eval-auc:0.705203	train-auc:0.92373
[121]	eval-auc:0.705396	train-auc:0.924139
[122]	eval-auc:0.705078	train-auc:0.924633
[123]	eval-auc:0.705588	train-auc:0.924793
[124]	eval-auc:0.705527	train-auc:0.925095
[125]	eval-auc:0.705707	train-auc:0.925583
[126]	eval-auc:0.705174	train-auc:0.925883
[127]	eval-auc:0.704603	train-auc:0.926425
[128]	eval-auc:0.70555	train-auc:0.927393
[129]	eval-auc:0.705854	train-auc:0.928277
[130]	eval-auc:0.705655	train-auc:0.928948
[131]	eval-auc:0.705603	train-auc:0.929385
[132]	eval-auc:0.705676	train-auc:0.930165
[133]	eval-auc:0.705469	train-auc:0.930318
[134]	eval-auc:0.705061	train-auc:0.931211
[135]	eval-auc:0.705454	train-auc:0.931284
[136]	eval-auc:0.704706	train-auc:0.931652
[137]	eval-auc:0.705097	train-auc:0.932223
[138]	eval-auc:0.705306	train-auc:0.932675
[139]	eval-auc:0.705323	train-auc:0.933035
[140]	eval-auc:0.705673	train-auc:0.933602
[141]	eval-auc:0.705985	train-auc:0.933608
[142]	eval-auc:0.707583	train-auc:0.934227
[143]	eval-auc:0.707631	train-auc:0.934757
[144]	eval-auc:0.70773	train-auc:0.935138
[145]	eval-auc:0.708553	train-auc:0.935594
[146]	eval-auc:0.708801	train-auc:0.936037
[147]	eval-auc:0.708388	train-auc:0.936265
[148]	eval-auc:0.707896	train-auc:0.936634
[149]	eval-auc:0.707272	train-auc:0.936982
[150]	eval-auc:0.706917	train-auc:0.937703
[151]	eval-auc:0.706448	train-auc:0.938799
[152]	eval-auc:0.706935	train-auc:0.939401
[153]	eval-auc:0.707481	train-auc:0.939726
[154]	eval-auc:0.707666	train-auc:0.940064
[155]	eval-auc:0.709169	train-auc:0.941183
[156]	eval-auc:0.709585	train-auc:0.941759
[157]	eval-auc:0.70934	train-auc:0.94216
[158]	eval-auc:0.70887	train-auc:0.942801
[159]	eval-auc:0.708562	train-auc:0.942884
[160]	eval-auc:0.708101	train-auc:0.942963
[161]	eval-auc:0.708155	train-auc:0.943417
[162]	eval-auc:0.70772	train-auc:0.943385
[163]	eval-auc:0.707147	train-auc:0.943949
[164]	eval-auc:0.705833	train-auc:0.944956
[165]	eval-auc:0.705894	train-auc:0.945497
[166]	eval-auc:0.706174	train-auc:0.94575
[167]	eval-auc:0.705838	train-auc:0.946506
[168]	eval-auc:0.706007	train-auc:0.946911
[169]	eval-auc:0.705208	train-auc:0.947518
[170]	eval-auc:0.705733	train-auc:0.947732
[171]	eval-auc:0.706299	train-auc:0.947905
[172]	eval-auc:0.706265	train-auc:0.947952
[173]	eval-auc:0.706728	train-auc:0.948362
[174]	eval-auc:0.707351	train-auc:0.948936
[175]	eval-auc:0.707344	train-auc:0.949339
[176]	eval-auc:0.706951	train-auc:0.950034
[177]	eval-auc:0.707537	train-auc:0.951083
[178]	eval-auc:0.707869	train-auc:0.951338
[179]	eval-auc:0.707971	train-auc:0.951668
[180]	eval-auc:0.708606	train-auc:0.952268
[181]	eval-auc:0.708483	train-auc:0.952636
[182]	eval-auc:0.70874	train-auc:0.952962
[183]	eval-auc:0.709209	train-auc:0.953269
[184]	eval-auc:0.709599	train-auc:0.953548
[185]	eval-auc:0.709535	train-auc:0.953573
[186]	eval-auc:0.709191	train-auc:0.953912
[187]	eval-auc:0.708842	train-auc:0.954544
[188]	eval-auc:0.708746	train-auc:0.954601
[189]	eval-auc:0.708865	train-auc:0.954953
[190]	eval-auc:0.708703	train-auc:0.955287
[191]	eval-auc:0.708967	train-auc:0.955464
[192]	eval-auc:0.708757	train-auc:0.955951
[193]	eval-auc:0.708408	train-auc:0.955997
[194]	eval-auc:0.708105	train-auc:0.956339
[195]	eval-auc:0.708624	train-auc:0.956677
[196]	eval-auc:0.708058	train-auc:0.956694
[197]	eval-auc:0.70791	train-auc:0.956807
[198]	eval-auc:0.707105	train-auc:0.957285
[199]	eval-auc:0.706914	train-auc:0.957547
[200]	eval-auc:0.707287	train-auc:0.95805
[201]	eval-auc:0.707494	train-auc:0.958406
[202]	eval-auc:0.707368	train-auc:0.958752
[203]	eval-auc:0.707835	train-auc:0.959141
[204]	eval-auc:0.708487	train-auc:0.959206
[205]	eval-auc:0.708889	train-auc:0.959866
[206]	eval-auc:0.708667	train-auc:0.960253
[207]	eval-auc:0.708425	train-auc:0.960573
[208]	eval-auc:0.708822	train-auc:0.960986
[209]	eval-auc:0.708808	train-auc:0.960934
[210]	eval-auc:0.708618	train-auc:0.961177
[211]	eval-auc:0.70907	train-auc:0.961676
[212]	eval-auc:0.70964	train-auc:0.962551
[213]	eval-auc:0.709236	train-auc:0.962666
[214]	eval-auc:0.70928	train-auc:0.962795
[215]	eval-auc:0.709185	train-auc:0.962951
[216]	eval-auc:0.709419	train-auc:0.963459
[217]	eval-auc:0.709192	train-auc:0.963719
[218]	eval-auc:0.708901	train-auc:0.964176
[219]	eval-auc:0.70881	train-auc:0.964278
[220]	eval-auc:0.709302	train-auc:0.964339
[221]	eval-auc:0.709299	train-auc:0.964768
[222]	eval-auc:0.709395	train-auc:0.964679
[223]	eval-auc:0.70932	train-auc:0.964911
[224]	eval-auc:0.70892	train-auc:0.965208
[225]	eval-auc:0.708592	train-auc:0.965379
[226]	eval-auc:0.708358	train-auc:0.965814
[227]	eval-auc:0.70876	train-auc:0.965892
[228]	eval-auc:0.708379	train-auc:0.965973
[229]	eval-auc:0.70823	train-auc:0.966124
[230]	eval-auc:0.708265	train-auc:0.966208
[231]	eval-auc:0.708032	train-auc:0.966298
[232]	eval-auc:0.707979	train-auc:0.966487
[233]	eval-auc:0.708114	train-auc:0.966602
[234]	eval-auc:0.708108	train-auc:0.966802
[235]	eval-auc:0.708176	train-auc:0.966897
[236]	eval-auc:0.708144	train-auc:0.96731
[237]	eval-auc:0.708407	train-auc:0.967488
[238]	eval-auc:0.708388	train-auc:0.967855
[239]	eval-auc:0.708484	train-auc:0.967784
[240]	eval-auc:0.708336	train-auc:0.967987
[241]	eval-auc:0.708251	train-auc:0.968356
[242]	eval-auc:0.708012	train-auc:0.968616
[243]	eval-auc:0.707881	train-auc:0.968773
[244]	eval-auc:0.707467	train-auc:0.969026
[245]	eval-auc:0.708172	train-auc:0.969373
[246]	eval-auc:0.708189	train-auc:0.969521
[247]	eval-auc:0.708067	train-auc:0.96975
[248]	eval-auc:0.708575	train-auc:0.970102
[249]	eval-auc:0.708085	train-auc:0.970069
[250]	eval-auc:0.708831	train-auc:0.97029
[251]	eval-auc:0.709063	train-auc:0.970534
[252]	eval-auc:0.709328	train-auc:0.970708
[253]	eval-auc:0.709346	train-auc:0.970779
[254]	eval-auc:0.709573	train-auc:0.970926
[255]	eval-auc:0.709404	train-auc:0.97104
[256]	eval-auc:0.709466	train-auc:0.971292
[257]	eval-auc:0.709533	train-auc:0.971381
[258]	eval-auc:0.710168	train-auc:0.971582
[259]	eval-auc:0.710133	train-auc:0.97171
[260]	eval-auc:0.710391	train-auc:0.971974
[261]	eval-auc:0.710377	train-auc:0.97215
[262]	eval-auc:0.710421	train-auc:0.972264
[263]	eval-auc:0.709954	train-auc:0.972322
[264]	eval-auc:0.70969	train-auc:0.972356
[265]	eval-auc:0.709978	train-auc:0.972495
[266]	eval-auc:0.709753	train-auc:0.972529
[267]	eval-auc:0.709573	train-auc:0.972591
[268]	eval-auc:0.70969	train-auc:0.972678
[269]	eval-auc:0.709993	train-auc:0.9731
[270]	eval-auc:0.71027	train-auc:0.973505
[271]	eval-auc:0.710263	train-auc:0.973653
[272]	eval-auc:0.710576	train-auc:0.973969
[273]	eval-auc:0.71048	train-auc:0.974169
[274]	eval-auc:0.709762	train-auc:0.974503
[275]	eval-auc:0.709797	train-auc:0.974598
[276]	eval-auc:0.709454	train-auc:0.974859
[277]	eval-auc:0.709402	train-auc:0.975207
[278]	eval-auc:0.70936	train-auc:0.975314
[279]	eval-auc:0.709233	train-auc:0.975608
[280]	eval-auc:0.70899	train-auc:0.975761
[281]	eval-auc:0.709205	train-auc:0.975891
[282]	eval-auc:0.709292	train-auc:0.976038
[283]	eval-auc:0.70937	train-auc:0.976232
[284]	eval-auc:0.709395	train-auc:0.97636
[285]	eval-auc:0.709561	train-auc:0.976451
[286]	eval-auc:0.709749	train-auc:0.9766
[287]	eval-auc:0.709617	train-auc:0.976598
[288]	eval-auc:0.709745	train-auc:0.976857
[289]	eval-auc:0.70946	train-auc:0.976991
[290]	eval-auc:0.709512	train-auc:0.977113
[291]	eval-auc:0.709309	train-auc:0.977251
[292]	eval-auc:0.709198	train-auc:0.97726
[293]	eval-auc:0.709075	train-auc:0.977413
[294]	eval-auc:0.708845	train-auc:0.977589
[295]	eval-auc:0.709114	train-auc:0.977732
[296]	eval-auc:0.709247	train-auc:0.977852
[297]	eval-auc:0.709864	train-auc:0.978033
[298]	eval-auc:0.709433	train-auc:0.978087
[299]	eval-auc:0.709577	train-auc:0.978346
[300]	eval-auc:0.709769	train-auc:0.978572
[301]	eval-auc:0.709548	train-auc:0.978755
[302]	eval-auc:0.709564	train-auc:0.978766
[303]	eval-auc:0.709716	train-auc:0.978945
[304]	eval-auc:0.709545	train-auc:0.978961
[305]	eval-auc:0.709384	train-auc:0.978975
[306]	eval-auc:0.70923	train-auc:0.979176
[307]	eval-auc:0.709425	train-auc:0.979451
[308]	eval-auc:0.709835	train-auc:0.979594
[309]	eval-auc:0.709679	train-auc:0.979787
[310]	eval-auc:0.709658	train-auc:0.979834
[311]	eval-auc:0.709539	train-auc:0.979995
[312]	eval-auc:0.709346	train-auc:0.980071
[313]	eval-auc:0.709299	train-auc:0.980163
[314]	eval-auc:0.709424	train-auc:0.980174
[315]	eval-auc:0.709405	train-auc:0.980215
[316]	eval-auc:0.709349	train-auc:0.980221
[317]	eval-auc:0.709474	train-auc:0.980298
[318]	eval-auc:0.709614	train-auc:0.980401
	Score 0.7096139555847921


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 4, 'min_child_weight': 3.0, 'n_estimators': 342.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.707553	train-auc:0.731473
[1]	eval-auc:0.684537	train-auc:0.754633
[2]	eval-auc:0.690115	train-auc:0.759664
[3]	eval-auc:0.692531	train-auc:0.76695
[4]	eval-auc:0.690902	train-auc:0.767688
[5]	eval-auc:0.689683	train-auc:0.766864
[6]	eval-auc:0.694295	train-auc:0.7695
[7]	eval-auc:0.69744	train-auc:0.772988
[8]	eval-auc:0.703573	train-auc:0.780486
[9]	eval-auc:0.703055	train-auc:0.78008
[10]	eval-auc:0.701722	train-auc:0.781639
[11]	eval-auc:0.701687	train-auc:0.783855
[12]	eval-auc:0.704092	train-auc:0.785214
[13]	eval-auc:0.703363	train-auc:0.788309
[14]	eval-auc:0.703327	train-auc:0.788322
[15]	eval-auc:0.704087	train-auc:0.789712
[16]	eval-auc:0.70399	train-auc:0.794969
[17]	eval-auc:0.704439	train-auc:0.797101
[18]	eval-auc:0.703751	train-auc:0.797703
[19]	eval-auc:0.703664	train-auc:0.796425
[20]	eval-auc:0.707586	train-auc:0.799191
[21]	eval-auc:0.708358	train-auc:0.80247
[22]	eval-auc:0.708847	train-auc:0.804578
[23]	eval-auc:0.707066	train-auc:0.807477
[24]	eval-auc:0.705709	train-auc:0.809557
[25]	eval-auc:0.703879	train-auc:0.810669
[26]	eval-auc:0.701073	train-auc:0.811662
[27]	eval-auc:0.701962	train-auc:0.813727
[28]	eval-auc:0.701237	train-auc:0.812786
[29]	eval-auc:0.699991	train-auc:0.814968
[30]	eval-auc:0.700831	train-auc:0.817295
[31]	eval-auc:0.700889	train-auc:0.81831
[32]	eval-auc:0.701849	train-auc:0.820181
[33]	eval-auc:0.700818	train-auc:0.821731
[34]	eval-auc:0.700825	train-auc:0.823526
[35]	eval-auc:0.700336	train-auc:0.824159
[36]	eval-auc:0.699437	train-auc:0.824728
[37]	eval-auc:0.699284	train-auc:0.825418
[38]	eval-auc:0.699946	train-auc:0.827984
[39]	eval-auc:0.700315	train-auc:0.82914
[40]	eval-auc:0.700385	train-auc:0.831381
[41]	eval-auc:0.700103	train-auc:0.832429
[42]	eval-auc:0.700526	train-auc:0.833484
[43]	eval-auc:0.700056	train-auc:0.834877
[44]	eval-auc:0.700117	train-auc:0.836582
[45]	eval-auc:0.700866	train-auc:0.838832
[46]	eval-auc:0.702657	train-auc:0.840617
[47]	eval-auc:0.702952	train-auc:0.841084
[48]	eval-auc:0.703397	train-auc:0.842337
[49]	eval-auc:0.703653	train-auc:0.8437
[50]	eval-auc:0.703194	train-auc:0.843797
[51]	eval-auc:0.704049	train-auc:0.844048
[52]	eval-auc:0.705348	train-auc:0.844825
[53]	eval-auc:0.705121	train-auc:0.846735
[54]	eval-auc:0.705318	train-auc:0.847292
[55]	eval-auc:0.706003	train-auc:0.847933
[56]	eval-auc:0.706157	train-auc:0.848274
[57]	eval-auc:0.70633	train-auc:0.850227
[58]	eval-auc:0.705863	train-auc:0.852126
[59]	eval-auc:0.705189	train-auc:0.853538
[60]	eval-auc:0.706139	train-auc:0.853889
[61]	eval-auc:0.706527	train-auc:0.854332
[62]	eval-auc:0.706553	train-auc:0.854969
[63]	eval-auc:0.707025	train-auc:0.856204
[64]	eval-auc:0.706914	train-auc:0.856264
[65]	eval-auc:0.706906	train-auc:0.855958
[66]	eval-auc:0.707166	train-auc:0.859097
[67]	eval-auc:0.707364	train-auc:0.860329
[68]	eval-auc:0.707897	train-auc:0.861522
[69]	eval-auc:0.707109	train-auc:0.863999
[70]	eval-auc:0.706689	train-auc:0.865474
[71]	eval-auc:0.705858	train-auc:0.866189
[72]	eval-auc:0.706561	train-auc:0.867364
[73]	eval-auc:0.706179	train-auc:0.866926
[74]	eval-auc:0.706234	train-auc:0.867385
[75]	eval-auc:0.706367	train-auc:0.86813
[76]	eval-auc:0.706099	train-auc:0.869025
[77]	eval-auc:0.705332	train-auc:0.86981
[78]	eval-auc:0.705232	train-auc:0.872046
[79]	eval-auc:0.705056	train-auc:0.872172
[80]	eval-auc:0.704744	train-auc:0.873115
[81]	eval-auc:0.704798	train-auc:0.874165
[82]	eval-auc:0.705417	train-auc:0.87549
[83]	eval-auc:0.705748	train-auc:0.87571
[84]	eval-auc:0.706121	train-auc:0.876835
[85]	eval-auc:0.706226	train-auc:0.876987
[86]	eval-auc:0.70653	train-auc:0.878945
[87]	eval-auc:0.706518	train-auc:0.879241
[88]	eval-auc:0.707388	train-auc:0.880714
[89]	eval-auc:0.707718	train-auc:0.881808
[90]	eval-auc:0.707825	train-auc:0.881977
[91]	eval-auc:0.706001	train-auc:0.882365
[92]	eval-auc:0.705152	train-auc:0.884145
[93]	eval-auc:0.705401	train-auc:0.884939
[94]	eval-auc:0.704942	train-auc:0.885919
[95]	eval-auc:0.704848	train-auc:0.886753
[96]	eval-auc:0.705289	train-auc:0.887192
[97]	eval-auc:0.705719	train-auc:0.887794
[98]	eval-auc:0.705056	train-auc:0.889341
[99]	eval-auc:0.705408	train-auc:0.8902
[100]	eval-auc:0.705364	train-auc:0.890042
[101]	eval-auc:0.706324	train-auc:0.891007
[102]	eval-auc:0.705657	train-auc:0.891191
[103]	eval-auc:0.705596	train-auc:0.891859
[104]	eval-auc:0.706938	train-auc:0.893284
[105]	eval-auc:0.706468	train-auc:0.894532
[106]	eval-auc:0.705877	train-auc:0.894872
[107]	eval-auc:0.706562	train-auc:0.895764
[108]	eval-auc:0.706167	train-auc:0.89737
[109]	eval-auc:0.705728	train-auc:0.8985
[110]	eval-auc:0.705752	train-auc:0.898355
[111]	eval-auc:0.70539	train-auc:0.89921
[112]	eval-auc:0.705728	train-auc:0.899638
[113]	eval-auc:0.705519	train-auc:0.899789
[114]	eval-auc:0.705408	train-auc:0.900676
[115]	eval-auc:0.705215	train-auc:0.901059
[116]	eval-auc:0.70484	train-auc:0.901333
[117]	eval-auc:0.704839	train-auc:0.902055
[118]	eval-auc:0.705551	train-auc:0.903054
[119]	eval-auc:0.705761	train-auc:0.904143
[120]	eval-auc:0.705897	train-auc:0.904933
[121]	eval-auc:0.7062	train-auc:0.905975
[122]	eval-auc:0.705452	train-auc:0.906645
[123]	eval-auc:0.705595	train-auc:0.90772
[124]	eval-auc:0.705853	train-auc:0.908939
[125]	eval-auc:0.705338	train-auc:0.90929
[126]	eval-auc:0.7055	train-auc:0.910088
[127]	eval-auc:0.70488	train-auc:0.911044
[128]	eval-auc:0.705088	train-auc:0.911149
[129]	eval-auc:0.705426	train-auc:0.911402
[130]	eval-auc:0.705233	train-auc:0.912316
[131]	eval-auc:0.705225	train-auc:0.913479
[132]	eval-auc:0.7055	train-auc:0.914239
[133]	eval-auc:0.705673	train-auc:0.915103
[134]	eval-auc:0.705978	train-auc:0.916194
[135]	eval-auc:0.706001	train-auc:0.916847
[136]	eval-auc:0.705822	train-auc:0.917251
[137]	eval-auc:0.706031	train-auc:0.918277
[138]	eval-auc:0.705902	train-auc:0.918853
[139]	eval-auc:0.706177	train-auc:0.91895
[140]	eval-auc:0.706272	train-auc:0.919101
[141]	eval-auc:0.706406	train-auc:0.919126
[142]	eval-auc:0.706262	train-auc:0.919611
[143]	eval-auc:0.706439	train-auc:0.920107
[144]	eval-auc:0.70649	train-auc:0.920716
[145]	eval-auc:0.706978	train-auc:0.921077
[146]	eval-auc:0.706389	train-auc:0.921652
[147]	eval-auc:0.706477	train-auc:0.921941
[148]	eval-auc:0.706471	train-auc:0.922256
[149]	eval-auc:0.706436	train-auc:0.922577
[150]	eval-auc:0.706165	train-auc:0.923247
[151]	eval-auc:0.707001	train-auc:0.924545
[152]	eval-auc:0.706741	train-auc:0.924565
[153]	eval-auc:0.707258	train-auc:0.924717
[154]	eval-auc:0.707537	train-auc:0.924995
[155]	eval-auc:0.708149	train-auc:0.925991
[156]	eval-auc:0.708502	train-auc:0.926425
[157]	eval-auc:0.708403	train-auc:0.92663
[158]	eval-auc:0.708367	train-auc:0.926768
[159]	eval-auc:0.70812	train-auc:0.927426
[160]	eval-auc:0.707825	train-auc:0.92753
[161]	eval-auc:0.707797	train-auc:0.928183
[162]	eval-auc:0.70696	train-auc:0.928898
[163]	eval-auc:0.706649	train-auc:0.928969
[164]	eval-auc:0.706806	train-auc:0.929351
[165]	eval-auc:0.706622	train-auc:0.92959
[166]	eval-auc:0.706805	train-auc:0.929775
[167]	eval-auc:0.70666	train-auc:0.929897
[168]	eval-auc:0.706363	train-auc:0.930083
[169]	eval-auc:0.70611	train-auc:0.930582
[170]	eval-auc:0.706585	train-auc:0.931121
[171]	eval-auc:0.706739	train-auc:0.931261
[172]	eval-auc:0.706416	train-auc:0.931612
[173]	eval-auc:0.706555	train-auc:0.931936
[174]	eval-auc:0.707231	train-auc:0.932319
[175]	eval-auc:0.707206	train-auc:0.9328
[176]	eval-auc:0.706754	train-auc:0.933451
[177]	eval-auc:0.707063	train-auc:0.933839
[178]	eval-auc:0.707241	train-auc:0.934528
[179]	eval-auc:0.707204	train-auc:0.934706
[180]	eval-auc:0.707446	train-auc:0.934927
[181]	eval-auc:0.707924	train-auc:0.935507
[182]	eval-auc:0.707604	train-auc:0.936245
[183]	eval-auc:0.707496	train-auc:0.936724
[184]	eval-auc:0.707743	train-auc:0.937076
[185]	eval-auc:0.707985	train-auc:0.937521
[186]	eval-auc:0.707883	train-auc:0.937578
[187]	eval-auc:0.707496	train-auc:0.938119
[188]	eval-auc:0.707411	train-auc:0.93848
[189]	eval-auc:0.707709	train-auc:0.938842
[190]	eval-auc:0.707735	train-auc:0.93949
[191]	eval-auc:0.707446	train-auc:0.939611
[192]	eval-auc:0.707583	train-auc:0.939781
[193]	eval-auc:0.707418	train-auc:0.940186
[194]	eval-auc:0.707401	train-auc:0.940789
[195]	eval-auc:0.70789	train-auc:0.940784
[196]	eval-auc:0.708141	train-auc:0.941014
[197]	eval-auc:0.708543	train-auc:0.941513
[198]	eval-auc:0.708518	train-auc:0.941525
[199]	eval-auc:0.707953	train-auc:0.941951
[200]	eval-auc:0.708269	train-auc:0.942361
[201]	eval-auc:0.708585	train-auc:0.94271
[202]	eval-auc:0.708446	train-auc:0.94293
[203]	eval-auc:0.708862	train-auc:0.943329
[204]	eval-auc:0.708543	train-auc:0.943679
[205]	eval-auc:0.708667	train-auc:0.943934
[206]	eval-auc:0.708233	train-auc:0.944133
[207]	eval-auc:0.708438	train-auc:0.945001
[208]	eval-auc:0.708402	train-auc:0.945597
[209]	eval-auc:0.708216	train-auc:0.94548
[210]	eval-auc:0.707951	train-auc:0.945479
[211]	eval-auc:0.70828	train-auc:0.945957
[212]	eval-auc:0.708419	train-auc:0.946439
[213]	eval-auc:0.708775	train-auc:0.946793
[214]	eval-auc:0.709029	train-auc:0.947155
[215]	eval-auc:0.709016	train-auc:0.947323
[216]	eval-auc:0.709178	train-auc:0.947478
[217]	eval-auc:0.709322	train-auc:0.947563
[218]	eval-auc:0.709969	train-auc:0.947887
[219]	eval-auc:0.710069	train-auc:0.948045
[220]	eval-auc:0.709896	train-auc:0.948735
[221]	eval-auc:0.709867	train-auc:0.948961
[222]	eval-auc:0.70996	train-auc:0.948758
[223]	eval-auc:0.70994	train-auc:0.949081
[224]	eval-auc:0.71001	train-auc:0.949637
[225]	eval-auc:0.710299	train-auc:0.949624
[226]	eval-auc:0.710608	train-auc:0.95002
[227]	eval-auc:0.710508	train-auc:0.950193
[228]	eval-auc:0.710448	train-auc:0.950296
[229]	eval-auc:0.710327	train-auc:0.950446
[230]	eval-auc:0.710459	train-auc:0.951154
[231]	eval-auc:0.710823	train-auc:0.951257
[232]	eval-auc:0.710768	train-auc:0.951625
[233]	eval-auc:0.710742	train-auc:0.951743
[234]	eval-auc:0.710948	train-auc:0.951902
[235]	eval-auc:0.711035	train-auc:0.951935
[236]	eval-auc:0.711243	train-auc:0.95219
[237]	eval-auc:0.711303	train-auc:0.952471
[238]	eval-auc:0.711324	train-auc:0.952943
[239]	eval-auc:0.710879	train-auc:0.953215
[240]	eval-auc:0.710936	train-auc:0.953551
[241]	eval-auc:0.710825	train-auc:0.953814
[242]	eval-auc:0.710628	train-auc:0.954145
[243]	eval-auc:0.71103	train-auc:0.954344
[244]	eval-auc:0.710561	train-auc:0.954675
[245]	eval-auc:0.710694	train-auc:0.954819
[246]	eval-auc:0.711137	train-auc:0.95517
[247]	eval-auc:0.71107	train-auc:0.955257
[248]	eval-auc:0.711167	train-auc:0.955283
[249]	eval-auc:0.711254	train-auc:0.955319
[250]	eval-auc:0.711059	train-auc:0.95568
[251]	eval-auc:0.710657	train-auc:0.956005
[252]	eval-auc:0.710939	train-auc:0.956351
[253]	eval-auc:0.710968	train-auc:0.956597
[254]	eval-auc:0.71116	train-auc:0.956707
[255]	eval-auc:0.711084	train-auc:0.956815
[256]	eval-auc:0.710809	train-auc:0.957035
[257]	eval-auc:0.710843	train-auc:0.957125
[258]	eval-auc:0.711074	train-auc:0.957239
[259]	eval-auc:0.711294	train-auc:0.957717
[260]	eval-auc:0.711091	train-auc:0.957912
[261]	eval-auc:0.711118	train-auc:0.958033
[262]	eval-auc:0.710919	train-auc:0.958479
[263]	eval-auc:0.710832	train-auc:0.958686
[264]	eval-auc:0.710704	train-auc:0.958801
[265]	eval-auc:0.710671	train-auc:0.958934
[266]	eval-auc:0.710581	train-auc:0.959153
[267]	eval-auc:0.710492	train-auc:0.959196
[268]	eval-auc:0.710896	train-auc:0.959409
[269]	eval-auc:0.711172	train-auc:0.959653
[270]	eval-auc:0.710913	train-auc:0.959984
[271]	eval-auc:0.710907	train-auc:0.960212
[272]	eval-auc:0.710893	train-auc:0.960464
[273]	eval-auc:0.71093	train-auc:0.960849
[274]	eval-auc:0.710724	train-auc:0.96121
[275]	eval-auc:0.710451	train-auc:0.961218
[276]	eval-auc:0.709887	train-auc:0.961512
[277]	eval-auc:0.710372	train-auc:0.96178
[278]	eval-auc:0.710174	train-auc:0.961871
[279]	eval-auc:0.7107	train-auc:0.962025
[280]	eval-auc:0.71043	train-auc:0.962384
[281]	eval-auc:0.710403	train-auc:0.962364
[282]	eval-auc:0.710119	train-auc:0.962515
[283]	eval-auc:0.710002	train-auc:0.962671
[284]	eval-auc:0.710123	train-auc:0.962905
[285]	eval-auc:0.70983	train-auc:0.963257
[286]	eval-auc:0.709831	train-auc:0.963519
[287]	eval-auc:0.709513	train-auc:0.963672
[288]	eval-auc:0.709634	train-auc:0.96395
[289]	eval-auc:0.709414	train-auc:0.964147
[290]	eval-auc:0.709244	train-auc:0.964509
[291]	eval-auc:0.709104	train-auc:0.964773
[292]	eval-auc:0.709069	train-auc:0.964887
[293]	eval-auc:0.709089	train-auc:0.964962
[294]	eval-auc:0.709118	train-auc:0.965011
[295]	eval-auc:0.709671	train-auc:0.96534
[296]	eval-auc:0.709676	train-auc:0.965432
[297]	eval-auc:0.709619	train-auc:0.965569
[298]	eval-auc:0.709649	train-auc:0.965649
[299]	eval-auc:0.709536	train-auc:0.965935
[300]	eval-auc:0.70955	train-auc:0.965984
[301]	eval-auc:0.709866	train-auc:0.966274
[302]	eval-auc:0.709871	train-auc:0.966465
[303]	eval-auc:0.710014	train-auc:0.966731
[304]	eval-auc:0.710133	train-auc:0.966777
[305]	eval-auc:0.709888	train-auc:0.966803
[306]	eval-auc:0.709721	train-auc:0.967094
[307]	eval-auc:0.709635	train-auc:0.967275
[308]	eval-auc:0.709731	train-auc:0.967362
[309]	eval-auc:0.709628	train-auc:0.967568
[310]	eval-auc:0.709705	train-auc:0.967926
[311]	eval-auc:0.709721	train-auc:0.968049
[312]	eval-auc:0.709693	train-auc:0.968154
[313]	eval-auc:0.709564	train-auc:0.968381
[314]	eval-auc:0.709344	train-auc:0.968444
[315]	eval-auc:0.709821	train-auc:0.968626
[316]	eval-auc:0.709958	train-auc:0.968632
[317]	eval-auc:0.709964	train-auc:0.968712
[318]	eval-auc:0.710011	train-auc:0.969021
[319]	eval-auc:0.709978	train-auc:0.969082
[320]	eval-auc:0.709984	train-auc:0.969257
[321]	eval-auc:0.71027	train-auc:0.969307
[322]	eval-auc:0.710194	train-auc:0.96934
[323]	eval-auc:0.709742	train-auc:0.96944
[324]	eval-auc:0.709529	train-auc:0.969635
[325]	eval-auc:0.709584	train-auc:0.969844
[326]	eval-auc:0.710155	train-auc:0.970156
[327]	eval-auc:0.710115	train-auc:0.970095
[328]	eval-auc:0.71038	train-auc:0.970177
[329]	eval-auc:0.710261	train-auc:0.970391
[330]	eval-auc:0.71003	train-auc:0.970442
[331]	eval-auc:0.710063	train-auc:0.970668
[332]	eval-auc:0.710505	train-auc:0.97078
[333]	eval-auc:0.710476	train-auc:0.971047
[334]	eval-auc:0.710156	train-auc:0.971136
[335]	eval-auc:0.709835	train-auc:0.971393
[336]	eval-auc:0.709769	train-auc:0.971529
[337]	eval-auc:0.709883	train-auc:0.971805
[338]	eval-auc:0.709635	train-auc:0.971981
[339]	eval-auc:0.70952	train-auc:0.971905
[340]	eval-auc:0.709721	train-auc:0.971846
[341]	eval-auc:0.709322	train-auc:0.972016
	Score 0.7093215899816053


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 233.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.710015	train-auc:0.732367
[1]	eval-auc:0.68996	train-auc:0.751056
[2]	eval-auc:0.693721	train-auc:0.749215
[3]	eval-auc:0.694631	train-auc:0.753049
[4]	eval-auc:0.696479	train-auc:0.752308
[5]	eval-auc:0.695864	train-auc:0.760023
[6]	eval-auc:0.695775	train-auc:0.762326
[7]	eval-auc:0.697436	train-auc:0.763155
[8]	eval-auc:0.697214	train-auc:0.764354
[9]	eval-auc:0.697658	train-auc:0.766201
[10]	eval-auc:0.699543	train-auc:0.771108
[11]	eval-auc:0.699172	train-auc:0.773756
[12]	eval-auc:0.698197	train-auc:0.779444
[13]	eval-auc:0.695787	train-auc:0.783393
[14]	eval-auc:0.697884	train-auc:0.78402
[15]	eval-auc:0.698186	train-auc:0.787103
[16]	eval-auc:0.698104	train-auc:0.788356
[17]	eval-auc:0.698689	train-auc:0.791407
[18]	eval-auc:0.700908	train-auc:0.795857
[19]	eval-auc:0.700622	train-auc:0.797388
[20]	eval-auc:0.702734	train-auc:0.801964
[21]	eval-auc:0.702135	train-auc:0.803773
[22]	eval-auc:0.701106	train-auc:0.805172
[23]	eval-auc:0.7008	train-auc:0.806739
[24]	eval-auc:0.700282	train-auc:0.809925
[25]	eval-auc:0.700663	train-auc:0.810935
[26]	eval-auc:0.700065	train-auc:0.812091
[27]	eval-auc:0.700244	train-auc:0.813199
[28]	eval-auc:0.701696	train-auc:0.815988
[29]	eval-auc:0.701704	train-auc:0.818618
[30]	eval-auc:0.701065	train-auc:0.819614
[31]	eval-auc:0.702063	train-auc:0.820512
[32]	eval-auc:0.703001	train-auc:0.821841
[33]	eval-auc:0.703219	train-auc:0.822446
[34]	eval-auc:0.702489	train-auc:0.825209
[35]	eval-auc:0.702509	train-auc:0.826249
[36]	eval-auc:0.702118	train-auc:0.826682
[37]	eval-auc:0.70176	train-auc:0.827592
[38]	eval-auc:0.701952	train-auc:0.827755
[39]	eval-auc:0.701598	train-auc:0.828808
[40]	eval-auc:0.699705	train-auc:0.830884
[41]	eval-auc:0.69962	train-auc:0.832454
[42]	eval-auc:0.698809	train-auc:0.833577
[43]	eval-auc:0.698262	train-auc:0.83401
[44]	eval-auc:0.69799	train-auc:0.836754
[45]	eval-auc:0.698068	train-auc:0.839302
[46]	eval-auc:0.699689	train-auc:0.841247
[47]	eval-auc:0.699521	train-auc:0.841932
[48]	eval-auc:0.698883	train-auc:0.843056
[49]	eval-auc:0.698576	train-auc:0.845026
[50]	eval-auc:0.698843	train-auc:0.844926
[51]	eval-auc:0.699306	train-auc:0.84481
[52]	eval-auc:0.700196	train-auc:0.845441
[53]	eval-auc:0.701491	train-auc:0.847395
[54]	eval-auc:0.701704	train-auc:0.848099
[55]	eval-auc:0.70229	train-auc:0.84851
[56]	eval-auc:0.701283	train-auc:0.848693
[57]	eval-auc:0.701189	train-auc:0.849683
[58]	eval-auc:0.70029	train-auc:0.850401
[59]	eval-auc:0.699179	train-auc:0.852335
[60]	eval-auc:0.699259	train-auc:0.852519
[61]	eval-auc:0.69966	train-auc:0.853713
[62]	eval-auc:0.699701	train-auc:0.854335
[63]	eval-auc:0.699645	train-auc:0.854839
[64]	eval-auc:0.699364	train-auc:0.854876
[65]	eval-auc:0.699903	train-auc:0.855265
[66]	eval-auc:0.701422	train-auc:0.858619
[67]	eval-auc:0.701612	train-auc:0.859939
[68]	eval-auc:0.701527	train-auc:0.859846
[69]	eval-auc:0.700899	train-auc:0.860439
[70]	eval-auc:0.701352	train-auc:0.861873
[71]	eval-auc:0.701425	train-auc:0.863645
[72]	eval-auc:0.701677	train-auc:0.864115
[73]	eval-auc:0.701627	train-auc:0.864495
[74]	eval-auc:0.702609	train-auc:0.866417
[75]	eval-auc:0.702743	train-auc:0.866817
[76]	eval-auc:0.70288	train-auc:0.867153
[77]	eval-auc:0.703183	train-auc:0.86753
[78]	eval-auc:0.703736	train-auc:0.869029
[79]	eval-auc:0.704271	train-auc:0.870207
[80]	eval-auc:0.704508	train-auc:0.872347
[81]	eval-auc:0.704125	train-auc:0.872415
[82]	eval-auc:0.703939	train-auc:0.872765
[83]	eval-auc:0.703794	train-auc:0.873885
[84]	eval-auc:0.703834	train-auc:0.874004
[85]	eval-auc:0.703691	train-auc:0.874412
[86]	eval-auc:0.704016	train-auc:0.875146
[87]	eval-auc:0.704341	train-auc:0.875338
[88]	eval-auc:0.704618	train-auc:0.876073
[89]	eval-auc:0.703208	train-auc:0.876648
[90]	eval-auc:0.703491	train-auc:0.877478
[91]	eval-auc:0.702721	train-auc:0.878332
[92]	eval-auc:0.702759	train-auc:0.878847
[93]	eval-auc:0.702667	train-auc:0.879318
[94]	eval-auc:0.703421	train-auc:0.881635
[95]	eval-auc:0.703122	train-auc:0.881558
[96]	eval-auc:0.704149	train-auc:0.883341
[97]	eval-auc:0.70398	train-auc:0.884197
[98]	eval-auc:0.704386	train-auc:0.884986
[99]	eval-auc:0.704464	train-auc:0.885392
[100]	eval-auc:0.704315	train-auc:0.885849
[101]	eval-auc:0.704386	train-auc:0.887606
[102]	eval-auc:0.704202	train-auc:0.887906
[103]	eval-auc:0.70467	train-auc:0.889017
[104]	eval-auc:0.704563	train-auc:0.889447
[105]	eval-auc:0.704298	train-auc:0.890011
[106]	eval-auc:0.704286	train-auc:0.889956
[107]	eval-auc:0.704597	train-auc:0.890956
[108]	eval-auc:0.703861	train-auc:0.892386
[109]	eval-auc:0.70442	train-auc:0.893513
[110]	eval-auc:0.70495	train-auc:0.893679
[111]	eval-auc:0.705093	train-auc:0.894508
[112]	eval-auc:0.705257	train-auc:0.89546
[113]	eval-auc:0.704208	train-auc:0.896601
[114]	eval-auc:0.70433	train-auc:0.897232
[115]	eval-auc:0.704793	train-auc:0.89866
[116]	eval-auc:0.704348	train-auc:0.899576
[117]	eval-auc:0.704951	train-auc:0.899982
[118]	eval-auc:0.705079	train-auc:0.900177
[119]	eval-auc:0.704593	train-auc:0.901151
[120]	eval-auc:0.704682	train-auc:0.901889
[121]	eval-auc:0.705015	train-auc:0.903994
[122]	eval-auc:0.705305	train-auc:0.905028
[123]	eval-auc:0.706284	train-auc:0.905767
[124]	eval-auc:0.706198	train-auc:0.906917
[125]	eval-auc:0.705911	train-auc:0.907309
[126]	eval-auc:0.706559	train-auc:0.908196
[127]	eval-auc:0.706506	train-auc:0.908474
[128]	eval-auc:0.706444	train-auc:0.908903
[129]	eval-auc:0.706756	train-auc:0.90983
[130]	eval-auc:0.706704	train-auc:0.910324
[131]	eval-auc:0.707027	train-auc:0.911053
[132]	eval-auc:0.707625	train-auc:0.911526
[133]	eval-auc:0.706836	train-auc:0.91157
[134]	eval-auc:0.70706	train-auc:0.912284
[135]	eval-auc:0.707028	train-auc:0.912727
[136]	eval-auc:0.706763	train-auc:0.913073
[137]	eval-auc:0.706967	train-auc:0.914272
[138]	eval-auc:0.707529	train-auc:0.91488
[139]	eval-auc:0.708103	train-auc:0.915813
[140]	eval-auc:0.708417	train-auc:0.916025
[141]	eval-auc:0.708968	train-auc:0.91682
[142]	eval-auc:0.708568	train-auc:0.917872
[143]	eval-auc:0.708583	train-auc:0.918889
[144]	eval-auc:0.708693	train-auc:0.919892
[145]	eval-auc:0.708306	train-auc:0.920849
[146]	eval-auc:0.708247	train-auc:0.921173
[147]	eval-auc:0.708105	train-auc:0.922072
[148]	eval-auc:0.708128	train-auc:0.922357
[149]	eval-auc:0.708129	train-auc:0.922834
[150]	eval-auc:0.707855	train-auc:0.923011
[151]	eval-auc:0.708141	train-auc:0.923489
[152]	eval-auc:0.70814	train-auc:0.92341
[153]	eval-auc:0.708465	train-auc:0.923863
[154]	eval-auc:0.708149	train-auc:0.924271
[155]	eval-auc:0.708243	train-auc:0.924926
[156]	eval-auc:0.708985	train-auc:0.925537
[157]	eval-auc:0.709902	train-auc:0.926087
[158]	eval-auc:0.709762	train-auc:0.926612
[159]	eval-auc:0.709556	train-auc:0.927025
[160]	eval-auc:0.709454	train-auc:0.927146
[161]	eval-auc:0.709192	train-auc:0.927859
[162]	eval-auc:0.709309	train-auc:0.928095
[163]	eval-auc:0.709369	train-auc:0.929082
[164]	eval-auc:0.709443	train-auc:0.92962
[165]	eval-auc:0.708909	train-auc:0.930184
[166]	eval-auc:0.709113	train-auc:0.930422
[167]	eval-auc:0.708691	train-auc:0.930945
[168]	eval-auc:0.708728	train-auc:0.931545
[169]	eval-auc:0.708892	train-auc:0.931756
[170]	eval-auc:0.708559	train-auc:0.931944
[171]	eval-auc:0.708257	train-auc:0.932031
[172]	eval-auc:0.708163	train-auc:0.93214
[173]	eval-auc:0.70759	train-auc:0.932745
[174]	eval-auc:0.707315	train-auc:0.93276
[175]	eval-auc:0.707211	train-auc:0.933208
[176]	eval-auc:0.707242	train-auc:0.933944
[177]	eval-auc:0.707548	train-auc:0.934089
[178]	eval-auc:0.707278	train-auc:0.934387
[179]	eval-auc:0.707374	train-auc:0.934694
[180]	eval-auc:0.707318	train-auc:0.934677
[181]	eval-auc:0.707555	train-auc:0.934945
[182]	eval-auc:0.707129	train-auc:0.935458
[183]	eval-auc:0.707333	train-auc:0.935616
[184]	eval-auc:0.707009	train-auc:0.935957
[185]	eval-auc:0.707092	train-auc:0.936012
[186]	eval-auc:0.706922	train-auc:0.936079
[187]	eval-auc:0.706979	train-auc:0.936582
[188]	eval-auc:0.706877	train-auc:0.936984
[189]	eval-auc:0.706718	train-auc:0.937572
[190]	eval-auc:0.706872	train-auc:0.937874
[191]	eval-auc:0.706792	train-auc:0.938368
[192]	eval-auc:0.707275	train-auc:0.939029
[193]	eval-auc:0.707458	train-auc:0.939247
[194]	eval-auc:0.707621	train-auc:0.939999
[195]	eval-auc:0.707528	train-auc:0.940052
[196]	eval-auc:0.70773	train-auc:0.940549
[197]	eval-auc:0.708144	train-auc:0.941046
[198]	eval-auc:0.70828	train-auc:0.941835
[199]	eval-auc:0.708481	train-auc:0.941966
[200]	eval-auc:0.708066	train-auc:0.942776
[201]	eval-auc:0.708381	train-auc:0.942946
[202]	eval-auc:0.708003	train-auc:0.943316
[203]	eval-auc:0.708017	train-auc:0.943645
[204]	eval-auc:0.708245	train-auc:0.943809
[205]	eval-auc:0.707849	train-auc:0.943792
[206]	eval-auc:0.707644	train-auc:0.94417
[207]	eval-auc:0.707523	train-auc:0.944311
[208]	eval-auc:0.707936	train-auc:0.944925
[209]	eval-auc:0.707875	train-auc:0.945009
[210]	eval-auc:0.707706	train-auc:0.94551
[211]	eval-auc:0.707175	train-auc:0.945816
[212]	eval-auc:0.707599	train-auc:0.946048
[213]	eval-auc:0.707676	train-auc:0.947027
[214]	eval-auc:0.707976	train-auc:0.947306
[215]	eval-auc:0.708419	train-auc:0.947955
[216]	eval-auc:0.708437	train-auc:0.948049
[217]	eval-auc:0.708568	train-auc:0.948057
[218]	eval-auc:0.70851	train-auc:0.948346
[219]	eval-auc:0.708687	train-auc:0.948856
[220]	eval-auc:0.708866	train-auc:0.948944
[221]	eval-auc:0.709322	train-auc:0.949194
[222]	eval-auc:0.709675	train-auc:0.949165
[223]	eval-auc:0.709745	train-auc:0.949306
[224]	eval-auc:0.709757	train-auc:0.950069
[225]	eval-auc:0.709736	train-auc:0.950237
[226]	eval-auc:0.709842	train-auc:0.950351
[227]	eval-auc:0.709918	train-auc:0.95046
[228]	eval-auc:0.709743	train-auc:0.950523
[229]	eval-auc:0.709949	train-auc:0.950615
[230]	eval-auc:0.709679	train-auc:0.950982
[231]	eval-auc:0.709119	train-auc:0.951288
[232]	eval-auc:0.708994	train-auc:0.951475
	Score 0.7089942014155368


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 245.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.713565	train-auc:0.732886
[1]	eval-auc:0.681944	train-auc:0.740359
[2]	eval-auc:0.698011	train-auc:0.751474
[3]	eval-auc:0.689193	train-auc:0.75412
[4]	eval-auc:0.690651	train-auc:0.768126
[5]	eval-auc:0.691535	train-auc:0.774444
[6]	eval-auc:0.691107	train-auc:0.778227
[7]	eval-auc:0.690512	train-auc:0.782298
[8]	eval-auc:0.691174	train-auc:0.785141
[9]	eval-auc:0.689569	train-auc:0.794246
[10]	eval-auc:0.689917	train-auc:0.799649
[11]	eval-auc:0.690519	train-auc:0.800513
[12]	eval-auc:0.692055	train-auc:0.801894
[13]	eval-auc:0.691256	train-auc:0.803721
[14]	eval-auc:0.694453	train-auc:0.80808
[15]	eval-auc:0.694317	train-auc:0.809584
[16]	eval-auc:0.694597	train-auc:0.80928
[17]	eval-auc:0.695931	train-auc:0.813127
[18]	eval-auc:0.695974	train-auc:0.817502
[19]	eval-auc:0.696309	train-auc:0.820427
[20]	eval-auc:0.696691	train-auc:0.821463
[21]	eval-auc:0.697186	train-auc:0.823734
[22]	eval-auc:0.699174	train-auc:0.825456
[23]	eval-auc:0.698332	train-auc:0.826924
[24]	eval-auc:0.699859	train-auc:0.830252
[25]	eval-auc:0.70133	train-auc:0.833995
[26]	eval-auc:0.701168	train-auc:0.838274
[27]	eval-auc:0.700901	train-auc:0.839336
[28]	eval-auc:0.699288	train-auc:0.841456
[29]	eval-auc:0.700533	train-auc:0.843178
[30]	eval-auc:0.699939	train-auc:0.844272
[31]	eval-auc:0.700143	train-auc:0.845594
[32]	eval-auc:0.700309	train-auc:0.846786
[33]	eval-auc:0.700283	train-auc:0.85091
[34]	eval-auc:0.69978	train-auc:0.853243
[35]	eval-auc:0.698987	train-auc:0.855718
[36]	eval-auc:0.698524	train-auc:0.856153
[37]	eval-auc:0.698968	train-auc:0.858185
[38]	eval-auc:0.699038	train-auc:0.859494
[39]	eval-auc:0.699283	train-auc:0.859989
[40]	eval-auc:0.698445	train-auc:0.862315
[41]	eval-auc:0.699329	train-auc:0.863269
[42]	eval-auc:0.699013	train-auc:0.863561
[43]	eval-auc:0.698891	train-auc:0.865606
[44]	eval-auc:0.699037	train-auc:0.865805
[45]	eval-auc:0.697828	train-auc:0.868227
[46]	eval-auc:0.698053	train-auc:0.868677
[47]	eval-auc:0.699024	train-auc:0.873709
[48]	eval-auc:0.700619	train-auc:0.874344
[49]	eval-auc:0.70054	train-auc:0.876885
[50]	eval-auc:0.701145	train-auc:0.880546
[51]	eval-auc:0.701248	train-auc:0.884073
[52]	eval-auc:0.700707	train-auc:0.884048
[53]	eval-auc:0.701073	train-auc:0.885435
[54]	eval-auc:0.700595	train-auc:0.886205
[55]	eval-auc:0.700404	train-auc:0.886444
[56]	eval-auc:0.700455	train-auc:0.887946
[57]	eval-auc:0.700363	train-auc:0.888993
[58]	eval-auc:0.699773	train-auc:0.893214
[59]	eval-auc:0.700061	train-auc:0.893733
[60]	eval-auc:0.701055	train-auc:0.895251
[61]	eval-auc:0.700911	train-auc:0.896271
[62]	eval-auc:0.701346	train-auc:0.896846
[63]	eval-auc:0.701628	train-auc:0.8985
[64]	eval-auc:0.70194	train-auc:0.90169
[65]	eval-auc:0.701521	train-auc:0.903239
[66]	eval-auc:0.700375	train-auc:0.904887
[67]	eval-auc:0.701395	train-auc:0.905888
[68]	eval-auc:0.701387	train-auc:0.905831
[69]	eval-auc:0.70184	train-auc:0.90699
[70]	eval-auc:0.702144	train-auc:0.908271
[71]	eval-auc:0.702325	train-auc:0.909231
[72]	eval-auc:0.702788	train-auc:0.911314
[73]	eval-auc:0.704431	train-auc:0.912732
[74]	eval-auc:0.704902	train-auc:0.912754
[75]	eval-auc:0.705783	train-auc:0.914591
[76]	eval-auc:0.705905	train-auc:0.915457
[77]	eval-auc:0.705182	train-auc:0.916191
[78]	eval-auc:0.705237	train-auc:0.916622
[79]	eval-auc:0.705564	train-auc:0.917117
[80]	eval-auc:0.704757	train-auc:0.91837
[81]	eval-auc:0.705449	train-auc:0.919077
[82]	eval-auc:0.705512	train-auc:0.919896
[83]	eval-auc:0.706248	train-auc:0.921154
[84]	eval-auc:0.706882	train-auc:0.922351
[85]	eval-auc:0.707552	train-auc:0.922622
[86]	eval-auc:0.706888	train-auc:0.923114
[87]	eval-auc:0.707301	train-auc:0.924151
[88]	eval-auc:0.70749	train-auc:0.924522
[89]	eval-auc:0.70823	train-auc:0.925311
[90]	eval-auc:0.708755	train-auc:0.926017
[91]	eval-auc:0.708519	train-auc:0.926124
[92]	eval-auc:0.709456	train-auc:0.926719
[93]	eval-auc:0.709596	train-auc:0.926778
[94]	eval-auc:0.709995	train-auc:0.927256
[95]	eval-auc:0.709611	train-auc:0.929316
[96]	eval-auc:0.709459	train-auc:0.931161
[97]	eval-auc:0.709215	train-auc:0.931919
[98]	eval-auc:0.709407	train-auc:0.932517
[99]	eval-auc:0.709054	train-auc:0.933532
[100]	eval-auc:0.709211	train-auc:0.934693
[101]	eval-auc:0.709212	train-auc:0.936086
[102]	eval-auc:0.708621	train-auc:0.93663
[103]	eval-auc:0.708382	train-auc:0.936835
[104]	eval-auc:0.709134	train-auc:0.938181
[105]	eval-auc:0.709016	train-auc:0.938401
[106]	eval-auc:0.708956	train-auc:0.938784
[107]	eval-auc:0.709389	train-auc:0.939389
[108]	eval-auc:0.709422	train-auc:0.939691
[109]	eval-auc:0.709491	train-auc:0.939907
[110]	eval-auc:0.709644	train-auc:0.939958
[111]	eval-auc:0.709733	train-auc:0.940753
[112]	eval-auc:0.709891	train-auc:0.941094
[113]	eval-auc:0.709657	train-auc:0.941755
[114]	eval-auc:0.710106	train-auc:0.942338
[115]	eval-auc:0.710059	train-auc:0.943286
[116]	eval-auc:0.709981	train-auc:0.943436
[117]	eval-auc:0.710186	train-auc:0.943774
[118]	eval-auc:0.709954	train-auc:0.943857
[119]	eval-auc:0.709961	train-auc:0.94447
[120]	eval-auc:0.709766	train-auc:0.944497
[121]	eval-auc:0.709577	train-auc:0.94485
[122]	eval-auc:0.709917	train-auc:0.945034
[123]	eval-auc:0.710356	train-auc:0.9453
[124]	eval-auc:0.710068	train-auc:0.94566
[125]	eval-auc:0.710086	train-auc:0.946126
[126]	eval-auc:0.709264	train-auc:0.946386
[127]	eval-auc:0.710226	train-auc:0.947351
[128]	eval-auc:0.709756	train-auc:0.947439
[129]	eval-auc:0.708642	train-auc:0.947911
[130]	eval-auc:0.708656	train-auc:0.948088
[131]	eval-auc:0.70907	train-auc:0.948205
[132]	eval-auc:0.708582	train-auc:0.948433
[133]	eval-auc:0.708894	train-auc:0.949588
[134]	eval-auc:0.708815	train-auc:0.950041
[135]	eval-auc:0.708507	train-auc:0.950105
[136]	eval-auc:0.708248	train-auc:0.950185
[137]	eval-auc:0.70891	train-auc:0.950591
[138]	eval-auc:0.709031	train-auc:0.95085
[139]	eval-auc:0.709539	train-auc:0.951321
[140]	eval-auc:0.71022	train-auc:0.951983
[141]	eval-auc:0.708804	train-auc:0.953231
[142]	eval-auc:0.708247	train-auc:0.953658
[143]	eval-auc:0.707523	train-auc:0.954478
[144]	eval-auc:0.707799	train-auc:0.954817
[145]	eval-auc:0.707768	train-auc:0.955204
[146]	eval-auc:0.707619	train-auc:0.955578
[147]	eval-auc:0.707648	train-auc:0.955768
[148]	eval-auc:0.707691	train-auc:0.956023
[149]	eval-auc:0.707814	train-auc:0.955999
[150]	eval-auc:0.707165	train-auc:0.956041
[151]	eval-auc:0.707522	train-auc:0.956325
[152]	eval-auc:0.707647	train-auc:0.956776
[153]	eval-auc:0.708157	train-auc:0.957649
[154]	eval-auc:0.707703	train-auc:0.958406
[155]	eval-auc:0.70764	train-auc:0.959056
[156]	eval-auc:0.708895	train-auc:0.959879
[157]	eval-auc:0.708559	train-auc:0.960369
[158]	eval-auc:0.708405	train-auc:0.9607
[159]	eval-auc:0.708699	train-auc:0.961044
[160]	eval-auc:0.708653	train-auc:0.96114
[161]	eval-auc:0.708726	train-auc:0.961071
[162]	eval-auc:0.709076	train-auc:0.961164
[163]	eval-auc:0.709588	train-auc:0.9624
[164]	eval-auc:0.709326	train-auc:0.96248
[165]	eval-auc:0.709276	train-auc:0.962791
[166]	eval-auc:0.709486	train-auc:0.962876
[167]	eval-auc:0.709375	train-auc:0.963072
[168]	eval-auc:0.708706	train-auc:0.963487
[169]	eval-auc:0.708534	train-auc:0.963812
[170]	eval-auc:0.708152	train-auc:0.963961
[171]	eval-auc:0.708606	train-auc:0.964369
[172]	eval-auc:0.708476	train-auc:0.964425
[173]	eval-auc:0.707533	train-auc:0.964579
[174]	eval-auc:0.70812	train-auc:0.965079
[175]	eval-auc:0.708108	train-auc:0.965122
[176]	eval-auc:0.707621	train-auc:0.965438
[177]	eval-auc:0.708052	train-auc:0.965638
[178]	eval-auc:0.708327	train-auc:0.965967
[179]	eval-auc:0.708591	train-auc:0.966406
[180]	eval-auc:0.708805	train-auc:0.966857
[181]	eval-auc:0.709238	train-auc:0.967341
[182]	eval-auc:0.709373	train-auc:0.968045
[183]	eval-auc:0.709596	train-auc:0.968091
[184]	eval-auc:0.708687	train-auc:0.968192
[185]	eval-auc:0.708598	train-auc:0.968325
[186]	eval-auc:0.708323	train-auc:0.968815
[187]	eval-auc:0.707508	train-auc:0.969229
[188]	eval-auc:0.706795	train-auc:0.969384
[189]	eval-auc:0.707051	train-auc:0.969464
[190]	eval-auc:0.706797	train-auc:0.969817
[191]	eval-auc:0.706686	train-auc:0.970098
[192]	eval-auc:0.706491	train-auc:0.970102
[193]	eval-auc:0.70727	train-auc:0.970648
[194]	eval-auc:0.707613	train-auc:0.970913
[195]	eval-auc:0.707811	train-auc:0.971385
[196]	eval-auc:0.707877	train-auc:0.971584
[197]	eval-auc:0.707805	train-auc:0.971725
[198]	eval-auc:0.707637	train-auc:0.971972
[199]	eval-auc:0.707785	train-auc:0.972027
[200]	eval-auc:0.707223	train-auc:0.972141
[201]	eval-auc:0.707199	train-auc:0.972265
[202]	eval-auc:0.707091	train-auc:0.972246
[203]	eval-auc:0.706751	train-auc:0.972659
[204]	eval-auc:0.707117	train-auc:0.973023
[205]	eval-auc:0.706572	train-auc:0.973469
[206]	eval-auc:0.7066	train-auc:0.973552
[207]	eval-auc:0.707094	train-auc:0.973571
[208]	eval-auc:0.706765	train-auc:0.973826
[209]	eval-auc:0.707313	train-auc:0.974187
[210]	eval-auc:0.706998	train-auc:0.97435
[211]	eval-auc:0.706602	train-auc:0.974573
[212]	eval-auc:0.706398	train-auc:0.974742
[213]	eval-auc:0.70698	train-auc:0.975049
[214]	eval-auc:0.706578	train-auc:0.975167
[215]	eval-auc:0.706425	train-auc:0.975201
[216]	eval-auc:0.705973	train-auc:0.975881
[217]	eval-auc:0.70574	train-auc:0.975929
[218]	eval-auc:0.706039	train-auc:0.976187
[219]	eval-auc:0.705824	train-auc:0.976572
[220]	eval-auc:0.705468	train-auc:0.977224
[221]	eval-auc:0.705774	train-auc:0.977375
[222]	eval-auc:0.705279	train-auc:0.977744
[223]	eval-auc:0.705052	train-auc:0.97811
[224]	eval-auc:0.704761	train-auc:0.9784
[225]	eval-auc:0.704924	train-auc:0.978696
[226]	eval-auc:0.704776	train-auc:0.978681
[227]	eval-auc:0.70445	train-auc:0.978706
[228]	eval-auc:0.704604	train-auc:0.97909
[229]	eval-auc:0.705137	train-auc:0.979207
[230]	eval-auc:0.70487	train-auc:0.979493
[231]	eval-auc:0.704738	train-auc:0.980068
[232]	eval-auc:0.704367	train-auc:0.980072
[233]	eval-auc:0.704097	train-auc:0.980412
[234]	eval-auc:0.703821	train-auc:0.980724
[235]	eval-auc:0.704125	train-auc:0.980856
[236]	eval-auc:0.704169	train-auc:0.98091
[237]	eval-auc:0.704429	train-auc:0.981318
[238]	eval-auc:0.704056	train-auc:0.981375
[239]	eval-auc:0.704501	train-auc:0.981511
[240]	eval-auc:0.704747	train-auc:0.981647
[241]	eval-auc:0.704621	train-auc:0.982009
[242]	eval-auc:0.704699	train-auc:0.982036
[243]	eval-auc:0.704892	train-auc:0.982178
[244]	eval-auc:0.704694	train-auc:0.982494
	Score 0.7046939906686644


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 344.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.710015	train-auc:0.732367
[1]	eval-auc:0.68996	train-auc:0.751056
[2]	eval-auc:0.693721	train-auc:0.749215
[3]	eval-auc:0.694631	train-auc:0.753049
[4]	eval-auc:0.696479	train-auc:0.752308
[5]	eval-auc:0.695864	train-auc:0.760023
[6]	eval-auc:0.695775	train-auc:0.762326
[7]	eval-auc:0.697436	train-auc:0.763155
[8]	eval-auc:0.697214	train-auc:0.764354
[9]	eval-auc:0.697658	train-auc:0.766201
[10]	eval-auc:0.699543	train-auc:0.771108
[11]	eval-auc:0.699172	train-auc:0.773756
[12]	eval-auc:0.698197	train-auc:0.779444
[13]	eval-auc:0.695787	train-auc:0.783393
[14]	eval-auc:0.697884	train-auc:0.78402
[15]	eval-auc:0.698186	train-auc:0.787103
[16]	eval-auc:0.698104	train-auc:0.788356
[17]	eval-auc:0.698689	train-auc:0.791407
[18]	eval-auc:0.700908	train-auc:0.795857
[19]	eval-auc:0.700622	train-auc:0.797388
[20]	eval-auc:0.702734	train-auc:0.801964
[21]	eval-auc:0.702135	train-auc:0.803773
[22]	eval-auc:0.701106	train-auc:0.805172
[23]	eval-auc:0.7008	train-auc:0.806739
[24]	eval-auc:0.700282	train-auc:0.809925
[25]	eval-auc:0.700663	train-auc:0.810935
[26]	eval-auc:0.700065	train-auc:0.812091
[27]	eval-auc:0.700244	train-auc:0.813199
[28]	eval-auc:0.701696	train-auc:0.815988
[29]	eval-auc:0.701704	train-auc:0.818618
[30]	eval-auc:0.701065	train-auc:0.819614
[31]	eval-auc:0.702063	train-auc:0.820512
[32]	eval-auc:0.703001	train-auc:0.821841
[33]	eval-auc:0.703219	train-auc:0.822446
[34]	eval-auc:0.702489	train-auc:0.825209
[35]	eval-auc:0.702509	train-auc:0.826249
[36]	eval-auc:0.702118	train-auc:0.826682
[37]	eval-auc:0.70176	train-auc:0.827592
[38]	eval-auc:0.701952	train-auc:0.827755
[39]	eval-auc:0.701598	train-auc:0.828808
[40]	eval-auc:0.699705	train-auc:0.830884
[41]	eval-auc:0.69962	train-auc:0.832454
[42]	eval-auc:0.698809	train-auc:0.833577
[43]	eval-auc:0.698262	train-auc:0.83401
[44]	eval-auc:0.69799	train-auc:0.836754
[45]	eval-auc:0.698068	train-auc:0.839302
[46]	eval-auc:0.699689	train-auc:0.841247
[47]	eval-auc:0.699521	train-auc:0.841932
[48]	eval-auc:0.698883	train-auc:0.843056
[49]	eval-auc:0.698576	train-auc:0.845026
[50]	eval-auc:0.698843	train-auc:0.844926
[51]	eval-auc:0.699306	train-auc:0.84481
[52]	eval-auc:0.700196	train-auc:0.845441
[53]	eval-auc:0.701491	train-auc:0.847395
[54]	eval-auc:0.701704	train-auc:0.848099
[55]	eval-auc:0.70229	train-auc:0.84851
[56]	eval-auc:0.701283	train-auc:0.848693
[57]	eval-auc:0.701189	train-auc:0.849683
[58]	eval-auc:0.70029	train-auc:0.850401
[59]	eval-auc:0.699179	train-auc:0.852335
[60]	eval-auc:0.699259	train-auc:0.852519
[61]	eval-auc:0.69966	train-auc:0.853713
[62]	eval-auc:0.699701	train-auc:0.854335
[63]	eval-auc:0.699645	train-auc:0.854839
[64]	eval-auc:0.699364	train-auc:0.854876
[65]	eval-auc:0.699903	train-auc:0.855265
[66]	eval-auc:0.701422	train-auc:0.858619
[67]	eval-auc:0.701612	train-auc:0.859939
[68]	eval-auc:0.701527	train-auc:0.859846
[69]	eval-auc:0.700899	train-auc:0.860439
[70]	eval-auc:0.701352	train-auc:0.861873
[71]	eval-auc:0.701425	train-auc:0.863645
[72]	eval-auc:0.701677	train-auc:0.864115
[73]	eval-auc:0.701627	train-auc:0.864495
[74]	eval-auc:0.702609	train-auc:0.866417
[75]	eval-auc:0.702743	train-auc:0.866817
[76]	eval-auc:0.70288	train-auc:0.867153
[77]	eval-auc:0.703183	train-auc:0.86753
[78]	eval-auc:0.703736	train-auc:0.869029
[79]	eval-auc:0.704271	train-auc:0.870207
[80]	eval-auc:0.704508	train-auc:0.872347
[81]	eval-auc:0.704125	train-auc:0.872415
[82]	eval-auc:0.703939	train-auc:0.872765
[83]	eval-auc:0.703794	train-auc:0.873885
[84]	eval-auc:0.703834	train-auc:0.874004
[85]	eval-auc:0.703691	train-auc:0.874412
[86]	eval-auc:0.704016	train-auc:0.875146
[87]	eval-auc:0.704341	train-auc:0.875338
[88]	eval-auc:0.704618	train-auc:0.876073
[89]	eval-auc:0.703208	train-auc:0.876648
[90]	eval-auc:0.703491	train-auc:0.877478
[91]	eval-auc:0.702721	train-auc:0.878332
[92]	eval-auc:0.702759	train-auc:0.878847
[93]	eval-auc:0.702667	train-auc:0.879318
[94]	eval-auc:0.703421	train-auc:0.881635
[95]	eval-auc:0.703122	train-auc:0.881558
[96]	eval-auc:0.704149	train-auc:0.883341
[97]	eval-auc:0.70398	train-auc:0.884197
[98]	eval-auc:0.704386	train-auc:0.884986
[99]	eval-auc:0.704464	train-auc:0.885392
[100]	eval-auc:0.704315	train-auc:0.885849
[101]	eval-auc:0.704386	train-auc:0.887606
[102]	eval-auc:0.704202	train-auc:0.887906
[103]	eval-auc:0.70467	train-auc:0.889017
[104]	eval-auc:0.704563	train-auc:0.889447
[105]	eval-auc:0.704298	train-auc:0.890011
[106]	eval-auc:0.704286	train-auc:0.889956
[107]	eval-auc:0.704597	train-auc:0.890956
[108]	eval-auc:0.703861	train-auc:0.892386
[109]	eval-auc:0.70442	train-auc:0.893513
[110]	eval-auc:0.70495	train-auc:0.893679
[111]	eval-auc:0.705093	train-auc:0.894508
[112]	eval-auc:0.705257	train-auc:0.89546
[113]	eval-auc:0.704208	train-auc:0.896601
[114]	eval-auc:0.70433	train-auc:0.897232
[115]	eval-auc:0.704793	train-auc:0.89866
[116]	eval-auc:0.704348	train-auc:0.899576
[117]	eval-auc:0.704951	train-auc:0.899982
[118]	eval-auc:0.705079	train-auc:0.900177
[119]	eval-auc:0.704593	train-auc:0.901151
[120]	eval-auc:0.704682	train-auc:0.901889
[121]	eval-auc:0.705015	train-auc:0.903994
[122]	eval-auc:0.705305	train-auc:0.905028
[123]	eval-auc:0.706284	train-auc:0.905767
[124]	eval-auc:0.706198	train-auc:0.906917
[125]	eval-auc:0.705911	train-auc:0.907309
[126]	eval-auc:0.706559	train-auc:0.908196
[127]	eval-auc:0.706506	train-auc:0.908474
[128]	eval-auc:0.706444	train-auc:0.908903
[129]	eval-auc:0.706756	train-auc:0.90983
[130]	eval-auc:0.706704	train-auc:0.910324
[131]	eval-auc:0.707027	train-auc:0.911053
[132]	eval-auc:0.707625	train-auc:0.911526
[133]	eval-auc:0.706836	train-auc:0.91157
[134]	eval-auc:0.70706	train-auc:0.912284
[135]	eval-auc:0.707028	train-auc:0.912727
[136]	eval-auc:0.706763	train-auc:0.913073
[137]	eval-auc:0.706967	train-auc:0.914272
[138]	eval-auc:0.707529	train-auc:0.91488
[139]	eval-auc:0.708103	train-auc:0.915813
[140]	eval-auc:0.708417	train-auc:0.916025
[141]	eval-auc:0.708968	train-auc:0.91682
[142]	eval-auc:0.708568	train-auc:0.917872
[143]	eval-auc:0.708583	train-auc:0.918889
[144]	eval-auc:0.708693	train-auc:0.919892
[145]	eval-auc:0.708306	train-auc:0.920849
[146]	eval-auc:0.708247	train-auc:0.921173
[147]	eval-auc:0.708105	train-auc:0.922072
[148]	eval-auc:0.708128	train-auc:0.922357
[149]	eval-auc:0.708129	train-auc:0.922834
[150]	eval-auc:0.707855	train-auc:0.923011
[151]	eval-auc:0.708141	train-auc:0.923489
[152]	eval-auc:0.70814	train-auc:0.92341
[153]	eval-auc:0.708465	train-auc:0.923863
[154]	eval-auc:0.708149	train-auc:0.924271
[155]	eval-auc:0.708243	train-auc:0.924926
[156]	eval-auc:0.708985	train-auc:0.925537
[157]	eval-auc:0.709902	train-auc:0.926087
[158]	eval-auc:0.709762	train-auc:0.926612
[159]	eval-auc:0.709556	train-auc:0.927025
[160]	eval-auc:0.709454	train-auc:0.927146
[161]	eval-auc:0.709192	train-auc:0.927859
[162]	eval-auc:0.709309	train-auc:0.928095
[163]	eval-auc:0.709369	train-auc:0.929082
[164]	eval-auc:0.709443	train-auc:0.92962
[165]	eval-auc:0.708909	train-auc:0.930184
[166]	eval-auc:0.709113	train-auc:0.930422
[167]	eval-auc:0.708691	train-auc:0.930945
[168]	eval-auc:0.708728	train-auc:0.931545
[169]	eval-auc:0.708892	train-auc:0.931756
[170]	eval-auc:0.708559	train-auc:0.931944
[171]	eval-auc:0.708257	train-auc:0.932031
[172]	eval-auc:0.708163	train-auc:0.93214
[173]	eval-auc:0.70759	train-auc:0.932745
[174]	eval-auc:0.707315	train-auc:0.93276
[175]	eval-auc:0.707211	train-auc:0.933208
[176]	eval-auc:0.707242	train-auc:0.933944
[177]	eval-auc:0.707548	train-auc:0.934089
[178]	eval-auc:0.707278	train-auc:0.934387
[179]	eval-auc:0.707374	train-auc:0.934694
[180]	eval-auc:0.707318	train-auc:0.934677
[181]	eval-auc:0.707555	train-auc:0.934945
[182]	eval-auc:0.707129	train-auc:0.935458
[183]	eval-auc:0.707333	train-auc:0.935616
[184]	eval-auc:0.707009	train-auc:0.935957
[185]	eval-auc:0.707092	train-auc:0.936012
[186]	eval-auc:0.706922	train-auc:0.936079
[187]	eval-auc:0.706979	train-auc:0.936582
[188]	eval-auc:0.706877	train-auc:0.936984
[189]	eval-auc:0.706718	train-auc:0.937572
[190]	eval-auc:0.706872	train-auc:0.937874
[191]	eval-auc:0.706792	train-auc:0.938368
[192]	eval-auc:0.707275	train-auc:0.939029
[193]	eval-auc:0.707458	train-auc:0.939247
[194]	eval-auc:0.707621	train-auc:0.939999
[195]	eval-auc:0.707528	train-auc:0.940052
[196]	eval-auc:0.70773	train-auc:0.940549
[197]	eval-auc:0.708144	train-auc:0.941046
[198]	eval-auc:0.70828	train-auc:0.941835
[199]	eval-auc:0.708481	train-auc:0.941966
[200]	eval-auc:0.708066	train-auc:0.942776
[201]	eval-auc:0.708381	train-auc:0.942946
[202]	eval-auc:0.708003	train-auc:0.943316
[203]	eval-auc:0.708017	train-auc:0.943645
[204]	eval-auc:0.708245	train-auc:0.943809
[205]	eval-auc:0.707849	train-auc:0.943792
[206]	eval-auc:0.707644	train-auc:0.94417
[207]	eval-auc:0.707523	train-auc:0.944311
[208]	eval-auc:0.707936	train-auc:0.944925
[209]	eval-auc:0.707875	train-auc:0.945009
[210]	eval-auc:0.707706	train-auc:0.94551
[211]	eval-auc:0.707175	train-auc:0.945816
[212]	eval-auc:0.707599	train-auc:0.946048
[213]	eval-auc:0.707676	train-auc:0.947027
[214]	eval-auc:0.707976	train-auc:0.947306
[215]	eval-auc:0.708419	train-auc:0.947955
[216]	eval-auc:0.708437	train-auc:0.948049
[217]	eval-auc:0.708568	train-auc:0.948057
[218]	eval-auc:0.70851	train-auc:0.948346
[219]	eval-auc:0.708687	train-auc:0.948856
[220]	eval-auc:0.708866	train-auc:0.948944
[221]	eval-auc:0.709322	train-auc:0.949194
[222]	eval-auc:0.709675	train-auc:0.949165
[223]	eval-auc:0.709745	train-auc:0.949306
[224]	eval-auc:0.709757	train-auc:0.950069
[225]	eval-auc:0.709736	train-auc:0.950237
[226]	eval-auc:0.709842	train-auc:0.950351
[227]	eval-auc:0.709918	train-auc:0.95046
[228]	eval-auc:0.709743	train-auc:0.950523
[229]	eval-auc:0.709949	train-auc:0.950615
[230]	eval-auc:0.709679	train-auc:0.950982
[231]	eval-auc:0.709119	train-auc:0.951288
[232]	eval-auc:0.708994	train-auc:0.951475
[233]	eval-auc:0.709181	train-auc:0.951848
[234]	eval-auc:0.709157	train-auc:0.952067
[235]	eval-auc:0.709579	train-auc:0.952849
[236]	eval-auc:0.70983	train-auc:0.953035
[237]	eval-auc:0.709915	train-auc:0.95322
[238]	eval-auc:0.709626	train-auc:0.953633
[239]	eval-auc:0.709139	train-auc:0.954004
[240]	eval-auc:0.708938	train-auc:0.954218
[241]	eval-auc:0.708572	train-auc:0.954485
[242]	eval-auc:0.708317	train-auc:0.954828
[243]	eval-auc:0.708394	train-auc:0.9547
[244]	eval-auc:0.707998	train-auc:0.954808
[245]	eval-auc:0.707572	train-auc:0.955033
[246]	eval-auc:0.707823	train-auc:0.955438
[247]	eval-auc:0.70772	train-auc:0.955726
[248]	eval-auc:0.707707	train-auc:0.955728
[249]	eval-auc:0.707618	train-auc:0.955806
[250]	eval-auc:0.707444	train-auc:0.955863
[251]	eval-auc:0.707647	train-auc:0.955893
[252]	eval-auc:0.707995	train-auc:0.956157
[253]	eval-auc:0.708036	train-auc:0.956503
[254]	eval-auc:0.708161	train-auc:0.956568
[255]	eval-auc:0.707977	train-auc:0.956764
[256]	eval-auc:0.707755	train-auc:0.956969
[257]	eval-auc:0.708043	train-auc:0.956934
[258]	eval-auc:0.708101	train-auc:0.957311
[259]	eval-auc:0.707845	train-auc:0.957813
[260]	eval-auc:0.707842	train-auc:0.957823
[261]	eval-auc:0.707642	train-auc:0.957898
[262]	eval-auc:0.707462	train-auc:0.957996
[263]	eval-auc:0.707484	train-auc:0.958012
[264]	eval-auc:0.707746	train-auc:0.958087
[265]	eval-auc:0.707866	train-auc:0.95819
[266]	eval-auc:0.707711	train-auc:0.958656
[267]	eval-auc:0.707293	train-auc:0.958752
[268]	eval-auc:0.707478	train-auc:0.959149
[269]	eval-auc:0.707785	train-auc:0.959277
[270]	eval-auc:0.707435	train-auc:0.959605
[271]	eval-auc:0.707732	train-auc:0.959966
[272]	eval-auc:0.707814	train-auc:0.960293
[273]	eval-auc:0.707872	train-auc:0.960504
[274]	eval-auc:0.70779	train-auc:0.96085
[275]	eval-auc:0.707689	train-auc:0.961298
[276]	eval-auc:0.707797	train-auc:0.961755
[277]	eval-auc:0.707992	train-auc:0.962
[278]	eval-auc:0.707831	train-auc:0.961983
[279]	eval-auc:0.70801	train-auc:0.962209
[280]	eval-auc:0.708169	train-auc:0.962503
[281]	eval-auc:0.708448	train-auc:0.962719
[282]	eval-auc:0.708731	train-auc:0.96284
[283]	eval-auc:0.708769	train-auc:0.962946
[284]	eval-auc:0.709076	train-auc:0.963281
[285]	eval-auc:0.709287	train-auc:0.963354
[286]	eval-auc:0.709262	train-auc:0.963246
[287]	eval-auc:0.709153	train-auc:0.963484
[288]	eval-auc:0.709128	train-auc:0.963504
[289]	eval-auc:0.708871	train-auc:0.96392
[290]	eval-auc:0.708907	train-auc:0.964039
[291]	eval-auc:0.708856	train-auc:0.964181
[292]	eval-auc:0.708673	train-auc:0.964267
[293]	eval-auc:0.70872	train-auc:0.964269
[294]	eval-auc:0.708912	train-auc:0.964557
[295]	eval-auc:0.708941	train-auc:0.964768
[296]	eval-auc:0.708863	train-auc:0.964908
[297]	eval-auc:0.708862	train-auc:0.964922
[298]	eval-auc:0.708816	train-auc:0.96495
[299]	eval-auc:0.7089	train-auc:0.965257
[300]	eval-auc:0.708901	train-auc:0.965312
[301]	eval-auc:0.708632	train-auc:0.96564
[302]	eval-auc:0.708888	train-auc:0.965877
[303]	eval-auc:0.70885	train-auc:0.966096
[304]	eval-auc:0.708726	train-auc:0.966402
[305]	eval-auc:0.708656	train-auc:0.966567
[306]	eval-auc:0.708534	train-auc:0.96688
[307]	eval-auc:0.708295	train-auc:0.966895
[308]	eval-auc:0.708109	train-auc:0.96718
[309]	eval-auc:0.708167	train-auc:0.967461
[310]	eval-auc:0.708531	train-auc:0.967955
[311]	eval-auc:0.708627	train-auc:0.968107
[312]	eval-auc:0.708566	train-auc:0.968183
[313]	eval-auc:0.708399	train-auc:0.968506
[314]	eval-auc:0.708199	train-auc:0.968483
[315]	eval-auc:0.708431	train-auc:0.96854
[316]	eval-auc:0.708423	train-auc:0.968486
[317]	eval-auc:0.708639	train-auc:0.968604
[318]	eval-auc:0.708543	train-auc:0.968855
[319]	eval-auc:0.70881	train-auc:0.968988
[320]	eval-auc:0.708406	train-auc:0.969137
[321]	eval-auc:0.708198	train-auc:0.969166
[322]	eval-auc:0.70837	train-auc:0.969387
[323]	eval-auc:0.708222	train-auc:0.969598
[324]	eval-auc:0.708044	train-auc:0.969797
[325]	eval-auc:0.708144	train-auc:0.970065
[326]	eval-auc:0.70812	train-auc:0.970121
[327]	eval-auc:0.708173	train-auc:0.970355
[328]	eval-auc:0.708193	train-auc:0.970399
[329]	eval-auc:0.707797	train-auc:0.970789
[330]	eval-auc:0.707671	train-auc:0.970803
[331]	eval-auc:0.707639	train-auc:0.970953
[332]	eval-auc:0.707453	train-auc:0.971082
[333]	eval-auc:0.707793	train-auc:0.971354
[334]	eval-auc:0.707998	train-auc:0.971502
[335]	eval-auc:0.708212	train-auc:0.971613
[336]	eval-auc:0.707774	train-auc:0.971767
[337]	eval-auc:0.707408	train-auc:0.972227
[338]	eval-auc:0.707047	train-auc:0.972355
[339]	eval-auc:0.706916	train-auc:0.972386
[340]	eval-auc:0.706427	train-auc:0.972482
[341]	eval-auc:0.706402	train-auc:0.97269
[342]	eval-auc:0.706173	train-auc:0.972804
[343]	eval-auc:0.70646	train-auc:0.972927
	Score 0.706460366187918


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 4, 'min_child_weight': 1.0, 'n_estimators': 105.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.723338	train-auc:0.727247
[1]	eval-auc:0.711054	train-auc:0.744384
[2]	eval-auc:0.712362	train-auc:0.75754
[3]	eval-auc:0.70445	train-auc:0.760401
[4]	eval-auc:0.703737	train-auc:0.760393
[5]	eval-auc:0.69325	train-auc:0.774938
[6]	eval-auc:0.694741	train-auc:0.77294
[7]	eval-auc:0.694253	train-auc:0.775532
[8]	eval-auc:0.692488	train-auc:0.778876
[9]	eval-auc:0.698355	train-auc:0.778511
[10]	eval-auc:0.69897	train-auc:0.783932
[11]	eval-auc:0.697826	train-auc:0.789078
[12]	eval-auc:0.698726	train-auc:0.791754
[13]	eval-auc:0.700426	train-auc:0.793827
[14]	eval-auc:0.700072	train-auc:0.7911
[15]	eval-auc:0.699275	train-auc:0.793779
[16]	eval-auc:0.698404	train-auc:0.79783
[17]	eval-auc:0.699629	train-auc:0.801158
[18]	eval-auc:0.697281	train-auc:0.8017
[19]	eval-auc:0.696844	train-auc:0.806951
[20]	eval-auc:0.699328	train-auc:0.807964
[21]	eval-auc:0.700041	train-auc:0.81019
[22]	eval-auc:0.700185	train-auc:0.811873
[23]	eval-auc:0.70161	train-auc:0.815772
[24]	eval-auc:0.701266	train-auc:0.819356
[25]	eval-auc:0.70125	train-auc:0.82242
[26]	eval-auc:0.702006	train-auc:0.824132
[27]	eval-auc:0.70192	train-auc:0.827815
[28]	eval-auc:0.7013	train-auc:0.829548
[29]	eval-auc:0.701075	train-auc:0.831163
[30]	eval-auc:0.699558	train-auc:0.832353
[31]	eval-auc:0.699875	train-auc:0.833347
[32]	eval-auc:0.700738	train-auc:0.834947
[33]	eval-auc:0.700108	train-auc:0.834828
[34]	eval-auc:0.698899	train-auc:0.837122
[35]	eval-auc:0.697648	train-auc:0.839916
[36]	eval-auc:0.698753	train-auc:0.841976
[37]	eval-auc:0.699268	train-auc:0.844915
[38]	eval-auc:0.699449	train-auc:0.845563
[39]	eval-auc:0.699625	train-auc:0.847926
[40]	eval-auc:0.699352	train-auc:0.848473
[41]	eval-auc:0.701356	train-auc:0.849749
[42]	eval-auc:0.701749	train-auc:0.850441
[43]	eval-auc:0.700225	train-auc:0.853606
[44]	eval-auc:0.699897	train-auc:0.856428
[45]	eval-auc:0.699915	train-auc:0.857687
[46]	eval-auc:0.697775	train-auc:0.859437
[47]	eval-auc:0.697328	train-auc:0.859091
[48]	eval-auc:0.698064	train-auc:0.860939
[49]	eval-auc:0.697707	train-auc:0.861682
[50]	eval-auc:0.696424	train-auc:0.863636
[51]	eval-auc:0.697013	train-auc:0.864726
[52]	eval-auc:0.698188	train-auc:0.866422
[53]	eval-auc:0.69873	train-auc:0.868569
[54]	eval-auc:0.699341	train-auc:0.870048
[55]	eval-auc:0.699503	train-auc:0.870217
[56]	eval-auc:0.699476	train-auc:0.869674
[57]	eval-auc:0.699144	train-auc:0.869956
[58]	eval-auc:0.698452	train-auc:0.870922
[59]	eval-auc:0.699616	train-auc:0.872536
[60]	eval-auc:0.699715	train-auc:0.874832
[61]	eval-auc:0.698921	train-auc:0.877066
[62]	eval-auc:0.699092	train-auc:0.877357
[63]	eval-auc:0.700298	train-auc:0.8785
[64]	eval-auc:0.700333	train-auc:0.878792
[65]	eval-auc:0.700266	train-auc:0.879153
[66]	eval-auc:0.701556	train-auc:0.882161
[67]	eval-auc:0.701533	train-auc:0.882398
[68]	eval-auc:0.701239	train-auc:0.882874
[69]	eval-auc:0.702122	train-auc:0.884928
[70]	eval-auc:0.702914	train-auc:0.887246
[71]	eval-auc:0.702893	train-auc:0.887524
[72]	eval-auc:0.702102	train-auc:0.889718
[73]	eval-auc:0.701863	train-auc:0.892229
[74]	eval-auc:0.702402	train-auc:0.893311
[75]	eval-auc:0.70274	train-auc:0.893583
[76]	eval-auc:0.70236	train-auc:0.894378
[77]	eval-auc:0.702634	train-auc:0.894755
[78]	eval-auc:0.704485	train-auc:0.895757
[79]	eval-auc:0.704335	train-auc:0.896984
[80]	eval-auc:0.703663	train-auc:0.898768
[81]	eval-auc:0.703744	train-auc:0.898975
[82]	eval-auc:0.702996	train-auc:0.900272
[83]	eval-auc:0.703856	train-auc:0.901529
[84]	eval-auc:0.703762	train-auc:0.902456
[85]	eval-auc:0.704648	train-auc:0.903884
[86]	eval-auc:0.704796	train-auc:0.904273
[87]	eval-auc:0.704165	train-auc:0.905629
[88]	eval-auc:0.703343	train-auc:0.906139
[89]	eval-auc:0.703189	train-auc:0.906476
[90]	eval-auc:0.703209	train-auc:0.906586
[91]	eval-auc:0.703829	train-auc:0.906934
[92]	eval-auc:0.703228	train-auc:0.907948
[93]	eval-auc:0.703142	train-auc:0.908029
[94]	eval-auc:0.70419	train-auc:0.909748
[95]	eval-auc:0.704158	train-auc:0.909824
[96]	eval-auc:0.704394	train-auc:0.910484
[97]	eval-auc:0.704819	train-auc:0.910847
[98]	eval-auc:0.704968	train-auc:0.912325
[99]	eval-auc:0.704839	train-auc:0.912376
[100]	eval-auc:0.704927	train-auc:0.912881
[101]	eval-auc:0.705662	train-auc:0.913377
[102]	eval-auc:0.705489	train-auc:0.914448
[103]	eval-auc:0.706731	train-auc:0.914959
[104]	eval-auc:0.707414	train-auc:0.916121
	Score 0.7074135998733082


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 4, 'min_child_weight': 1.0, 'n_estimators': 213.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.713443	train-auc:0.731293
[1]	eval-auc:0.692305	train-auc:0.752705
[2]	eval-auc:0.695472	train-auc:0.752764
[3]	eval-auc:0.696944	train-auc:0.755209
[4]	eval-auc:0.695502	train-auc:0.756721
[5]	eval-auc:0.691017	train-auc:0.758077
[6]	eval-auc:0.692817	train-auc:0.758636
[7]	eval-auc:0.692422	train-auc:0.758607
[8]	eval-auc:0.695618	train-auc:0.76508
[9]	eval-auc:0.695924	train-auc:0.766984
[10]	eval-auc:0.696572	train-auc:0.768436
[11]	eval-auc:0.697198	train-auc:0.769394
[12]	eval-auc:0.696378	train-auc:0.771612
[13]	eval-auc:0.699219	train-auc:0.775024
[14]	eval-auc:0.698254	train-auc:0.773872
[15]	eval-auc:0.699811	train-auc:0.775714
[16]	eval-auc:0.700041	train-auc:0.776092
[17]	eval-auc:0.699507	train-auc:0.779429
[18]	eval-auc:0.700589	train-auc:0.78038
[19]	eval-auc:0.699221	train-auc:0.781136
[20]	eval-auc:0.702714	train-auc:0.784109
[21]	eval-auc:0.702447	train-auc:0.786055
[22]	eval-auc:0.703954	train-auc:0.789133
[23]	eval-auc:0.702915	train-auc:0.791455
[24]	eval-auc:0.701684	train-auc:0.793772
[25]	eval-auc:0.701268	train-auc:0.794444
[26]	eval-auc:0.699904	train-auc:0.795028
[27]	eval-auc:0.700315	train-auc:0.796649
[28]	eval-auc:0.700181	train-auc:0.795452
[29]	eval-auc:0.70061	train-auc:0.796173
[30]	eval-auc:0.699949	train-auc:0.797316
[31]	eval-auc:0.700402	train-auc:0.798647
[32]	eval-auc:0.701071	train-auc:0.799929
[33]	eval-auc:0.700468	train-auc:0.801715
[34]	eval-auc:0.699884	train-auc:0.80264
[35]	eval-auc:0.699747	train-auc:0.802545
[36]	eval-auc:0.699485	train-auc:0.803231
[37]	eval-auc:0.699487	train-auc:0.803926
[38]	eval-auc:0.69949	train-auc:0.805205
[39]	eval-auc:0.699808	train-auc:0.806507
[40]	eval-auc:0.700521	train-auc:0.806457
[41]	eval-auc:0.700383	train-auc:0.806645
[42]	eval-auc:0.700604	train-auc:0.807746
[43]	eval-auc:0.701315	train-auc:0.807935
[44]	eval-auc:0.701797	train-auc:0.807798
[45]	eval-auc:0.701212	train-auc:0.808751
[46]	eval-auc:0.702312	train-auc:0.810022
[47]	eval-auc:0.703464	train-auc:0.8103
[48]	eval-auc:0.703471	train-auc:0.811305
[49]	eval-auc:0.702887	train-auc:0.81153
[50]	eval-auc:0.703956	train-auc:0.810752
[51]	eval-auc:0.704573	train-auc:0.811314
[52]	eval-auc:0.70483	train-auc:0.811852
[53]	eval-auc:0.704943	train-auc:0.812176
[54]	eval-auc:0.704718	train-auc:0.813295
[55]	eval-auc:0.705256	train-auc:0.813474
[56]	eval-auc:0.704319	train-auc:0.813948
[57]	eval-auc:0.704759	train-auc:0.814571
[58]	eval-auc:0.704842	train-auc:0.815617
[59]	eval-auc:0.704681	train-auc:0.816659
[60]	eval-auc:0.704721	train-auc:0.816948
[61]	eval-auc:0.705423	train-auc:0.817479
[62]	eval-auc:0.705091	train-auc:0.818109
[63]	eval-auc:0.705597	train-auc:0.818708
[64]	eval-auc:0.705306	train-auc:0.819064
[65]	eval-auc:0.705378	train-auc:0.819024
[66]	eval-auc:0.705581	train-auc:0.820048
[67]	eval-auc:0.705962	train-auc:0.820239
[68]	eval-auc:0.704933	train-auc:0.821974
[69]	eval-auc:0.704701	train-auc:0.822854
[70]	eval-auc:0.704652	train-auc:0.824357
[71]	eval-auc:0.70486	train-auc:0.82493
[72]	eval-auc:0.705091	train-auc:0.825428
[73]	eval-auc:0.705469	train-auc:0.825584
[74]	eval-auc:0.705522	train-auc:0.825977
[75]	eval-auc:0.706179	train-auc:0.826518
[76]	eval-auc:0.706826	train-auc:0.827401
[77]	eval-auc:0.705687	train-auc:0.827976
[78]	eval-auc:0.706106	train-auc:0.830024
[79]	eval-auc:0.706806	train-auc:0.831178
[80]	eval-auc:0.706875	train-auc:0.831882
[81]	eval-auc:0.705836	train-auc:0.833158
[82]	eval-auc:0.705658	train-auc:0.83382
[83]	eval-auc:0.706186	train-auc:0.833757
[84]	eval-auc:0.70654	train-auc:0.835826
[85]	eval-auc:0.706272	train-auc:0.836442
[86]	eval-auc:0.706523	train-auc:0.836359
[87]	eval-auc:0.706832	train-auc:0.837776
[88]	eval-auc:0.705763	train-auc:0.838885
[89]	eval-auc:0.706427	train-auc:0.840175
[90]	eval-auc:0.706518	train-auc:0.840446
[91]	eval-auc:0.706835	train-auc:0.841076
[92]	eval-auc:0.707248	train-auc:0.8422
[93]	eval-auc:0.705807	train-auc:0.842753
[94]	eval-auc:0.705583	train-auc:0.843584
[95]	eval-auc:0.705927	train-auc:0.843934
[96]	eval-auc:0.706371	train-auc:0.844572
[97]	eval-auc:0.706425	train-auc:0.845325
[98]	eval-auc:0.705441	train-auc:0.846443
[99]	eval-auc:0.705132	train-auc:0.847439
[100]	eval-auc:0.704973	train-auc:0.847498
[101]	eval-auc:0.705193	train-auc:0.848372
[102]	eval-auc:0.705114	train-auc:0.848627
[103]	eval-auc:0.70499	train-auc:0.848657
[104]	eval-auc:0.704944	train-auc:0.849247
[105]	eval-auc:0.704756	train-auc:0.850366
[106]	eval-auc:0.704585	train-auc:0.85022
[107]	eval-auc:0.705293	train-auc:0.850562
[108]	eval-auc:0.705201	train-auc:0.850911
[109]	eval-auc:0.705011	train-auc:0.850941
[110]	eval-auc:0.705084	train-auc:0.851115
[111]	eval-auc:0.705288	train-auc:0.851989
[112]	eval-auc:0.705091	train-auc:0.852581
[113]	eval-auc:0.705899	train-auc:0.853563
[114]	eval-auc:0.706039	train-auc:0.853803
[115]	eval-auc:0.705591	train-auc:0.854144
[116]	eval-auc:0.70556	train-auc:0.854506
[117]	eval-auc:0.705684	train-auc:0.85477
[118]	eval-auc:0.706049	train-auc:0.854832
[119]	eval-auc:0.705774	train-auc:0.855934
[120]	eval-auc:0.70614	train-auc:0.856162
[121]	eval-auc:0.706147	train-auc:0.85637
[122]	eval-auc:0.706211	train-auc:0.857463
[123]	eval-auc:0.705906	train-auc:0.858206
[124]	eval-auc:0.705306	train-auc:0.859076
[125]	eval-auc:0.705731	train-auc:0.859527
[126]	eval-auc:0.706128	train-auc:0.860784
[127]	eval-auc:0.706124	train-auc:0.861027
[128]	eval-auc:0.705766	train-auc:0.861905
[129]	eval-auc:0.705171	train-auc:0.861916
[130]	eval-auc:0.705134	train-auc:0.863156
[131]	eval-auc:0.705037	train-auc:0.863469
[132]	eval-auc:0.704731	train-auc:0.864282
[133]	eval-auc:0.704988	train-auc:0.865264
[134]	eval-auc:0.705158	train-auc:0.866014
[135]	eval-auc:0.705299	train-auc:0.86639
[136]	eval-auc:0.704741	train-auc:0.866741
[137]	eval-auc:0.704881	train-auc:0.867156
[138]	eval-auc:0.704691	train-auc:0.868034
[139]	eval-auc:0.704871	train-auc:0.868604
[140]	eval-auc:0.704726	train-auc:0.869203
[141]	eval-auc:0.70534	train-auc:0.870021
[142]	eval-auc:0.705352	train-auc:0.870785
[143]	eval-auc:0.70528	train-auc:0.870912
[144]	eval-auc:0.705423	train-auc:0.871477
[145]	eval-auc:0.70556	train-auc:0.872632
[146]	eval-auc:0.70549	train-auc:0.872806
[147]	eval-auc:0.705484	train-auc:0.873205
[148]	eval-auc:0.705425	train-auc:0.87358
[149]	eval-auc:0.705862	train-auc:0.87447
[150]	eval-auc:0.705568	train-auc:0.874858
[151]	eval-auc:0.705548	train-auc:0.876048
[152]	eval-auc:0.705567	train-auc:0.876205
[153]	eval-auc:0.705168	train-auc:0.876764
[154]	eval-auc:0.7053	train-auc:0.876896
[155]	eval-auc:0.705305	train-auc:0.877757
[156]	eval-auc:0.7056	train-auc:0.878531
[157]	eval-auc:0.705088	train-auc:0.879317
[158]	eval-auc:0.705027	train-auc:0.879444
[159]	eval-auc:0.704629	train-auc:0.879779
[160]	eval-auc:0.703984	train-auc:0.880509
[161]	eval-auc:0.704016	train-auc:0.88098
[162]	eval-auc:0.703695	train-auc:0.881492
[163]	eval-auc:0.703199	train-auc:0.882081
[164]	eval-auc:0.703247	train-auc:0.882418
[165]	eval-auc:0.703479	train-auc:0.882672
[166]	eval-auc:0.703756	train-auc:0.882753
[167]	eval-auc:0.703546	train-auc:0.882843
[168]	eval-auc:0.703285	train-auc:0.883086
[169]	eval-auc:0.70355	train-auc:0.883464
[170]	eval-auc:0.703657	train-auc:0.884574
[171]	eval-auc:0.703821	train-auc:0.884774
[172]	eval-auc:0.704117	train-auc:0.885197
[173]	eval-auc:0.704103	train-auc:0.885302
[174]	eval-auc:0.704339	train-auc:0.886186
[175]	eval-auc:0.704523	train-auc:0.886511
[176]	eval-auc:0.704631	train-auc:0.886249
[177]	eval-auc:0.704973	train-auc:0.886796
[178]	eval-auc:0.705018	train-auc:0.886924
[179]	eval-auc:0.704776	train-auc:0.887269
[180]	eval-auc:0.704688	train-auc:0.887444
[181]	eval-auc:0.704629	train-auc:0.887799
[182]	eval-auc:0.704574	train-auc:0.888085
[183]	eval-auc:0.70414	train-auc:0.888547
[184]	eval-auc:0.704274	train-auc:0.888682
[185]	eval-auc:0.704185	train-auc:0.889629
[186]	eval-auc:0.704528	train-auc:0.890475
[187]	eval-auc:0.704414	train-auc:0.891155
[188]	eval-auc:0.704175	train-auc:0.8915
[189]	eval-auc:0.704272	train-auc:0.891545
[190]	eval-auc:0.704367	train-auc:0.892139
[191]	eval-auc:0.704619	train-auc:0.892467
[192]	eval-auc:0.704686	train-auc:0.8929
[193]	eval-auc:0.704753	train-auc:0.893333
[194]	eval-auc:0.704756	train-auc:0.894174
[195]	eval-auc:0.704539	train-auc:0.894363
[196]	eval-auc:0.704443	train-auc:0.894432
[197]	eval-auc:0.704461	train-auc:0.894835
[198]	eval-auc:0.704192	train-auc:0.895283
[199]	eval-auc:0.703965	train-auc:0.895727
[200]	eval-auc:0.704246	train-auc:0.89609
[201]	eval-auc:0.704505	train-auc:0.896471
[202]	eval-auc:0.704415	train-auc:0.896443
[203]	eval-auc:0.704447	train-auc:0.89672
[204]	eval-auc:0.704574	train-auc:0.896775
[205]	eval-auc:0.70468	train-auc:0.897057
[206]	eval-auc:0.704068	train-auc:0.898079
[207]	eval-auc:0.703846	train-auc:0.89831
[208]	eval-auc:0.703933	train-auc:0.899211
[209]	eval-auc:0.703837	train-auc:0.899234
[210]	eval-auc:0.70362	train-auc:0.899359
[211]	eval-auc:0.703702	train-auc:0.899659
[212]	eval-auc:0.703994	train-auc:0.900354
	Score 0.7039935314110294


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 312.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.713565	train-auc:0.732886
[1]	eval-auc:0.682486	train-auc:0.740217
[2]	eval-auc:0.693877	train-auc:0.748072
[3]	eval-auc:0.688242	train-auc:0.745693
[4]	eval-auc:0.689202	train-auc:0.749263
[5]	eval-auc:0.694059	train-auc:0.758211
[6]	eval-auc:0.693975	train-auc:0.761992
[7]	eval-auc:0.693076	train-auc:0.766293
[8]	eval-auc:0.68945	train-auc:0.769995
[9]	eval-auc:0.691594	train-auc:0.770742
[10]	eval-auc:0.692847	train-auc:0.771283
[11]	eval-auc:0.693052	train-auc:0.773145
[12]	eval-auc:0.692843	train-auc:0.773167
[13]	eval-auc:0.693279	train-auc:0.778826
[14]	eval-auc:0.692125	train-auc:0.784878
[15]	eval-auc:0.693027	train-auc:0.786209
[16]	eval-auc:0.693052	train-auc:0.78649
[17]	eval-auc:0.693075	train-auc:0.78847
[18]	eval-auc:0.692899	train-auc:0.788006
[19]	eval-auc:0.693236	train-auc:0.786746
[20]	eval-auc:0.693994	train-auc:0.788881
[21]	eval-auc:0.693085	train-auc:0.792784
[22]	eval-auc:0.693481	train-auc:0.795664
[23]	eval-auc:0.69366	train-auc:0.797054
[24]	eval-auc:0.692167	train-auc:0.799418
[25]	eval-auc:0.691662	train-auc:0.803141
[26]	eval-auc:0.691468	train-auc:0.804434
[27]	eval-auc:0.691464	train-auc:0.806666
[28]	eval-auc:0.693098	train-auc:0.807675
[29]	eval-auc:0.694546	train-auc:0.808973
[30]	eval-auc:0.694329	train-auc:0.811368
[31]	eval-auc:0.696084	train-auc:0.81244
[32]	eval-auc:0.697424	train-auc:0.814021
[33]	eval-auc:0.696733	train-auc:0.815579
[34]	eval-auc:0.696713	train-auc:0.817983
[35]	eval-auc:0.696414	train-auc:0.818172
[36]	eval-auc:0.696378	train-auc:0.819401
[37]	eval-auc:0.696979	train-auc:0.820624
[38]	eval-auc:0.69558	train-auc:0.82378
[39]	eval-auc:0.696329	train-auc:0.825469
[40]	eval-auc:0.696698	train-auc:0.827211
[41]	eval-auc:0.696585	train-auc:0.828592
[42]	eval-auc:0.697341	train-auc:0.829314
[43]	eval-auc:0.698104	train-auc:0.82967
[44]	eval-auc:0.699016	train-auc:0.831406
[45]	eval-auc:0.698478	train-auc:0.832588
[46]	eval-auc:0.698684	train-auc:0.833027
[47]	eval-auc:0.697755	train-auc:0.833745
[48]	eval-auc:0.698375	train-auc:0.833944
[49]	eval-auc:0.698385	train-auc:0.834347
[50]	eval-auc:0.698257	train-auc:0.834594
[51]	eval-auc:0.69707	train-auc:0.836138
[52]	eval-auc:0.69704	train-auc:0.837157
[53]	eval-auc:0.697431	train-auc:0.838845
[54]	eval-auc:0.697692	train-auc:0.839526
[55]	eval-auc:0.697674	train-auc:0.84066
[56]	eval-auc:0.697857	train-auc:0.84155
[57]	eval-auc:0.698563	train-auc:0.843224
[58]	eval-auc:0.698528	train-auc:0.844297
[59]	eval-auc:0.698598	train-auc:0.844635
[60]	eval-auc:0.698781	train-auc:0.845968
[61]	eval-auc:0.698971	train-auc:0.847214
[62]	eval-auc:0.698552	train-auc:0.849379
[63]	eval-auc:0.699591	train-auc:0.850243
[64]	eval-auc:0.699358	train-auc:0.850802
[65]	eval-auc:0.699641	train-auc:0.852778
[66]	eval-auc:0.699898	train-auc:0.853051
[67]	eval-auc:0.699915	train-auc:0.853816
[68]	eval-auc:0.700026	train-auc:0.854286
[69]	eval-auc:0.699814	train-auc:0.854848
[70]	eval-auc:0.699512	train-auc:0.856461
[71]	eval-auc:0.699613	train-auc:0.857094
[72]	eval-auc:0.699628	train-auc:0.857632
[73]	eval-auc:0.699818	train-auc:0.857953
[74]	eval-auc:0.700243	train-auc:0.859278
[75]	eval-auc:0.700541	train-auc:0.860109
[76]	eval-auc:0.700666	train-auc:0.860157
[77]	eval-auc:0.700918	train-auc:0.860518
[78]	eval-auc:0.700971	train-auc:0.861046
[79]	eval-auc:0.701055	train-auc:0.861492
[80]	eval-auc:0.700679	train-auc:0.862288
[81]	eval-auc:0.700664	train-auc:0.862417
[82]	eval-auc:0.70019	train-auc:0.863072
[83]	eval-auc:0.700381	train-auc:0.863335
[84]	eval-auc:0.700758	train-auc:0.864613
[85]	eval-auc:0.700928	train-auc:0.865135
[86]	eval-auc:0.701138	train-auc:0.866134
[87]	eval-auc:0.700593	train-auc:0.866635
[88]	eval-auc:0.700427	train-auc:0.866932
[89]	eval-auc:0.700251	train-auc:0.867604
[90]	eval-auc:0.699879	train-auc:0.86805
[91]	eval-auc:0.700158	train-auc:0.868191
[92]	eval-auc:0.700926	train-auc:0.870922
[93]	eval-auc:0.701077	train-auc:0.871575
[94]	eval-auc:0.70185	train-auc:0.872732
[95]	eval-auc:0.700659	train-auc:0.874563
[96]	eval-auc:0.700502	train-auc:0.874837
[97]	eval-auc:0.700161	train-auc:0.874846
[98]	eval-auc:0.699803	train-auc:0.875189
[99]	eval-auc:0.699695	train-auc:0.875408
[100]	eval-auc:0.69911	train-auc:0.875431
[101]	eval-auc:0.698944	train-auc:0.877087
[102]	eval-auc:0.698931	train-auc:0.877479
[103]	eval-auc:0.698609	train-auc:0.879078
[104]	eval-auc:0.698894	train-auc:0.879313
[105]	eval-auc:0.699323	train-auc:0.879937
[106]	eval-auc:0.699409	train-auc:0.880277
[107]	eval-auc:0.699253	train-auc:0.881051
[108]	eval-auc:0.698813	train-auc:0.881413
[109]	eval-auc:0.698889	train-auc:0.88186
[110]	eval-auc:0.698604	train-auc:0.881848
[111]	eval-auc:0.698625	train-auc:0.882435
[112]	eval-auc:0.698442	train-auc:0.883888
[113]	eval-auc:0.699383	train-auc:0.886314
[114]	eval-auc:0.699771	train-auc:0.887765
[115]	eval-auc:0.69992	train-auc:0.887931
[116]	eval-auc:0.699776	train-auc:0.889367
[117]	eval-auc:0.700557	train-auc:0.890033
[118]	eval-auc:0.700578	train-auc:0.890104
[119]	eval-auc:0.700586	train-auc:0.890629
[120]	eval-auc:0.700557	train-auc:0.891086
[121]	eval-auc:0.701029	train-auc:0.892802
[122]	eval-auc:0.700433	train-auc:0.893911
[123]	eval-auc:0.700927	train-auc:0.895751
[124]	eval-auc:0.700956	train-auc:0.8961
[125]	eval-auc:0.700899	train-auc:0.896257
[126]	eval-auc:0.700497	train-auc:0.896248
[127]	eval-auc:0.701285	train-auc:0.897677
[128]	eval-auc:0.700829	train-auc:0.898726
[129]	eval-auc:0.70013	train-auc:0.899603
[130]	eval-auc:0.700187	train-auc:0.900267
[131]	eval-auc:0.699701	train-auc:0.901117
[132]	eval-auc:0.699573	train-auc:0.901176
[133]	eval-auc:0.700336	train-auc:0.902506
[134]	eval-auc:0.700036	train-auc:0.903042
[135]	eval-auc:0.700222	train-auc:0.904173
[136]	eval-auc:0.701023	train-auc:0.905199
[137]	eval-auc:0.701353	train-auc:0.905513
[138]	eval-auc:0.701068	train-auc:0.906269
[139]	eval-auc:0.701461	train-auc:0.906554
[140]	eval-auc:0.700954	train-auc:0.906889
[141]	eval-auc:0.701038	train-auc:0.907077
[142]	eval-auc:0.701327	train-auc:0.90816
[143]	eval-auc:0.701551	train-auc:0.908751
[144]	eval-auc:0.701537	train-auc:0.909273
[145]	eval-auc:0.702386	train-auc:0.909936
[146]	eval-auc:0.702657	train-auc:0.910103
[147]	eval-auc:0.702262	train-auc:0.910682
[148]	eval-auc:0.702596	train-auc:0.910795
[149]	eval-auc:0.703383	train-auc:0.911614
[150]	eval-auc:0.703634	train-auc:0.911956
[151]	eval-auc:0.704097	train-auc:0.912598
[152]	eval-auc:0.704394	train-auc:0.91299
[153]	eval-auc:0.704431	train-auc:0.913398
[154]	eval-auc:0.704152	train-auc:0.913546
[155]	eval-auc:0.704241	train-auc:0.913753
[156]	eval-auc:0.703931	train-auc:0.913593
[157]	eval-auc:0.704482	train-auc:0.914134
[158]	eval-auc:0.704647	train-auc:0.914603
[159]	eval-auc:0.704918	train-auc:0.914604
[160]	eval-auc:0.704703	train-auc:0.914966
[161]	eval-auc:0.705053	train-auc:0.916623
[162]	eval-auc:0.705245	train-auc:0.916519
[163]	eval-auc:0.704791	train-auc:0.916659
[164]	eval-auc:0.705277	train-auc:0.918086
[165]	eval-auc:0.705655	train-auc:0.91852
[166]	eval-auc:0.705321	train-auc:0.919252
[167]	eval-auc:0.704344	train-auc:0.919783
[168]	eval-auc:0.703877	train-auc:0.919886
[169]	eval-auc:0.704183	train-auc:0.920951
[170]	eval-auc:0.704041	train-auc:0.921515
[171]	eval-auc:0.704134	train-auc:0.92243
[172]	eval-auc:0.704758	train-auc:0.922976
[173]	eval-auc:0.70479	train-auc:0.923132
[174]	eval-auc:0.704307	train-auc:0.923443
[175]	eval-auc:0.70391	train-auc:0.924011
[176]	eval-auc:0.70405	train-auc:0.924629
[177]	eval-auc:0.703885	train-auc:0.924703
[178]	eval-auc:0.703899	train-auc:0.924609
[179]	eval-auc:0.703257	train-auc:0.925016
[180]	eval-auc:0.702879	train-auc:0.925327
[181]	eval-auc:0.702874	train-auc:0.9258
[182]	eval-auc:0.702474	train-auc:0.926228
[183]	eval-auc:0.702448	train-auc:0.926144
[184]	eval-auc:0.702833	train-auc:0.926319
[185]	eval-auc:0.702573	train-auc:0.926544
[186]	eval-auc:0.702695	train-auc:0.926832
[187]	eval-auc:0.702701	train-auc:0.927044
[188]	eval-auc:0.70244	train-auc:0.927505
[189]	eval-auc:0.702527	train-auc:0.927728
[190]	eval-auc:0.702701	train-auc:0.927928
[191]	eval-auc:0.702526	train-auc:0.928791
[192]	eval-auc:0.703369	train-auc:0.929725
[193]	eval-auc:0.703969	train-auc:0.930339
[194]	eval-auc:0.704386	train-auc:0.930572
[195]	eval-auc:0.704222	train-auc:0.930937
[196]	eval-auc:0.705088	train-auc:0.931287
[197]	eval-auc:0.705113	train-auc:0.93133
[198]	eval-auc:0.705093	train-auc:0.931664
[199]	eval-auc:0.704868	train-auc:0.931812
[200]	eval-auc:0.704775	train-auc:0.932034
[201]	eval-auc:0.704635	train-auc:0.932044
[202]	eval-auc:0.704468	train-auc:0.932033
[203]	eval-auc:0.704188	train-auc:0.932299
[204]	eval-auc:0.704304	train-auc:0.93245
[205]	eval-auc:0.705024	train-auc:0.933064
[206]	eval-auc:0.705285	train-auc:0.933315
[207]	eval-auc:0.705731	train-auc:0.93353
[208]	eval-auc:0.705445	train-auc:0.933758
[209]	eval-auc:0.705761	train-auc:0.933895
[210]	eval-auc:0.705793	train-auc:0.933992
[211]	eval-auc:0.705783	train-auc:0.934744
[212]	eval-auc:0.705638	train-auc:0.935324
[213]	eval-auc:0.705542	train-auc:0.936239
[214]	eval-auc:0.705598	train-auc:0.936338
[215]	eval-auc:0.705656	train-auc:0.937138
[216]	eval-auc:0.705731	train-auc:0.937233
[217]	eval-auc:0.705662	train-auc:0.937537
[218]	eval-auc:0.705783	train-auc:0.937725
[219]	eval-auc:0.706052	train-auc:0.938308
[220]	eval-auc:0.70611	train-auc:0.938227
[221]	eval-auc:0.706185	train-auc:0.938323
[222]	eval-auc:0.706099	train-auc:0.93821
[223]	eval-auc:0.706339	train-auc:0.938305
[224]	eval-auc:0.706255	train-auc:0.938765
[225]	eval-auc:0.706057	train-auc:0.939367
[226]	eval-auc:0.706364	train-auc:0.939835
[227]	eval-auc:0.706093	train-auc:0.940118
[228]	eval-auc:0.70615	train-auc:0.940041
[229]	eval-auc:0.706208	train-auc:0.940855
[230]	eval-auc:0.706421	train-auc:0.94124
[231]	eval-auc:0.70556	train-auc:0.941721
[232]	eval-auc:0.705813	train-auc:0.941786
[233]	eval-auc:0.705847	train-auc:0.941897
[234]	eval-auc:0.706098	train-auc:0.941926
[235]	eval-auc:0.706399	train-auc:0.942124
[236]	eval-auc:0.706304	train-auc:0.942194
[237]	eval-auc:0.706428	train-auc:0.942754
[238]	eval-auc:0.706243	train-auc:0.942689
[239]	eval-auc:0.706153	train-auc:0.942751
[240]	eval-auc:0.706424	train-auc:0.942812
[241]	eval-auc:0.706594	train-auc:0.943004
[242]	eval-auc:0.706547	train-auc:0.943075
[243]	eval-auc:0.706645	train-auc:0.943166
[244]	eval-auc:0.707089	train-auc:0.943637
[245]	eval-auc:0.706824	train-auc:0.943697
[246]	eval-auc:0.70678	train-auc:0.944218
[247]	eval-auc:0.706858	train-auc:0.944587
[248]	eval-auc:0.706773	train-auc:0.944774
[249]	eval-auc:0.70639	train-auc:0.945288
[250]	eval-auc:0.706485	train-auc:0.945621
[251]	eval-auc:0.706497	train-auc:0.945697
[252]	eval-auc:0.706645	train-auc:0.945908
[253]	eval-auc:0.706477	train-auc:0.946014
[254]	eval-auc:0.706345	train-auc:0.946016
[255]	eval-auc:0.706348	train-auc:0.946303
[256]	eval-auc:0.706439	train-auc:0.946264
[257]	eval-auc:0.70634	train-auc:0.946318
[258]	eval-auc:0.706442	train-auc:0.946405
[259]	eval-auc:0.706395	train-auc:0.946598
[260]	eval-auc:0.706278	train-auc:0.946622
[261]	eval-auc:0.706087	train-auc:0.946755
[262]	eval-auc:0.706174	train-auc:0.946793
[263]	eval-auc:0.706366	train-auc:0.946795
[264]	eval-auc:0.7054	train-auc:0.947242
[265]	eval-auc:0.705431	train-auc:0.947609
[266]	eval-auc:0.705002	train-auc:0.947649
[267]	eval-auc:0.70504	train-auc:0.948044
[268]	eval-auc:0.705516	train-auc:0.948314
[269]	eval-auc:0.705535	train-auc:0.948636
[270]	eval-auc:0.705573	train-auc:0.948738
[271]	eval-auc:0.705699	train-auc:0.948782
[272]	eval-auc:0.705827	train-auc:0.949295
[273]	eval-auc:0.706048	train-auc:0.949385
[274]	eval-auc:0.706459	train-auc:0.949994
[275]	eval-auc:0.706833	train-auc:0.95026
[276]	eval-auc:0.706608	train-auc:0.950596
[277]	eval-auc:0.706584	train-auc:0.95073
[278]	eval-auc:0.706692	train-auc:0.950776
[279]	eval-auc:0.706512	train-auc:0.951028
[280]	eval-auc:0.706537	train-auc:0.951137
[281]	eval-auc:0.706899	train-auc:0.951375
[282]	eval-auc:0.70691	train-auc:0.951735
[283]	eval-auc:0.706748	train-auc:0.951756
[284]	eval-auc:0.706255	train-auc:0.952118
[285]	eval-auc:0.705736	train-auc:0.952404
[286]	eval-auc:0.705533	train-auc:0.952522
[287]	eval-auc:0.705781	train-auc:0.952673
[288]	eval-auc:0.706203	train-auc:0.952944
[289]	eval-auc:0.706188	train-auc:0.952976
[290]	eval-auc:0.706128	train-auc:0.953131
[291]	eval-auc:0.70581	train-auc:0.953348
[292]	eval-auc:0.705649	train-auc:0.95346
[293]	eval-auc:0.705687	train-auc:0.953663
[294]	eval-auc:0.70539	train-auc:0.954162
[295]	eval-auc:0.704828	train-auc:0.954408
[296]	eval-auc:0.704922	train-auc:0.954449
[297]	eval-auc:0.704759	train-auc:0.954885
[298]	eval-auc:0.705116	train-auc:0.955078
[299]	eval-auc:0.705097	train-auc:0.955329
[300]	eval-auc:0.70505	train-auc:0.955446
[301]	eval-auc:0.705218	train-auc:0.95559
[302]	eval-auc:0.705262	train-auc:0.955811
[303]	eval-auc:0.705274	train-auc:0.955979
[304]	eval-auc:0.705285	train-auc:0.956187
[305]	eval-auc:0.70569	train-auc:0.956349
[306]	eval-auc:0.705155	train-auc:0.956528
[307]	eval-auc:0.705299	train-auc:0.956616
[308]	eval-auc:0.704788	train-auc:0.956782
[309]	eval-auc:0.704826	train-auc:0.956873
[310]	eval-auc:0.704592	train-auc:0.957134
[311]	eval-auc:0.704868	train-auc:0.957274
	Score 0.7048675827455567


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 159.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.715365	train-auc:0.727964
[1]	eval-auc:0.704847	train-auc:0.744043
[2]	eval-auc:0.707121	train-auc:0.757433
[3]	eval-auc:0.706292	train-auc:0.7604
[4]	eval-auc:0.705145	train-auc:0.760548
[5]	eval-auc:0.694424	train-auc:0.77503
[6]	eval-auc:0.696596	train-auc:0.773282
[7]	eval-auc:0.69708	train-auc:0.775629
[8]	eval-auc:0.695456	train-auc:0.777514
[9]	eval-auc:0.699935	train-auc:0.77713
[10]	eval-auc:0.700238	train-auc:0.781682
[11]	eval-auc:0.698726	train-auc:0.787019
[12]	eval-auc:0.696896	train-auc:0.790505
[13]	eval-auc:0.69726	train-auc:0.792827
[14]	eval-auc:0.697005	train-auc:0.790093
[15]	eval-auc:0.696231	train-auc:0.792019
[16]	eval-auc:0.695886	train-auc:0.796209
[17]	eval-auc:0.696866	train-auc:0.799891
[18]	eval-auc:0.694496	train-auc:0.800665
[19]	eval-auc:0.693959	train-auc:0.806035
[20]	eval-auc:0.695198	train-auc:0.807145
[21]	eval-auc:0.695803	train-auc:0.809324
[22]	eval-auc:0.696467	train-auc:0.810228
[23]	eval-auc:0.697906	train-auc:0.814117
[24]	eval-auc:0.698191	train-auc:0.817581
[25]	eval-auc:0.697956	train-auc:0.820437
[26]	eval-auc:0.698957	train-auc:0.822706
[27]	eval-auc:0.696961	train-auc:0.826041
[28]	eval-auc:0.697236	train-auc:0.827443
[29]	eval-auc:0.697903	train-auc:0.828854
[30]	eval-auc:0.697741	train-auc:0.831916
[31]	eval-auc:0.698351	train-auc:0.833138
[32]	eval-auc:0.698426	train-auc:0.834536
[33]	eval-auc:0.696642	train-auc:0.835833
[34]	eval-auc:0.696757	train-auc:0.83764
[35]	eval-auc:0.695443	train-auc:0.83963
[36]	eval-auc:0.695268	train-auc:0.841848
[37]	eval-auc:0.695299	train-auc:0.842218
[38]	eval-auc:0.695216	train-auc:0.844802
[39]	eval-auc:0.694236	train-auc:0.847432
[40]	eval-auc:0.694088	train-auc:0.848579
[41]	eval-auc:0.694987	train-auc:0.849653
[42]	eval-auc:0.695776	train-auc:0.850291
[43]	eval-auc:0.69531	train-auc:0.852846
[44]	eval-auc:0.695516	train-auc:0.855823
[45]	eval-auc:0.695757	train-auc:0.856996
[46]	eval-auc:0.695048	train-auc:0.860102
[47]	eval-auc:0.694914	train-auc:0.860382
[48]	eval-auc:0.695162	train-auc:0.862614
[49]	eval-auc:0.694664	train-auc:0.863359
[50]	eval-auc:0.694611	train-auc:0.863104
[51]	eval-auc:0.695695	train-auc:0.864114
[52]	eval-auc:0.694958	train-auc:0.864719
[53]	eval-auc:0.694002	train-auc:0.865974
[54]	eval-auc:0.694215	train-auc:0.868088
[55]	eval-auc:0.69441	train-auc:0.868026
[56]	eval-auc:0.694435	train-auc:0.867973
[57]	eval-auc:0.693752	train-auc:0.868176
[58]	eval-auc:0.693388	train-auc:0.869551
[59]	eval-auc:0.693155	train-auc:0.870153
[60]	eval-auc:0.693345	train-auc:0.872199
[61]	eval-auc:0.69303	train-auc:0.874084
[62]	eval-auc:0.693369	train-auc:0.875381
[63]	eval-auc:0.695195	train-auc:0.876355
[64]	eval-auc:0.695398	train-auc:0.87671
[65]	eval-auc:0.695229	train-auc:0.877256
[66]	eval-auc:0.696433	train-auc:0.880294
[67]	eval-auc:0.696124	train-auc:0.880599
[68]	eval-auc:0.695928	train-auc:0.880951
[69]	eval-auc:0.696782	train-auc:0.883167
[70]	eval-auc:0.697057	train-auc:0.885879
[71]	eval-auc:0.697001	train-auc:0.886193
[72]	eval-auc:0.696718	train-auc:0.887751
[73]	eval-auc:0.696049	train-auc:0.8902
[74]	eval-auc:0.696014	train-auc:0.890605
[75]	eval-auc:0.696252	train-auc:0.890916
[76]	eval-auc:0.697071	train-auc:0.892307
[77]	eval-auc:0.697377	train-auc:0.89246
[78]	eval-auc:0.698699	train-auc:0.893816
[79]	eval-auc:0.699564	train-auc:0.894383
[80]	eval-auc:0.699357	train-auc:0.896087
[81]	eval-auc:0.698719	train-auc:0.896792
[82]	eval-auc:0.698195	train-auc:0.897983
[83]	eval-auc:0.69857	train-auc:0.899533
[84]	eval-auc:0.699558	train-auc:0.90033
[85]	eval-auc:0.699553	train-auc:0.90161
[86]	eval-auc:0.699189	train-auc:0.901365
[87]	eval-auc:0.699036	train-auc:0.902622
[88]	eval-auc:0.698244	train-auc:0.903883
[89]	eval-auc:0.698221	train-auc:0.904088
[90]	eval-auc:0.698241	train-auc:0.904239
[91]	eval-auc:0.698055	train-auc:0.904197
[92]	eval-auc:0.698358	train-auc:0.904923
[93]	eval-auc:0.698433	train-auc:0.905429
[94]	eval-auc:0.699846	train-auc:0.906941
[95]	eval-auc:0.699652	train-auc:0.907941
[96]	eval-auc:0.699776	train-auc:0.909151
[97]	eval-auc:0.700057	train-auc:0.911175
[98]	eval-auc:0.700513	train-auc:0.912205
[99]	eval-auc:0.700982	train-auc:0.912639
[100]	eval-auc:0.700817	train-auc:0.912622
[101]	eval-auc:0.701397	train-auc:0.914238
[102]	eval-auc:0.701452	train-auc:0.91505
[103]	eval-auc:0.701042	train-auc:0.915751
[104]	eval-auc:0.701784	train-auc:0.916876
[105]	eval-auc:0.701265	train-auc:0.917096
[106]	eval-auc:0.701285	train-auc:0.917196
[107]	eval-auc:0.701822	train-auc:0.917575
[108]	eval-auc:0.700904	train-auc:0.918913
[109]	eval-auc:0.700947	train-auc:0.919983
[110]	eval-auc:0.700525	train-auc:0.920335
[111]	eval-auc:0.70057	train-auc:0.921013
[112]	eval-auc:0.701055	train-auc:0.921442
[113]	eval-auc:0.700345	train-auc:0.922821
[114]	eval-auc:0.700551	train-auc:0.923132
[115]	eval-auc:0.700531	train-auc:0.923472
[116]	eval-auc:0.700363	train-auc:0.924321
[117]	eval-auc:0.700593	train-auc:0.925266
[118]	eval-auc:0.70083	train-auc:0.925766
[119]	eval-auc:0.700882	train-auc:0.926289
[120]	eval-auc:0.700975	train-auc:0.927718
[121]	eval-auc:0.701023	train-auc:0.930074
[122]	eval-auc:0.701265	train-auc:0.930654
[123]	eval-auc:0.70123	train-auc:0.931006
[124]	eval-auc:0.701559	train-auc:0.931171
[125]	eval-auc:0.701447	train-auc:0.931876
[126]	eval-auc:0.701437	train-auc:0.932265
[127]	eval-auc:0.70086	train-auc:0.93275
[128]	eval-auc:0.700809	train-auc:0.933267
[129]	eval-auc:0.70067	train-auc:0.933891
[130]	eval-auc:0.700615	train-auc:0.934232
[131]	eval-auc:0.700162	train-auc:0.934774
[132]	eval-auc:0.701294	train-auc:0.935059
[133]	eval-auc:0.701212	train-auc:0.935809
[134]	eval-auc:0.701023	train-auc:0.936782
[135]	eval-auc:0.701747	train-auc:0.937374
[136]	eval-auc:0.701863	train-auc:0.937474
[137]	eval-auc:0.701591	train-auc:0.938655
[138]	eval-auc:0.701598	train-auc:0.939408
[139]	eval-auc:0.701872	train-auc:0.939727
[140]	eval-auc:0.70184	train-auc:0.939818
[141]	eval-auc:0.701964	train-auc:0.939924
[142]	eval-auc:0.701505	train-auc:0.940785
[143]	eval-auc:0.70176	train-auc:0.94163
[144]	eval-auc:0.701347	train-auc:0.942515
[145]	eval-auc:0.70138	train-auc:0.942566
[146]	eval-auc:0.701347	train-auc:0.943563
[147]	eval-auc:0.701649	train-auc:0.943802
[148]	eval-auc:0.701912	train-auc:0.94448
[149]	eval-auc:0.702312	train-auc:0.944773
[150]	eval-auc:0.702044	train-auc:0.944978
[151]	eval-auc:0.702291	train-auc:0.945342
[152]	eval-auc:0.702332	train-auc:0.945269
[153]	eval-auc:0.702602	train-auc:0.945575
[154]	eval-auc:0.702672	train-auc:0.945981
[155]	eval-auc:0.702404	train-auc:0.946977
[156]	eval-auc:0.702652	train-auc:0.947429
[157]	eval-auc:0.702954	train-auc:0.948041
[158]	eval-auc:0.70306	train-auc:0.948711
	Score 0.703060093313355


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 1, 'min_child_weight': 2.0, 'n_estimators': 263.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.637627	train-auc:0.641495
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.667391	train-auc:0.675934
[4]	eval-auc:0.667391	train-auc:0.675934
[5]	eval-auc:0.70082	train-auc:0.698568
[6]	eval-auc:0.70082	train-auc:0.698568
[7]	eval-auc:0.695611	train-auc:0.697962
[8]	eval-auc:0.695611	train-auc:0.697962
[9]	eval-auc:0.695611	train-auc:0.697962
[10]	eval-auc:0.70419	train-auc:0.700915
[11]	eval-auc:0.697144	train-auc:0.698895
[12]	eval-auc:0.695611	train-auc:0.697962
[13]	eval-auc:0.705542	train-auc:0.701106
[14]	eval-auc:0.705542	train-auc:0.701106
[15]	eval-auc:0.698582	train-auc:0.699193
[16]	eval-auc:0.69858	train-auc:0.69919
[17]	eval-auc:0.70094	train-auc:0.699211
[18]	eval-auc:0.707758	train-auc:0.700974
[19]	eval-auc:0.700965	train-auc:0.699217
[20]	eval-auc:0.700965	train-auc:0.699217
[21]	eval-auc:0.701591	train-auc:0.699126
[22]	eval-auc:0.708225	train-auc:0.701171
[23]	eval-auc:0.701268	train-auc:0.698762
[24]	eval-auc:0.701591	train-auc:0.699126
[25]	eval-auc:0.700943	train-auc:0.698919
[26]	eval-auc:0.698005	train-auc:0.696847
[27]	eval-auc:0.702041	train-auc:0.699678
[28]	eval-auc:0.703273	train-auc:0.699529
[29]	eval-auc:0.703599	train-auc:0.699889
[30]	eval-auc:0.704686	train-auc:0.700754
[31]	eval-auc:0.704495	train-auc:0.702466
[32]	eval-auc:0.703413	train-auc:0.7022
[33]	eval-auc:0.707251	train-auc:0.703534
[34]	eval-auc:0.707771	train-auc:0.705771
[35]	eval-auc:0.708176	train-auc:0.705574
[36]	eval-auc:0.708355	train-auc:0.70605
[37]	eval-auc:0.708565	train-auc:0.707096
[38]	eval-auc:0.709973	train-auc:0.70897
[39]	eval-auc:0.708423	train-auc:0.7108
[40]	eval-auc:0.706485	train-auc:0.709998
[41]	eval-auc:0.707293	train-auc:0.709088
[42]	eval-auc:0.707505	train-auc:0.709224
[43]	eval-auc:0.706954	train-auc:0.709378
[44]	eval-auc:0.70655	train-auc:0.70887
[45]	eval-auc:0.705956	train-auc:0.708661
[46]	eval-auc:0.70611	train-auc:0.709045
[47]	eval-auc:0.705898	train-auc:0.709008
[48]	eval-auc:0.705885	train-auc:0.708907
[49]	eval-auc:0.705178	train-auc:0.708613
[50]	eval-auc:0.70548	train-auc:0.709012
[51]	eval-auc:0.705894	train-auc:0.709022
[52]	eval-auc:0.706108	train-auc:0.709852
[53]	eval-auc:0.705066	train-auc:0.709555
[54]	eval-auc:0.705048	train-auc:0.709547
[55]	eval-auc:0.705152	train-auc:0.709835
[56]	eval-auc:0.705458	train-auc:0.710164
[57]	eval-auc:0.704933	train-auc:0.7104
[58]	eval-auc:0.70541	train-auc:0.710339
[59]	eval-auc:0.704091	train-auc:0.711381
[60]	eval-auc:0.703716	train-auc:0.711396
[61]	eval-auc:0.705877	train-auc:0.711526
[62]	eval-auc:0.706413	train-auc:0.711953
[63]	eval-auc:0.706607	train-auc:0.712373
[64]	eval-auc:0.706996	train-auc:0.712935
[65]	eval-auc:0.70756	train-auc:0.712754
[66]	eval-auc:0.707127	train-auc:0.712529
[67]	eval-auc:0.70758	train-auc:0.712549
[68]	eval-auc:0.707688	train-auc:0.712589
[69]	eval-auc:0.707001	train-auc:0.713158
[70]	eval-auc:0.706151	train-auc:0.713128
[71]	eval-auc:0.706404	train-auc:0.713247
[72]	eval-auc:0.706693	train-auc:0.713296
[73]	eval-auc:0.706094	train-auc:0.713439
[74]	eval-auc:0.706067	train-auc:0.713464
[75]	eval-auc:0.705922	train-auc:0.713235
[76]	eval-auc:0.705898	train-auc:0.713262
[77]	eval-auc:0.705082	train-auc:0.713511
[78]	eval-auc:0.705394	train-auc:0.714062
[79]	eval-auc:0.705622	train-auc:0.71414
[80]	eval-auc:0.705074	train-auc:0.714472
[81]	eval-auc:0.705138	train-auc:0.714575
[82]	eval-auc:0.704495	train-auc:0.714794
[83]	eval-auc:0.70413	train-auc:0.715069
[84]	eval-auc:0.704185	train-auc:0.714912
[85]	eval-auc:0.703891	train-auc:0.714705
[86]	eval-auc:0.704049	train-auc:0.714693
[87]	eval-auc:0.70425	train-auc:0.714828
[88]	eval-auc:0.704475	train-auc:0.714914
[89]	eval-auc:0.704603	train-auc:0.714941
[90]	eval-auc:0.703298	train-auc:0.715178
[91]	eval-auc:0.703084	train-auc:0.714943
[92]	eval-auc:0.703547	train-auc:0.715233
[93]	eval-auc:0.703582	train-auc:0.715351
[94]	eval-auc:0.703551	train-auc:0.715674
[95]	eval-auc:0.703707	train-auc:0.715767
[96]	eval-auc:0.703667	train-auc:0.71579
[97]	eval-auc:0.703824	train-auc:0.716023
[98]	eval-auc:0.703943	train-auc:0.716225
[99]	eval-auc:0.703866	train-auc:0.716206
[100]	eval-auc:0.703189	train-auc:0.716374
[101]	eval-auc:0.703606	train-auc:0.716628
[102]	eval-auc:0.703921	train-auc:0.716804
[103]	eval-auc:0.704014	train-auc:0.716768
[104]	eval-auc:0.704017	train-auc:0.717137
[105]	eval-auc:0.703924	train-auc:0.7173
[106]	eval-auc:0.703315	train-auc:0.717395
[107]	eval-auc:0.70321	train-auc:0.717584
[108]	eval-auc:0.703467	train-auc:0.717523
[109]	eval-auc:0.702976	train-auc:0.717641
[110]	eval-auc:0.702829	train-auc:0.717459
[111]	eval-auc:0.70302	train-auc:0.717506
[112]	eval-auc:0.703046	train-auc:0.717513
[113]	eval-auc:0.702577	train-auc:0.717584
[114]	eval-auc:0.702826	train-auc:0.71769
[115]	eval-auc:0.70289	train-auc:0.717794
[116]	eval-auc:0.702842	train-auc:0.71787
[117]	eval-auc:0.702914	train-auc:0.717948
[118]	eval-auc:0.703092	train-auc:0.717943
[119]	eval-auc:0.702638	train-auc:0.718129
[120]	eval-auc:0.702847	train-auc:0.718059
[121]	eval-auc:0.703129	train-auc:0.718321
[122]	eval-auc:0.702941	train-auc:0.718427
[123]	eval-auc:0.702832	train-auc:0.718561
[124]	eval-auc:0.702818	train-auc:0.718536
[125]	eval-auc:0.702669	train-auc:0.718686
[126]	eval-auc:0.702279	train-auc:0.718843
[127]	eval-auc:0.70215	train-auc:0.718924
[128]	eval-auc:0.702183	train-auc:0.718931
[129]	eval-auc:0.702392	train-auc:0.719151
[130]	eval-auc:0.702398	train-auc:0.719287
[131]	eval-auc:0.7025	train-auc:0.719364
[132]	eval-auc:0.702063	train-auc:0.719444
[133]	eval-auc:0.702038	train-auc:0.719291
[134]	eval-auc:0.702217	train-auc:0.719383
[135]	eval-auc:0.702229	train-auc:0.719512
[136]	eval-auc:0.702274	train-auc:0.719547
[137]	eval-auc:0.702116	train-auc:0.719419
[138]	eval-auc:0.702253	train-auc:0.719514
[139]	eval-auc:0.702187	train-auc:0.719525
[140]	eval-auc:0.701843	train-auc:0.719599
[141]	eval-auc:0.701904	train-auc:0.719733
[142]	eval-auc:0.701875	train-auc:0.719829
[143]	eval-auc:0.702055	train-auc:0.719978
[144]	eval-auc:0.702012	train-auc:0.720063
[145]	eval-auc:0.702086	train-auc:0.720041
[146]	eval-auc:0.70192	train-auc:0.720151
[147]	eval-auc:0.701527	train-auc:0.720315
[148]	eval-auc:0.701654	train-auc:0.720447
[149]	eval-auc:0.701515	train-auc:0.720423
[150]	eval-auc:0.701582	train-auc:0.720319
[151]	eval-auc:0.701269	train-auc:0.720367
[152]	eval-auc:0.701005	train-auc:0.720367
[153]	eval-auc:0.700851	train-auc:0.720401
[154]	eval-auc:0.700926	train-auc:0.720495
[155]	eval-auc:0.700906	train-auc:0.720637
[156]	eval-auc:0.701013	train-auc:0.720796
[157]	eval-auc:0.701025	train-auc:0.72084
[158]	eval-auc:0.700959	train-auc:0.720902
[159]	eval-auc:0.700836	train-auc:0.720972
[160]	eval-auc:0.70132	train-auc:0.720966
[161]	eval-auc:0.701465	train-auc:0.721143
[162]	eval-auc:0.701505	train-auc:0.721113
[163]	eval-auc:0.700987	train-auc:0.72115
[164]	eval-auc:0.70103	train-auc:0.721338
[165]	eval-auc:0.701028	train-auc:0.721458
[166]	eval-auc:0.701118	train-auc:0.721347
[167]	eval-auc:0.701169	train-auc:0.721399
[168]	eval-auc:0.701353	train-auc:0.721477
[169]	eval-auc:0.701799	train-auc:0.721547
[170]	eval-auc:0.701911	train-auc:0.72162
[171]	eval-auc:0.702158	train-auc:0.721784
[172]	eval-auc:0.702251	train-auc:0.721865
[173]	eval-auc:0.702108	train-auc:0.721986
[174]	eval-auc:0.702072	train-auc:0.722083
[175]	eval-auc:0.702142	train-auc:0.722216
[176]	eval-auc:0.702086	train-auc:0.722352
[177]	eval-auc:0.701362	train-auc:0.722368
[178]	eval-auc:0.701735	train-auc:0.722476
[179]	eval-auc:0.702267	train-auc:0.722549
[180]	eval-auc:0.702235	train-auc:0.72259
[181]	eval-auc:0.702367	train-auc:0.722714
[182]	eval-auc:0.70209	train-auc:0.722732
[183]	eval-auc:0.701757	train-auc:0.722693
[184]	eval-auc:0.701385	train-auc:0.722776
[185]	eval-auc:0.701208	train-auc:0.722912
[186]	eval-auc:0.70162	train-auc:0.722892
[187]	eval-auc:0.701294	train-auc:0.723046
[188]	eval-auc:0.701125	train-auc:0.723122
[189]	eval-auc:0.700886	train-auc:0.723228
[190]	eval-auc:0.700679	train-auc:0.723304
[191]	eval-auc:0.70105	train-auc:0.723401
[192]	eval-auc:0.700711	train-auc:0.72343
[193]	eval-auc:0.70124	train-auc:0.723445
[194]	eval-auc:0.701303	train-auc:0.723483
[195]	eval-auc:0.701265	train-auc:0.723484
[196]	eval-auc:0.701216	train-auc:0.723547
[197]	eval-auc:0.7013	train-auc:0.723458
[198]	eval-auc:0.701165	train-auc:0.723586
[199]	eval-auc:0.701307	train-auc:0.723523
[200]	eval-auc:0.701565	train-auc:0.723666
[201]	eval-auc:0.701714	train-auc:0.723711
[202]	eval-auc:0.701554	train-auc:0.723851
[203]	eval-auc:0.701613	train-auc:0.724018
[204]	eval-auc:0.701735	train-auc:0.7241
[205]	eval-auc:0.701612	train-auc:0.724076
[206]	eval-auc:0.701671	train-auc:0.724159
[207]	eval-auc:0.701861	train-auc:0.72428
[208]	eval-auc:0.701942	train-auc:0.724354
[209]	eval-auc:0.701884	train-auc:0.724379
[210]	eval-auc:0.701826	train-auc:0.724396
[211]	eval-auc:0.701847	train-auc:0.724515
[212]	eval-auc:0.701467	train-auc:0.724614
[213]	eval-auc:0.701538	train-auc:0.724786
[214]	eval-auc:0.701721	train-auc:0.724946
[215]	eval-auc:0.701576	train-auc:0.72506
[216]	eval-auc:0.701374	train-auc:0.725137
[217]	eval-auc:0.700465	train-auc:0.725233
[218]	eval-auc:0.70038	train-auc:0.725329
[219]	eval-auc:0.700767	train-auc:0.725375
[220]	eval-auc:0.701005	train-auc:0.725443
[221]	eval-auc:0.701068	train-auc:0.725518
[222]	eval-auc:0.700375	train-auc:0.725473
[223]	eval-auc:0.700417	train-auc:0.725399
[224]	eval-auc:0.700346	train-auc:0.725474
[225]	eval-auc:0.70044	train-auc:0.725623
[226]	eval-auc:0.700745	train-auc:0.72583
[227]	eval-auc:0.700104	train-auc:0.725694
[228]	eval-auc:0.700038	train-auc:0.725743
[229]	eval-auc:0.699968	train-auc:0.725745
[230]	eval-auc:0.699805	train-auc:0.72581
[231]	eval-auc:0.699543	train-auc:0.725972
[232]	eval-auc:0.699522	train-auc:0.726032
[233]	eval-auc:0.699572	train-auc:0.726077
[234]	eval-auc:0.699278	train-auc:0.726133
[235]	eval-auc:0.699307	train-auc:0.726065
[236]	eval-auc:0.699638	train-auc:0.726215
[237]	eval-auc:0.699671	train-auc:0.726259
[238]	eval-auc:0.699264	train-auc:0.726312
[239]	eval-auc:0.699386	train-auc:0.72636
[240]	eval-auc:0.699552	train-auc:0.726405
[241]	eval-auc:0.698595	train-auc:0.726531
[242]	eval-auc:0.698579	train-auc:0.726573
[243]	eval-auc:0.698375	train-auc:0.726661
[244]	eval-auc:0.698162	train-auc:0.72678
[245]	eval-auc:0.698337	train-auc:0.726821
[246]	eval-auc:0.698159	train-auc:0.72684
[247]	eval-auc:0.698165	train-auc:0.72694
[248]	eval-auc:0.69792	train-auc:0.726949
[249]	eval-auc:0.698007	train-auc:0.727014
[250]	eval-auc:0.698043	train-auc:0.727134
[251]	eval-auc:0.698018	train-auc:0.727156
[252]	eval-auc:0.697979	train-auc:0.727175
[253]	eval-auc:0.698019	train-auc:0.727117
[254]	eval-auc:0.698452	train-auc:0.727165
[255]	eval-auc:0.698595	train-auc:0.727295
[256]	eval-auc:0.69861	train-auc:0.727291
[257]	eval-auc:0.698276	train-auc:0.727399
[258]	eval-auc:0.697748	train-auc:0.727467
[259]	eval-auc:0.697943	train-auc:0.727533
[260]	eval-auc:0.697917	train-auc:0.727576
[261]	eval-auc:0.698057	train-auc:0.727655
[262]	eval-auc:0.697763	train-auc:0.727701
	Score 0.6977632508618695


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 4, 'min_child_weight': 1.0, 'n_estimators': 132.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.701151	train-auc:0.724841
[1]	eval-auc:0.691263	train-auc:0.746537
[2]	eval-auc:0.696438	train-auc:0.762757
[3]	eval-auc:0.694555	train-auc:0.770087
[4]	eval-auc:0.689281	train-auc:0.778456
[5]	eval-auc:0.686478	train-auc:0.787959
[6]	eval-auc:0.691608	train-auc:0.789113
[7]	eval-auc:0.694602	train-auc:0.789983
[8]	eval-auc:0.697373	train-auc:0.796771
[9]	eval-auc:0.700536	train-auc:0.79685
[10]	eval-auc:0.700336	train-auc:0.801543
[11]	eval-auc:0.70289	train-auc:0.80432
[12]	eval-auc:0.701344	train-auc:0.809372
[13]	eval-auc:0.695476	train-auc:0.812603
[14]	eval-auc:0.695052	train-auc:0.816037
[15]	eval-auc:0.695749	train-auc:0.820457
[16]	eval-auc:0.699756	train-auc:0.823817
[17]	eval-auc:0.69847	train-auc:0.825596
[18]	eval-auc:0.696722	train-auc:0.827932
[19]	eval-auc:0.697364	train-auc:0.831291
[20]	eval-auc:0.698404	train-auc:0.833984
[21]	eval-auc:0.699853	train-auc:0.834951
[22]	eval-auc:0.698882	train-auc:0.836765
[23]	eval-auc:0.698828	train-auc:0.838012
[24]	eval-auc:0.698619	train-auc:0.839168
[25]	eval-auc:0.698252	train-auc:0.845098
[26]	eval-auc:0.698914	train-auc:0.849787
[27]	eval-auc:0.698174	train-auc:0.853016
[28]	eval-auc:0.701279	train-auc:0.856361
[29]	eval-auc:0.697795	train-auc:0.857075
[30]	eval-auc:0.699504	train-auc:0.860578
[31]	eval-auc:0.700149	train-auc:0.862158
[32]	eval-auc:0.700028	train-auc:0.864557
[33]	eval-auc:0.701498	train-auc:0.866385
[34]	eval-auc:0.701234	train-auc:0.870085
[35]	eval-auc:0.702842	train-auc:0.872772
[36]	eval-auc:0.702564	train-auc:0.872449
[37]	eval-auc:0.702877	train-auc:0.875341
[38]	eval-auc:0.703735	train-auc:0.876724
[39]	eval-auc:0.702388	train-auc:0.878422
[40]	eval-auc:0.703036	train-auc:0.87959
[41]	eval-auc:0.704078	train-auc:0.880386
[42]	eval-auc:0.703108	train-auc:0.881125
[43]	eval-auc:0.706571	train-auc:0.8842
[44]	eval-auc:0.705921	train-auc:0.885476
[45]	eval-auc:0.706744	train-auc:0.886787
[46]	eval-auc:0.707128	train-auc:0.888351
[47]	eval-auc:0.707404	train-auc:0.891517
[48]	eval-auc:0.706281	train-auc:0.892042
[49]	eval-auc:0.706563	train-auc:0.895062
[50]	eval-auc:0.704413	train-auc:0.89587
[51]	eval-auc:0.703856	train-auc:0.89749
[52]	eval-auc:0.705088	train-auc:0.897794
[53]	eval-auc:0.706245	train-auc:0.899224
[54]	eval-auc:0.706549	train-auc:0.901516
[55]	eval-auc:0.707529	train-auc:0.903546
[56]	eval-auc:0.706181	train-auc:0.904741
[57]	eval-auc:0.706996	train-auc:0.905424
[58]	eval-auc:0.706961	train-auc:0.906984
[59]	eval-auc:0.705966	train-auc:0.908479
[60]	eval-auc:0.706288	train-auc:0.909686
[61]	eval-auc:0.706377	train-auc:0.911369
[62]	eval-auc:0.704716	train-auc:0.91222
[63]	eval-auc:0.704547	train-auc:0.912932
[64]	eval-auc:0.704105	train-auc:0.914546
[65]	eval-auc:0.70383	train-auc:0.914268
[66]	eval-auc:0.704166	train-auc:0.915172
[67]	eval-auc:0.704	train-auc:0.915333
[68]	eval-auc:0.70252	train-auc:0.917702
[69]	eval-auc:0.702574	train-auc:0.919233
[70]	eval-auc:0.701946	train-auc:0.919897
[71]	eval-auc:0.702482	train-auc:0.920507
[72]	eval-auc:0.704031	train-auc:0.922525
[73]	eval-auc:0.703058	train-auc:0.924004
[74]	eval-auc:0.704007	train-auc:0.925192
[75]	eval-auc:0.704254	train-auc:0.925755
[76]	eval-auc:0.704163	train-auc:0.925704
[77]	eval-auc:0.703354	train-auc:0.926815
[78]	eval-auc:0.701609	train-auc:0.92803
[79]	eval-auc:0.700898	train-auc:0.928456
[80]	eval-auc:0.701801	train-auc:0.929463
[81]	eval-auc:0.703065	train-auc:0.931072
[82]	eval-auc:0.703497	train-auc:0.931375
[83]	eval-auc:0.703368	train-auc:0.931679
[84]	eval-auc:0.703592	train-auc:0.932707
[85]	eval-auc:0.703317	train-auc:0.933976
[86]	eval-auc:0.703153	train-auc:0.934658
[87]	eval-auc:0.702684	train-auc:0.935719
[88]	eval-auc:0.70162	train-auc:0.936706
[89]	eval-auc:0.701703	train-auc:0.938051
[90]	eval-auc:0.701738	train-auc:0.938511
[91]	eval-auc:0.702405	train-auc:0.939427
[92]	eval-auc:0.700237	train-auc:0.940821
[93]	eval-auc:0.69976	train-auc:0.941109
[94]	eval-auc:0.699322	train-auc:0.941171
[95]	eval-auc:0.701219	train-auc:0.941567
[96]	eval-auc:0.699032	train-auc:0.942381
[97]	eval-auc:0.699782	train-auc:0.943076
[98]	eval-auc:0.697852	train-auc:0.943622
[99]	eval-auc:0.697338	train-auc:0.944218
[100]	eval-auc:0.696654	train-auc:0.944854
[101]	eval-auc:0.69611	train-auc:0.945609
[102]	eval-auc:0.696526	train-auc:0.946436
[103]	eval-auc:0.696927	train-auc:0.94716
[104]	eval-auc:0.697167	train-auc:0.948002
[105]	eval-auc:0.696549	train-auc:0.949028
[106]	eval-auc:0.69464	train-auc:0.949459
[107]	eval-auc:0.69431	train-auc:0.950182
[108]	eval-auc:0.694358	train-auc:0.951352
[109]	eval-auc:0.694766	train-auc:0.952301
[110]	eval-auc:0.695436	train-auc:0.95263
[111]	eval-auc:0.694827	train-auc:0.953142
[112]	eval-auc:0.69565	train-auc:0.95465
[113]	eval-auc:0.69594	train-auc:0.955559
[114]	eval-auc:0.695421	train-auc:0.956387
[115]	eval-auc:0.69543	train-auc:0.956966
[116]	eval-auc:0.696395	train-auc:0.957549
[117]	eval-auc:0.696595	train-auc:0.958482
[118]	eval-auc:0.696409	train-auc:0.958937
[119]	eval-auc:0.696751	train-auc:0.960138
[120]	eval-auc:0.697243	train-auc:0.960212
[121]	eval-auc:0.696797	train-auc:0.960754
[122]	eval-auc:0.697466	train-auc:0.96136
[123]	eval-auc:0.697108	train-auc:0.961965
[124]	eval-auc:0.695902	train-auc:0.962462
[125]	eval-auc:0.696938	train-auc:0.962861
[126]	eval-auc:0.696073	train-auc:0.963736
[127]	eval-auc:0.695724	train-auc:0.964497
[128]	eval-auc:0.694808	train-auc:0.965076
[129]	eval-auc:0.694525	train-auc:0.965232
[130]	eval-auc:0.694479	train-auc:0.965926
[131]	eval-auc:0.694626	train-auc:0.966508
	Score 0.6946256502089196


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 11, 'min_child_weight': 3.0, 'n_estimators': 202.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.699393	train-auc:0.87461
[1]	eval-auc:0.709026	train-auc:0.91556
[2]	eval-auc:0.718785	train-auc:0.935796
[3]	eval-auc:0.713489	train-auc:0.954218
[4]	eval-auc:0.71553	train-auc:0.958993
[5]	eval-auc:0.71	train-auc:0.964826
[6]	eval-auc:0.707328	train-auc:0.96851
[7]	eval-auc:0.706744	train-auc:0.972457
[8]	eval-auc:0.709678	train-auc:0.974676
[9]	eval-auc:0.707199	train-auc:0.977765
[10]	eval-auc:0.704692	train-auc:0.9796
[11]	eval-auc:0.704507	train-auc:0.981005
[12]	eval-auc:0.702668	train-auc:0.982951
[13]	eval-auc:0.703997	train-auc:0.98504
[14]	eval-auc:0.702366	train-auc:0.985898
[15]	eval-auc:0.703464	train-auc:0.986853
[16]	eval-auc:0.703246	train-auc:0.988332
[17]	eval-auc:0.703	train-auc:0.989163
[18]	eval-auc:0.703432	train-auc:0.989972
[19]	eval-auc:0.70267	train-auc:0.990167
[20]	eval-auc:0.701473	train-auc:0.991132
[21]	eval-auc:0.700859	train-auc:0.99192
[22]	eval-auc:0.700472	train-auc:0.99228
[23]	eval-auc:0.701614	train-auc:0.9922
[24]	eval-auc:0.701144	train-auc:0.993302
[25]	eval-auc:0.701241	train-auc:0.993578
[26]	eval-auc:0.701311	train-auc:0.994253
[27]	eval-auc:0.702387	train-auc:0.994719
[28]	eval-auc:0.703678	train-auc:0.994771
[29]	eval-auc:0.702931	train-auc:0.99533
[30]	eval-auc:0.701489	train-auc:0.995718
[31]	eval-auc:0.701534	train-auc:0.996176
[32]	eval-auc:0.701805	train-auc:0.996673
[33]	eval-auc:0.701176	train-auc:0.997064
[34]	eval-auc:0.700076	train-auc:0.997298
[35]	eval-auc:0.699829	train-auc:0.997539
[36]	eval-auc:0.699042	train-auc:0.99768
[37]	eval-auc:0.697642	train-auc:0.997677
[38]	eval-auc:0.697124	train-auc:0.997891
[39]	eval-auc:0.697112	train-auc:0.998089
[40]	eval-auc:0.697338	train-auc:0.998289
[41]	eval-auc:0.69758	train-auc:0.998388
[42]	eval-auc:0.69814	train-auc:0.998467
[43]	eval-auc:0.699099	train-auc:0.998547
[44]	eval-auc:0.698839	train-auc:0.998641
[45]	eval-auc:0.699675	train-auc:0.998652
[46]	eval-auc:0.699862	train-auc:0.998747
[47]	eval-auc:0.700175	train-auc:0.998797
[48]	eval-auc:0.70184	train-auc:0.998851
[49]	eval-auc:0.701448	train-auc:0.998871
[50]	eval-auc:0.700788	train-auc:0.998953
[51]	eval-auc:0.701982	train-auc:0.998985
[52]	eval-auc:0.702838	train-auc:0.99911
[53]	eval-auc:0.702654	train-auc:0.999163
[54]	eval-auc:0.703001	train-auc:0.999244
[55]	eval-auc:0.703397	train-auc:0.999249
[56]	eval-auc:0.703864	train-auc:0.999298
[57]	eval-auc:0.703835	train-auc:0.999322
[58]	eval-auc:0.704155	train-auc:0.999382
[59]	eval-auc:0.703476	train-auc:0.999373
[60]	eval-auc:0.702733	train-auc:0.99942
[61]	eval-auc:0.703861	train-auc:0.999475
[62]	eval-auc:0.703984	train-auc:0.999481
[63]	eval-auc:0.704333	train-auc:0.999499
[64]	eval-auc:0.703884	train-auc:0.999548
[65]	eval-auc:0.703812	train-auc:0.999543
[66]	eval-auc:0.703129	train-auc:0.999585
[67]	eval-auc:0.703223	train-auc:0.99958
[68]	eval-auc:0.703081	train-auc:0.999618
[69]	eval-auc:0.702897	train-auc:0.999632
[70]	eval-auc:0.703136	train-auc:0.999644
[71]	eval-auc:0.702596	train-auc:0.999668
[72]	eval-auc:0.702589	train-auc:0.999677
[73]	eval-auc:0.702896	train-auc:0.99968
[74]	eval-auc:0.702791	train-auc:0.999711
[75]	eval-auc:0.70338	train-auc:0.999722
[76]	eval-auc:0.703237	train-auc:0.999741
[77]	eval-auc:0.703092	train-auc:0.999754
[78]	eval-auc:0.702768	train-auc:0.999781
[79]	eval-auc:0.702293	train-auc:0.999777
[80]	eval-auc:0.702195	train-auc:0.999776
[81]	eval-auc:0.702489	train-auc:0.999769
[82]	eval-auc:0.70204	train-auc:0.999772
[83]	eval-auc:0.70229	train-auc:0.99979
[84]	eval-auc:0.702151	train-auc:0.999789
[85]	eval-auc:0.702172	train-auc:0.999799
[86]	eval-auc:0.702008	train-auc:0.999798
[87]	eval-auc:0.702038	train-auc:0.999816
[88]	eval-auc:0.702361	train-auc:0.999842
[89]	eval-auc:0.702614	train-auc:0.999861
[90]	eval-auc:0.702745	train-auc:0.999867
[91]	eval-auc:0.702804	train-auc:0.999874
[92]	eval-auc:0.703305	train-auc:0.999893
[93]	eval-auc:0.702795	train-auc:0.999892
[94]	eval-auc:0.702978	train-auc:0.999891
[95]	eval-auc:0.703002	train-auc:0.999893
[96]	eval-auc:0.703375	train-auc:0.999893
[97]	eval-auc:0.702827	train-auc:0.999906
[98]	eval-auc:0.702261	train-auc:0.999911
[99]	eval-auc:0.702309	train-auc:0.999918
[100]	eval-auc:0.701942	train-auc:0.999921
[101]	eval-auc:0.70195	train-auc:0.99992
[102]	eval-auc:0.702069	train-auc:0.99992
[103]	eval-auc:0.70199	train-auc:0.99992
[104]	eval-auc:0.701703	train-auc:0.99993
[105]	eval-auc:0.701511	train-auc:0.999931
[106]	eval-auc:0.701667	train-auc:0.999937
[107]	eval-auc:0.7019	train-auc:0.999938
[108]	eval-auc:0.701831	train-auc:0.999946
[109]	eval-auc:0.70149	train-auc:0.999946
[110]	eval-auc:0.701591	train-auc:0.999949
[111]	eval-auc:0.701528	train-auc:0.999953
[112]	eval-auc:0.702003	train-auc:0.999953
[113]	eval-auc:0.702203	train-auc:0.999966
[114]	eval-auc:0.701729	train-auc:0.999965
[115]	eval-auc:0.701757	train-auc:0.999966
[116]	eval-auc:0.701652	train-auc:0.999967
[117]	eval-auc:0.701949	train-auc:0.999967
[118]	eval-auc:0.701965	train-auc:0.999966
[119]	eval-auc:0.701684	train-auc:0.999969
[120]	eval-auc:0.701352	train-auc:0.999969
[121]	eval-auc:0.701087	train-auc:0.999971
[122]	eval-auc:0.7011	train-auc:0.999972
[123]	eval-auc:0.701068	train-auc:0.999973
[124]	eval-auc:0.700912	train-auc:0.999976
[125]	eval-auc:0.701053	train-auc:0.999978
[126]	eval-auc:0.701062	train-auc:0.999978
[127]	eval-auc:0.700977	train-auc:0.999976
[128]	eval-auc:0.701027	train-auc:0.999977
[129]	eval-auc:0.701084	train-auc:0.99998
[130]	eval-auc:0.701111	train-auc:0.999982
[131]	eval-auc:0.701023	train-auc:0.999981
[132]	eval-auc:0.700554	train-auc:0.999982
[133]	eval-auc:0.700509	train-auc:0.999982
[134]	eval-auc:0.700736	train-auc:0.999981
[135]	eval-auc:0.700841	train-auc:0.999984
[136]	eval-auc:0.700873	train-auc:0.999985
[137]	eval-auc:0.700615	train-auc:0.999985
[138]	eval-auc:0.700957	train-auc:0.999988
[139]	eval-auc:0.701014	train-auc:0.999987
[140]	eval-auc:0.701116	train-auc:0.999987
[141]	eval-auc:0.700762	train-auc:0.999986
[142]	eval-auc:0.700928	train-auc:0.999986
[143]	eval-auc:0.700468	train-auc:0.999986
[144]	eval-auc:0.70026	train-auc:0.999988
[145]	eval-auc:0.700248	train-auc:0.999989
[146]	eval-auc:0.700519	train-auc:0.999989
[147]	eval-auc:0.700485	train-auc:0.999989
[148]	eval-auc:0.700516	train-auc:0.999989
[149]	eval-auc:0.700593	train-auc:0.999991
[150]	eval-auc:0.700604	train-auc:0.999992
[151]	eval-auc:0.70052	train-auc:0.999991
[152]	eval-auc:0.700537	train-auc:0.999992
[153]	eval-auc:0.700449	train-auc:0.999993
[154]	eval-auc:0.700503	train-auc:0.999993
[155]	eval-auc:0.700044	train-auc:0.999994
[156]	eval-auc:0.700018	train-auc:0.999994
[157]	eval-auc:0.700001	train-auc:0.999993
[158]	eval-auc:0.69997	train-auc:0.999995
[159]	eval-auc:0.699856	train-auc:0.999995
[160]	eval-auc:0.69967	train-auc:0.999995
[161]	eval-auc:0.699695	train-auc:0.999994
[162]	eval-auc:0.699171	train-auc:0.999995
[163]	eval-auc:0.699125	train-auc:0.999994
[164]	eval-auc:0.698787	train-auc:0.999995
[165]	eval-auc:0.698787	train-auc:0.999995
[166]	eval-auc:0.698796	train-auc:0.999994
[167]	eval-auc:0.698764	train-auc:0.999994
[168]	eval-auc:0.698859	train-auc:0.999994
[169]	eval-auc:0.698905	train-auc:0.999994
[170]	eval-auc:0.698737	train-auc:0.999994
[171]	eval-auc:0.698454	train-auc:0.999994
[172]	eval-auc:0.698522	train-auc:0.999994
[173]	eval-auc:0.698675	train-auc:0.999995
[174]	eval-auc:0.69865	train-auc:0.999994
[175]	eval-auc:0.69837	train-auc:0.999995
[176]	eval-auc:0.698093	train-auc:0.999996
[177]	eval-auc:0.698196	train-auc:0.999996
[178]	eval-auc:0.69803	train-auc:0.999996
[179]	eval-auc:0.698061	train-auc:0.999996
[180]	eval-auc:0.698122	train-auc:0.999996
[181]	eval-auc:0.698172	train-auc:0.999996
[182]	eval-auc:0.698359	train-auc:0.999996
[183]	eval-auc:0.69837	train-auc:0.999996
[184]	eval-auc:0.698455	train-auc:0.999998
[185]	eval-auc:0.698551	train-auc:0.999998
[186]	eval-auc:0.698987	train-auc:0.999998
[187]	eval-auc:0.699445	train-auc:0.999998
[188]	eval-auc:0.699444	train-auc:0.999998
[189]	eval-auc:0.699871	train-auc:0.999998
[190]	eval-auc:0.69976	train-auc:0.999998
[191]	eval-auc:0.699701	train-auc:0.999998
[192]	eval-auc:0.699824	train-auc:0.999999
[193]	eval-auc:0.700019	train-auc:0.999999
[194]	eval-auc:0.700082	train-auc:0.999999
[195]	eval-auc:0.700132	train-auc:0.999999
[196]	eval-auc:0.700255	train-auc:0.999999
[197]	eval-auc:0.70036	train-auc:0.999999
[198]	eval-auc:0.700211	train-auc:0.999999
[199]	eval-auc:0.700365	train-auc:0.999999
[200]	eval-auc:0.700254	train-auc:0.999999
[201]	eval-auc:0.700328	train-auc:0.999999
	Score 0.7003283022085787


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 10, 'min_child_weight': 3.0, 'n_estimators': 462.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.700257	train-auc:0.887667
[1]	eval-auc:0.621998	train-auc:0.936827
[2]	eval-auc:0.665889	train-auc:0.95775
[3]	eval-auc:0.651317	train-auc:0.958959
[4]	eval-auc:0.666828	train-auc:0.970461
[5]	eval-auc:0.675125	train-auc:0.979832
[6]	eval-auc:0.686221	train-auc:0.9841
[7]	eval-auc:0.690868	train-auc:0.986176
[8]	eval-auc:0.690982	train-auc:0.988753
[9]	eval-auc:0.693856	train-auc:0.989346
[10]	eval-auc:0.696558	train-auc:0.991414
[11]	eval-auc:0.697226	train-auc:0.992298
[12]	eval-auc:0.698287	train-auc:0.992803
[13]	eval-auc:0.698354	train-auc:0.993111
[14]	eval-auc:0.698962	train-auc:0.993692
[15]	eval-auc:0.697919	train-auc:0.993947
[16]	eval-auc:0.696017	train-auc:0.994937
[17]	eval-auc:0.698672	train-auc:0.995713
[18]	eval-auc:0.699119	train-auc:0.99636
[19]	eval-auc:0.699308	train-auc:0.996811
[20]	eval-auc:0.698981	train-auc:0.997399
[21]	eval-auc:0.697638	train-auc:0.99764
[22]	eval-auc:0.697135	train-auc:0.998178
[23]	eval-auc:0.697376	train-auc:0.998357
[24]	eval-auc:0.697989	train-auc:0.998381
[25]	eval-auc:0.697705	train-auc:0.9985
[26]	eval-auc:0.699042	train-auc:0.998878
[27]	eval-auc:0.699112	train-auc:0.998882
[28]	eval-auc:0.699765	train-auc:0.999187
[29]	eval-auc:0.699814	train-auc:0.999268
[30]	eval-auc:0.700237	train-auc:0.999345
[31]	eval-auc:0.701102	train-auc:0.999376
[32]	eval-auc:0.7008	train-auc:0.999439
[33]	eval-auc:0.701833	train-auc:0.999477
[34]	eval-auc:0.701454	train-auc:0.999495
[35]	eval-auc:0.700954	train-auc:0.99953
[36]	eval-auc:0.702478	train-auc:0.999585
[37]	eval-auc:0.702877	train-auc:0.999602
[38]	eval-auc:0.702398	train-auc:0.99965
[39]	eval-auc:0.701959	train-auc:0.999654
[40]	eval-auc:0.702329	train-auc:0.999654
[41]	eval-auc:0.703039	train-auc:0.999719
[42]	eval-auc:0.703155	train-auc:0.999721
[43]	eval-auc:0.703282	train-auc:0.999727
[44]	eval-auc:0.702474	train-auc:0.99975
[45]	eval-auc:0.702113	train-auc:0.999773
[46]	eval-auc:0.702469	train-auc:0.999775
[47]	eval-auc:0.702644	train-auc:0.999812
[48]	eval-auc:0.702064	train-auc:0.999871
[49]	eval-auc:0.702204	train-auc:0.999874
[50]	eval-auc:0.701955	train-auc:0.999872
[51]	eval-auc:0.703473	train-auc:0.999905
[52]	eval-auc:0.703754	train-auc:0.999908
[53]	eval-auc:0.703686	train-auc:0.999909
[54]	eval-auc:0.702559	train-auc:0.999928
[55]	eval-auc:0.702064	train-auc:0.99993
[56]	eval-auc:0.701594	train-auc:0.999952
[57]	eval-auc:0.701717	train-auc:0.999951
[58]	eval-auc:0.7014	train-auc:0.999951
[59]	eval-auc:0.701458	train-auc:0.999952
[60]	eval-auc:0.700928	train-auc:0.999956
[61]	eval-auc:0.700744	train-auc:0.999958
[62]	eval-auc:0.700919	train-auc:0.99996
[63]	eval-auc:0.700417	train-auc:0.99996
[64]	eval-auc:0.699456	train-auc:0.999966
[65]	eval-auc:0.699803	train-auc:0.999969
[66]	eval-auc:0.699719	train-auc:0.999967
[67]	eval-auc:0.699564	train-auc:0.999973
[68]	eval-auc:0.699689	train-auc:0.999973
[69]	eval-auc:0.699943	train-auc:0.999975
[70]	eval-auc:0.700153	train-auc:0.999975
[71]	eval-auc:0.700322	train-auc:0.99998
[72]	eval-auc:0.70006	train-auc:0.999979
[73]	eval-auc:0.699485	train-auc:0.999988
[74]	eval-auc:0.699648	train-auc:0.999986
[75]	eval-auc:0.699404	train-auc:0.999988
[76]	eval-auc:0.699425	train-auc:0.999988
[77]	eval-auc:0.69929	train-auc:0.999991
[78]	eval-auc:0.699471	train-auc:0.999994
[79]	eval-auc:0.699115	train-auc:0.999996
[80]	eval-auc:0.699218	train-auc:0.999997
[81]	eval-auc:0.699264	train-auc:0.999997
[82]	eval-auc:0.699177	train-auc:0.999997
[83]	eval-auc:0.699049	train-auc:0.999997
[84]	eval-auc:0.698935	train-auc:0.999997
[85]	eval-auc:0.6987	train-auc:0.999998
[86]	eval-auc:0.698927	train-auc:0.999998
[87]	eval-auc:0.698956	train-auc:0.999999
[88]	eval-auc:0.698675	train-auc:0.999999
[89]	eval-auc:0.698764	train-auc:0.999999
[90]	eval-auc:0.698987	train-auc:1
[91]	eval-auc:0.699565	train-auc:1
[92]	eval-auc:0.699547	train-auc:1
[93]	eval-auc:0.699145	train-auc:1
[94]	eval-auc:0.699371	train-auc:1
[95]	eval-auc:0.699774	train-auc:1
[96]	eval-auc:0.699945	train-auc:1
[97]	eval-auc:0.70006	train-auc:1
[98]	eval-auc:0.700063	train-auc:1
[99]	eval-auc:0.69936	train-auc:1
[100]	eval-auc:0.699456	train-auc:1
[101]	eval-auc:0.699803	train-auc:1
[102]	eval-auc:0.699635	train-auc:1
[103]	eval-auc:0.699416	train-auc:1
[104]	eval-auc:0.699494	train-auc:1
[105]	eval-auc:0.699486	train-auc:1
[106]	eval-auc:0.698883	train-auc:1
[107]	eval-auc:0.69885	train-auc:1
[108]	eval-auc:0.698332	train-auc:1
[109]	eval-auc:0.698407	train-auc:1
[110]	eval-auc:0.698472	train-auc:1
[111]	eval-auc:0.698591	train-auc:1
[112]	eval-auc:0.698142	train-auc:1
[113]	eval-auc:0.698638	train-auc:1
[114]	eval-auc:0.698644	train-auc:1
[115]	eval-auc:0.6987	train-auc:1
[116]	eval-auc:0.698812	train-auc:1
[117]	eval-auc:0.699273	train-auc:1
[118]	eval-auc:0.699078	train-auc:1
[119]	eval-auc:0.698905	train-auc:1
[120]	eval-auc:0.699296	train-auc:1
[121]	eval-auc:0.699348	train-auc:1
[122]	eval-auc:0.699288	train-auc:1
[123]	eval-auc:0.699477	train-auc:1
[124]	eval-auc:0.699386	train-auc:1
[125]	eval-auc:0.699138	train-auc:1
[126]	eval-auc:0.699049	train-auc:1
[127]	eval-auc:0.698863	train-auc:1
[128]	eval-auc:0.699066	train-auc:1
[129]	eval-auc:0.699224	train-auc:1
[130]	eval-auc:0.698518	train-auc:1
[131]	eval-auc:0.698534	train-auc:1
[132]	eval-auc:0.698589	train-auc:1
[133]	eval-auc:0.698539	train-auc:1
[134]	eval-auc:0.698585	train-auc:1
[135]	eval-auc:0.697935	train-auc:1
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[140]	eval-auc:0.698244	train-auc:1
[141]	eval-auc:0.698297	train-auc:1
[142]	eval-auc:0.698037	train-auc:1
[143]	eval-auc:0.697912	train-auc:1
[144]	eval-auc:0.697834	train-auc:1
[145]	eval-auc:0.697577	train-auc:1
[146]	eval-auc:0.697511	train-auc:1
[147]	eval-auc:0.697925	train-auc:1
[148]	eval-auc:0.697872	train-auc:1
[149]	eval-auc:0.69827	train-auc:1
[150]	eval-auc:0.698419	train-auc:1
[151]	eval-auc:0.698489	train-auc:1
[152]	eval-auc:0.698847	train-auc:1
[153]	eval-auc:0.699418	train-auc:1
[154]	eval-auc:0.700041	train-auc:1
[155]	eval-auc:0.699958	train-auc:1
[156]	eval-auc:0.700024	train-auc:1
[157]	eval-auc:0.699731	train-auc:1
[158]	eval-auc:0.700219	train-auc:1
[159]	eval-auc:0.700069	train-auc:1
[160]	eval-auc:0.699916	train-auc:1
[161]	eval-auc:0.699188	train-auc:1
[162]	eval-auc:0.69863	train-auc:1
[163]	eval-auc:0.698801	train-auc:1
[164]	eval-auc:0.698825	train-auc:1
[165]	eval-auc:0.698758	train-auc:1
[166]	eval-auc:0.698528	train-auc:1
[167]	eval-auc:0.698426	train-auc:1
[168]	eval-auc:0.697983	train-auc:1
[169]	eval-auc:0.69796	train-auc:1
[170]	eval-auc:0.697788	train-auc:1
[171]	eval-auc:0.697711	train-auc:1
[172]	eval-auc:0.698151	train-auc:1
[173]	eval-auc:0.697695	train-auc:1
[174]	eval-auc:0.6976	train-auc:1
[175]	eval-auc:0.69742	train-auc:1
[176]	eval-auc:0.697137	train-auc:1
[177]	eval-auc:0.697152	train-auc:1
[178]	eval-auc:0.696751	train-auc:1
[179]	eval-auc:0.696649	train-auc:1
[180]	eval-auc:0.696549	train-auc:1
[181]	eval-auc:0.696496	train-auc:1
[182]	eval-auc:0.696561	train-auc:1
[183]	eval-auc:0.696512	train-auc:1
[184]	eval-auc:0.696732	train-auc:1
[185]	eval-auc:0.696608	train-auc:1
[186]	eval-auc:0.696094	train-auc:1
[187]	eval-auc:0.696014	train-auc:1
[188]	eval-auc:0.695832	train-auc:1
[189]	eval-auc:0.69569	train-auc:1
[190]	eval-auc:0.695789	train-auc:1
[191]	eval-auc:0.695905	train-auc:1
[192]	eval-auc:0.696087	train-auc:1
[193]	eval-auc:0.696148	train-auc:1
[194]	eval-auc:0.695926	train-auc:1
[195]	eval-auc:0.695929	train-auc:1
[196]	eval-auc:0.696176	train-auc:1
[197]	eval-auc:0.696235	train-auc:1
[198]	eval-auc:0.695964	train-auc:1
[199]	eval-auc:0.69567	train-auc:1
[200]	eval-auc:0.695424	train-auc:1
[201]	eval-auc:0.69536	train-auc:1
[202]	eval-auc:0.694612	train-auc:1
[203]	eval-auc:0.694679	train-auc:1
[204]	eval-auc:0.694572	train-auc:1
[205]	eval-auc:0.694501	train-auc:1
[206]	eval-auc:0.694469	train-auc:1
[207]	eval-auc:0.694345	train-auc:1
[208]	eval-auc:0.694324	train-auc:1
[209]	eval-auc:0.694446	train-auc:1
[210]	eval-auc:0.694787	train-auc:1
[211]	eval-auc:0.695069	train-auc:1
[212]	eval-auc:0.695326	train-auc:1
[213]	eval-auc:0.695287	train-auc:1
[214]	eval-auc:0.69551	train-auc:1
[215]	eval-auc:0.695475	train-auc:1
[216]	eval-auc:0.695838	train-auc:1
[217]	eval-auc:0.69535	train-auc:1
[218]	eval-auc:0.695459	train-auc:1
[219]	eval-auc:0.695544	train-auc:1
[220]	eval-auc:0.695684	train-auc:1
[221]	eval-auc:0.695698	train-auc:1
[222]	eval-auc:0.695716	train-auc:1
[223]	eval-auc:0.695742	train-auc:1
[224]	eval-auc:0.695727	train-auc:1
[225]	eval-auc:0.695692	train-auc:1
[226]	eval-auc:0.695554	train-auc:1
[227]	eval-auc:0.695541	train-auc:1
[228]	eval-auc:0.695541	train-auc:1
[229]	eval-auc:0.695541	train-auc:1
[230]	eval-auc:0.695541	train-auc:1
[231]	eval-auc:0.695553	train-auc:1
[232]	eval-auc:0.695553	train-auc:1
[233]	eval-auc:0.695553	train-auc:1
[234]	eval-auc:0.695553	train-auc:1
[235]	eval-auc:0.695553	train-auc:1
[236]	eval-auc:0.695553	train-auc:1
[237]	eval-auc:0.695553	train-auc:1
[238]	eval-auc:0.695553	train-auc:1
[239]	eval-auc:0.695553	train-auc:1
[240]	eval-auc:0.695553	train-auc:1
[241]	eval-auc:0.695553	train-auc:1
[242]	eval-auc:0.695553	train-auc:1
[243]	eval-auc:0.695553	train-auc:1
[244]	eval-auc:0.695553	train-auc:1
[245]	eval-auc:0.695553	train-auc:1
[246]	eval-auc:0.695553	train-auc:1
[247]	eval-auc:0.695553	train-auc:1
[248]	eval-auc:0.695553	train-auc:1
[249]	eval-auc:0.695553	train-auc:1
[250]	eval-auc:0.695553	train-auc:1
[251]	eval-auc:0.695553	train-auc:1
[252]	eval-auc:0.695553	train-auc:1
[253]	eval-auc:0.695553	train-auc:1
[254]	eval-auc:0.695553	train-auc:1
[255]	eval-auc:0.695553	train-auc:1
[256]	eval-auc:0.695553	train-auc:1
[257]	eval-auc:0.695553	train-auc:1
[258]	eval-auc:0.695553	train-auc:1
[259]	eval-auc:0.695553	train-auc:1
[260]	eval-auc:0.695553	train-auc:1
[261]	eval-auc:0.695553	train-auc:1
[262]	eval-auc:0.695553	train-auc:1
[263]	eval-auc:0.695553	train-auc:1
[264]	eval-auc:0.69553	train-auc:1
[265]	eval-auc:0.695492	train-auc:1
[266]	eval-auc:0.69535	train-auc:1
[267]	eval-auc:0.69535	train-auc:1
[268]	eval-auc:0.69535	train-auc:1
[269]	eval-auc:0.69535	train-auc:1
[270]	eval-auc:0.69535	train-auc:1
[271]	eval-auc:0.69535	train-auc:1
[272]	eval-auc:0.69535	train-auc:1
[273]	eval-auc:0.69535	train-auc:1
[274]	eval-auc:0.69535	train-auc:1
[275]	eval-auc:0.69535	train-auc:1
[276]	eval-auc:0.69535	train-auc:1
[277]	eval-auc:0.695188	train-auc:1
[278]	eval-auc:0.695188	train-auc:1
[279]	eval-auc:0.695188	train-auc:1
[280]	eval-auc:0.695188	train-auc:1
[281]	eval-auc:0.695188	train-auc:1
[282]	eval-auc:0.695188	train-auc:1
[283]	eval-auc:0.695188	train-auc:1
[284]	eval-auc:0.695188	train-auc:1
[285]	eval-auc:0.695188	train-auc:1
[286]	eval-auc:0.695188	train-auc:1
[287]	eval-auc:0.695188	train-auc:1
[288]	eval-auc:0.695188	train-auc:1
[289]	eval-auc:0.695188	train-auc:1
[290]	eval-auc:0.695188	train-auc:1
[291]	eval-auc:0.695188	train-auc:1
[292]	eval-auc:0.695188	train-auc:1
[293]	eval-auc:0.695188	train-auc:1
[294]	eval-auc:0.695188	train-auc:1
[295]	eval-auc:0.695188	train-auc:1
[296]	eval-auc:0.695188	train-auc:1
[297]	eval-auc:0.695188	train-auc:1
[298]	eval-auc:0.695188	train-auc:1
[299]	eval-auc:0.695188	train-auc:1
[300]	eval-auc:0.695188	train-auc:1
[301]	eval-auc:0.695188	train-auc:1
[302]	eval-auc:0.695188	train-auc:1
[303]	eval-auc:0.695188	train-auc:1
[304]	eval-auc:0.695188	train-auc:1
[305]	eval-auc:0.69491	train-auc:1
[306]	eval-auc:0.69491	train-auc:1
[307]	eval-auc:0.69491	train-auc:1
[308]	eval-auc:0.69491	train-auc:1
[309]	eval-auc:0.69491	train-auc:1
[310]	eval-auc:0.69491	train-auc:1
[311]	eval-auc:0.69491	train-auc:1
[312]	eval-auc:0.694982	train-auc:1
[313]	eval-auc:0.694982	train-auc:1
[314]	eval-auc:0.694982	train-auc:1
[315]	eval-auc:0.694982	train-auc:1
[316]	eval-auc:0.694982	train-auc:1
[317]	eval-auc:0.695198	train-auc:1
[318]	eval-auc:0.695198	train-auc:1
[319]	eval-auc:0.695198	train-auc:1
[320]	eval-auc:0.695198	train-auc:1
[321]	eval-auc:0.695198	train-auc:1
[322]	eval-auc:0.695198	train-auc:1
[323]	eval-auc:0.695198	train-auc:1
[324]	eval-auc:0.695198	train-auc:1
[325]	eval-auc:0.695198	train-auc:1
[326]	eval-auc:0.695198	train-auc:1
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[328]	eval-auc:0.695198	train-auc:1
[329]	eval-auc:0.695198	train-auc:1
[330]	eval-auc:0.695198	train-auc:1
[331]	eval-auc:0.695198	train-auc:1
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[333]	eval-auc:0.695198	train-auc:1
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[335]	eval-auc:0.695198	train-auc:1
[336]	eval-auc:0.695119	train-auc:1
[337]	eval-auc:0.695119	train-auc:1
[338]	eval-auc:0.695119	train-auc:1
[339]	eval-auc:0.695119	train-auc:1
[340]	eval-auc:0.695119	train-auc:1
[341]	eval-auc:0.695119	train-auc:1
[342]	eval-auc:0.695119	train-auc:1
[343]	eval-auc:0.695086	train-auc:1
[344]	eval-auc:0.695086	train-auc:1
[345]	eval-auc:0.695086	train-auc:1
[346]	eval-auc:0.695086	train-auc:1
[347]	eval-auc:0.695086	train-auc:1
[348]	eval-auc:0.695086	train-auc:1
[349]	eval-auc:0.695086	train-auc:1
[350]	eval-auc:0.695086	train-auc:1
[351]	eval-auc:0.695086	train-auc:1
[352]	eval-auc:0.695086	train-auc:1
[353]	eval-auc:0.695086	train-auc:1
[354]	eval-auc:0.695086	train-auc:1
[355]	eval-auc:0.695086	train-auc:1
[356]	eval-auc:0.695086	train-auc:1
[357]	eval-auc:0.695086	train-auc:1
[358]	eval-auc:0.695086	train-auc:1
[359]	eval-auc:0.694996	train-auc:1
[360]	eval-auc:0.694996	train-auc:1
[361]	eval-auc:0.694996	train-auc:1
[362]	eval-auc:0.694996	train-auc:1
[363]	eval-auc:0.694996	train-auc:1
[364]	eval-auc:0.694996	train-auc:1
[365]	eval-auc:0.695063	train-auc:1
[366]	eval-auc:0.695063	train-auc:1
[367]	eval-auc:0.695084	train-auc:1
[368]	eval-auc:0.695084	train-auc:1
[369]	eval-auc:0.695084	train-auc:1
[370]	eval-auc:0.695084	train-auc:1
[371]	eval-auc:0.695209	train-auc:1
[372]	eval-auc:0.695209	train-auc:1
[373]	eval-auc:0.695209	train-auc:1
[374]	eval-auc:0.695209	train-auc:1
[375]	eval-auc:0.694999	train-auc:1
[376]	eval-auc:0.694999	train-auc:1
[377]	eval-auc:0.694999	train-auc:1
[378]	eval-auc:0.694999	train-auc:1
[379]	eval-auc:0.694999	train-auc:1
[380]	eval-auc:0.694999	train-auc:1
[381]	eval-auc:0.694999	train-auc:1
[382]	eval-auc:0.694999	train-auc:1
[383]	eval-auc:0.694999	train-auc:1
[384]	eval-auc:0.694999	train-auc:1
[385]	eval-auc:0.694999	train-auc:1
[386]	eval-auc:0.694999	train-auc:1
[387]	eval-auc:0.694999	train-auc:1
[388]	eval-auc:0.694999	train-auc:1
[389]	eval-auc:0.694999	train-auc:1
[390]	eval-auc:0.694999	train-auc:1
[391]	eval-auc:0.694999	train-auc:1
[392]	eval-auc:0.694999	train-auc:1
[393]	eval-auc:0.694999	train-auc:1
[394]	eval-auc:0.694999	train-auc:1
[395]	eval-auc:0.694999	train-auc:1
[396]	eval-auc:0.694999	train-auc:1
[397]	eval-auc:0.694999	train-auc:1
[398]	eval-auc:0.694999	train-auc:1
[399]	eval-auc:0.694999	train-auc:1
[400]	eval-auc:0.694999	train-auc:1
[401]	eval-auc:0.694999	train-auc:1
[402]	eval-auc:0.694999	train-auc:1
[403]	eval-auc:0.694999	train-auc:1
[404]	eval-auc:0.694999	train-auc:1
[405]	eval-auc:0.694999	train-auc:1
[406]	eval-auc:0.694999	train-auc:1
[407]	eval-auc:0.694999	train-auc:1
[408]	eval-auc:0.694999	train-auc:1
[409]	eval-auc:0.694999	train-auc:1
[410]	eval-auc:0.694999	train-auc:1
[411]	eval-auc:0.694999	train-auc:1
[412]	eval-auc:0.694999	train-auc:1
[413]	eval-auc:0.694999	train-auc:1
[414]	eval-auc:0.694907	train-auc:1
[415]	eval-auc:0.694918	train-auc:1
[416]	eval-auc:0.695229	train-auc:1
[417]	eval-auc:0.695599	train-auc:1
[418]	eval-auc:0.695891	train-auc:1
[419]	eval-auc:0.695891	train-auc:1
[420]	eval-auc:0.695891	train-auc:1
[421]	eval-auc:0.695891	train-auc:1
[422]	eval-auc:0.695891	train-auc:1
[423]	eval-auc:0.695891	train-auc:1
[424]	eval-auc:0.695891	train-auc:1
[425]	eval-auc:0.695854	train-auc:1
[426]	eval-auc:0.69596	train-auc:1
[427]	eval-auc:0.6959	train-auc:1
[428]	eval-auc:0.696037	train-auc:1
[429]	eval-auc:0.69587	train-auc:1
[430]	eval-auc:0.69567	train-auc:1
[431]	eval-auc:0.695615	train-auc:1
[432]	eval-auc:0.695431	train-auc:1
[433]	eval-auc:0.695277	train-auc:1
[434]	eval-auc:0.695277	train-auc:1
[435]	eval-auc:0.695277	train-auc:1
[436]	eval-auc:0.695277	train-auc:1
[437]	eval-auc:0.695277	train-auc:1
[438]	eval-auc:0.695277	train-auc:1
[439]	eval-auc:0.695277	train-auc:1
[440]	eval-auc:0.695277	train-auc:1
[441]	eval-auc:0.695277	train-auc:1
[442]	eval-auc:0.695277	train-auc:1
[443]	eval-auc:0.695277	train-auc:1
[444]	eval-auc:0.695277	train-auc:1
[445]	eval-auc:0.695277	train-auc:1
[446]	eval-auc:0.695277	train-auc:1
[447]	eval-auc:0.695277	train-auc:1
[448]	eval-auc:0.695277	train-auc:1
[449]	eval-auc:0.695277	train-auc:1
[450]	eval-auc:0.695277	train-auc:1
[451]	eval-auc:0.695277	train-auc:1
[452]	eval-auc:0.695277	train-auc:1
[453]	eval-auc:0.695277	train-auc:1
[454]	eval-auc:0.695277	train-auc:1
[455]	eval-auc:0.695277	train-auc:1
[456]	eval-auc:0.695277	train-auc:1
[457]	eval-auc:0.695277	train-auc:1
[458]	eval-auc:0.695277	train-auc:1
[459]	eval-auc:0.695277	train-auc:1
[460]	eval-auc:0.695277	train-auc:1
[461]	eval-auc:0.695277	train-auc:1
	Score 0.6952773818660234


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 4, 'min_child_weight': 3.0, 'n_estimators': 332.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.669839	train-auc:0.707508
[1]	eval-auc:0.673963	train-auc:0.720855
[2]	eval-auc:0.680822	train-auc:0.735716
[3]	eval-auc:0.677589	train-auc:0.743617
[4]	eval-auc:0.693351	train-auc:0.752657
[5]	eval-auc:0.68948	train-auc:0.753976
[6]	eval-auc:0.693291	train-auc:0.755973
[7]	eval-auc:0.691289	train-auc:0.753998
[8]	eval-auc:0.692957	train-auc:0.758564
[9]	eval-auc:0.696231	train-auc:0.758858
[10]	eval-auc:0.696197	train-auc:0.763457
[11]	eval-auc:0.692212	train-auc:0.766089
[12]	eval-auc:0.691204	train-auc:0.766242
[13]	eval-auc:0.691323	train-auc:0.769313
[14]	eval-auc:0.689647	train-auc:0.769814
[15]	eval-auc:0.688116	train-auc:0.772135
[16]	eval-auc:0.687266	train-auc:0.775201
[17]	eval-auc:0.688958	train-auc:0.779571
[18]	eval-auc:0.68934	train-auc:0.781373
[19]	eval-auc:0.6894	train-auc:0.785789
[20]	eval-auc:0.690595	train-auc:0.7856
[21]	eval-auc:0.690322	train-auc:0.791154
[22]	eval-auc:0.692364	train-auc:0.792259
[23]	eval-auc:0.693339	train-auc:0.795657
[24]	eval-auc:0.692586	train-auc:0.80052
[25]	eval-auc:0.693976	train-auc:0.80076
[26]	eval-auc:0.69505	train-auc:0.800047
[27]	eval-auc:0.694291	train-auc:0.804871
[28]	eval-auc:0.697139	train-auc:0.805211
[29]	eval-auc:0.698118	train-auc:0.804114
[30]	eval-auc:0.698197	train-auc:0.806858
[31]	eval-auc:0.697749	train-auc:0.806468
[32]	eval-auc:0.697225	train-auc:0.806617
[33]	eval-auc:0.69657	train-auc:0.808288
[34]	eval-auc:0.69515	train-auc:0.810243
[35]	eval-auc:0.695117	train-auc:0.814333
[36]	eval-auc:0.695225	train-auc:0.818044
[37]	eval-auc:0.695746	train-auc:0.817349
[38]	eval-auc:0.696047	train-auc:0.817231
[39]	eval-auc:0.696349	train-auc:0.817391
[40]	eval-auc:0.696708	train-auc:0.818364
[41]	eval-auc:0.697221	train-auc:0.819902
[42]	eval-auc:0.696836	train-auc:0.821571
[43]	eval-auc:0.696235	train-auc:0.823954
[44]	eval-auc:0.696745	train-auc:0.825948
[45]	eval-auc:0.696844	train-auc:0.827562
[46]	eval-auc:0.695327	train-auc:0.829453
[47]	eval-auc:0.695793	train-auc:0.830239
[48]	eval-auc:0.695531	train-auc:0.8305
[49]	eval-auc:0.694406	train-auc:0.832105
[50]	eval-auc:0.693711	train-auc:0.834067
[51]	eval-auc:0.693502	train-auc:0.836041
[52]	eval-auc:0.693932	train-auc:0.837125
[53]	eval-auc:0.693801	train-auc:0.838141
[54]	eval-auc:0.693648	train-auc:0.840256
[55]	eval-auc:0.693592	train-auc:0.84174
[56]	eval-auc:0.693284	train-auc:0.842657
[57]	eval-auc:0.693732	train-auc:0.843262
[58]	eval-auc:0.693785	train-auc:0.843963
[59]	eval-auc:0.693997	train-auc:0.84691
[60]	eval-auc:0.694351	train-auc:0.849335
[61]	eval-auc:0.693851	train-auc:0.850214
[62]	eval-auc:0.693835	train-auc:0.851125
[63]	eval-auc:0.694059	train-auc:0.853399
[64]	eval-auc:0.694108	train-auc:0.853497
[65]	eval-auc:0.694059	train-auc:0.854215
[66]	eval-auc:0.693745	train-auc:0.856083
[67]	eval-auc:0.693659	train-auc:0.856543
[68]	eval-auc:0.693835	train-auc:0.857602
[69]	eval-auc:0.693953	train-auc:0.857877
[70]	eval-auc:0.69425	train-auc:0.859941
[71]	eval-auc:0.693648	train-auc:0.861809
[72]	eval-auc:0.693407	train-auc:0.86261
[73]	eval-auc:0.69377	train-auc:0.862959
[74]	eval-auc:0.694248	train-auc:0.86375
[75]	eval-auc:0.694082	train-auc:0.864045
[76]	eval-auc:0.694816	train-auc:0.865229
[77]	eval-auc:0.695101	train-auc:0.866648
[78]	eval-auc:0.696106	train-auc:0.867279
[79]	eval-auc:0.696394	train-auc:0.86737
[80]	eval-auc:0.696788	train-auc:0.869352
[81]	eval-auc:0.696485	train-auc:0.870209
[82]	eval-auc:0.696129	train-auc:0.871258
[83]	eval-auc:0.696182	train-auc:0.87213
[84]	eval-auc:0.696677	train-auc:0.872414
[85]	eval-auc:0.69692	train-auc:0.872576
[86]	eval-auc:0.696637	train-auc:0.873093
[87]	eval-auc:0.696725	train-auc:0.873322
[88]	eval-auc:0.696334	train-auc:0.874692
[89]	eval-auc:0.696448	train-auc:0.875224
[90]	eval-auc:0.696544	train-auc:0.874933
[91]	eval-auc:0.697022	train-auc:0.875285
[92]	eval-auc:0.697434	train-auc:0.875967
[93]	eval-auc:0.696488	train-auc:0.876822
[94]	eval-auc:0.697065	train-auc:0.877504
[95]	eval-auc:0.697105	train-auc:0.877441
[96]	eval-auc:0.697697	train-auc:0.878712
[97]	eval-auc:0.698005	train-auc:0.878898
[98]	eval-auc:0.697721	train-auc:0.880168
[99]	eval-auc:0.697341	train-auc:0.881513
[100]	eval-auc:0.697198	train-auc:0.882083
[101]	eval-auc:0.697202	train-auc:0.882328
[102]	eval-auc:0.696645	train-auc:0.882943
[103]	eval-auc:0.696722	train-auc:0.883886
[104]	eval-auc:0.696818	train-auc:0.883981
[105]	eval-auc:0.696595	train-auc:0.884417
[106]	eval-auc:0.696576	train-auc:0.884365
[107]	eval-auc:0.696931	train-auc:0.884811
[108]	eval-auc:0.696465	train-auc:0.885388
[109]	eval-auc:0.696856	train-auc:0.885778
[110]	eval-auc:0.696424	train-auc:0.886981
[111]	eval-auc:0.696742	train-auc:0.88768
[112]	eval-auc:0.697004	train-auc:0.888345
[113]	eval-auc:0.697223	train-auc:0.889619
[114]	eval-auc:0.696907	train-auc:0.889987
[115]	eval-auc:0.696852	train-auc:0.890903
[116]	eval-auc:0.696638	train-auc:0.891344
[117]	eval-auc:0.696501	train-auc:0.891566
[118]	eval-auc:0.696206	train-auc:0.892227
[119]	eval-auc:0.696278	train-auc:0.892945
[120]	eval-auc:0.696403	train-auc:0.894203
[121]	eval-auc:0.696371	train-auc:0.895022
[122]	eval-auc:0.696485	train-auc:0.896109
[123]	eval-auc:0.696706	train-auc:0.897237
[124]	eval-auc:0.696721	train-auc:0.897478
[125]	eval-auc:0.696962	train-auc:0.89772
[126]	eval-auc:0.696927	train-auc:0.898812
[127]	eval-auc:0.697485	train-auc:0.899197
[128]	eval-auc:0.698094	train-auc:0.899669
[129]	eval-auc:0.69812	train-auc:0.900112
[130]	eval-auc:0.698423	train-auc:0.90153
[131]	eval-auc:0.698358	train-auc:0.902179
[132]	eval-auc:0.697977	train-auc:0.903329
[133]	eval-auc:0.698166	train-auc:0.903737
[134]	eval-auc:0.698099	train-auc:0.904222
[135]	eval-auc:0.697759	train-auc:0.904964
[136]	eval-auc:0.697836	train-auc:0.905176
[137]	eval-auc:0.697901	train-auc:0.906116
[138]	eval-auc:0.697392	train-auc:0.90699
[139]	eval-auc:0.69742	train-auc:0.90723
[140]	eval-auc:0.69744	train-auc:0.907286
[141]	eval-auc:0.697249	train-auc:0.907915
[142]	eval-auc:0.696454	train-auc:0.90864
[143]	eval-auc:0.696159	train-auc:0.909338
[144]	eval-auc:0.695382	train-auc:0.91042
[145]	eval-auc:0.695279	train-auc:0.91099
[146]	eval-auc:0.694941	train-auc:0.911566
[147]	eval-auc:0.695209	train-auc:0.911721
[148]	eval-auc:0.695844	train-auc:0.912612
[149]	eval-auc:0.696133	train-auc:0.913324
[150]	eval-auc:0.696098	train-auc:0.914223
[151]	eval-auc:0.695622	train-auc:0.914491
[152]	eval-auc:0.695261	train-auc:0.914351
[153]	eval-auc:0.695975	train-auc:0.914588
[154]	eval-auc:0.696415	train-auc:0.915063
[155]	eval-auc:0.696067	train-auc:0.916235
[156]	eval-auc:0.696061	train-auc:0.916353
[157]	eval-auc:0.696589	train-auc:0.917053
[158]	eval-auc:0.697048	train-auc:0.917991
[159]	eval-auc:0.697332	train-auc:0.918544
[160]	eval-auc:0.697574	train-auc:0.918935
[161]	eval-auc:0.697825	train-auc:0.919577
[162]	eval-auc:0.697625	train-auc:0.920011
[163]	eval-auc:0.697399	train-auc:0.920619
[164]	eval-auc:0.697339	train-auc:0.920806
[165]	eval-auc:0.697919	train-auc:0.921515
[166]	eval-auc:0.697909	train-auc:0.921711
[167]	eval-auc:0.698171	train-auc:0.923207
[168]	eval-auc:0.698324	train-auc:0.923866
[169]	eval-auc:0.698337	train-auc:0.924187
[170]	eval-auc:0.698241	train-auc:0.924793
[171]	eval-auc:0.69826	train-auc:0.925593
[172]	eval-auc:0.698682	train-auc:0.926539
[173]	eval-auc:0.698583	train-auc:0.926943
[174]	eval-auc:0.698592	train-auc:0.927023
[175]	eval-auc:0.698652	train-auc:0.927561
[176]	eval-auc:0.699171	train-auc:0.928643
[177]	eval-auc:0.699468	train-auc:0.929206
[178]	eval-auc:0.69923	train-auc:0.929726
[179]	eval-auc:0.698778	train-auc:0.931093
[180]	eval-auc:0.698901	train-auc:0.931303
[181]	eval-auc:0.698696	train-auc:0.931522
[182]	eval-auc:0.699019	train-auc:0.932335
[183]	eval-auc:0.69878	train-auc:0.932924
[184]	eval-auc:0.698644	train-auc:0.932967
[185]	eval-auc:0.698585	train-auc:0.933257
[186]	eval-auc:0.698866	train-auc:0.933835
[187]	eval-auc:0.698684	train-auc:0.934175
[188]	eval-auc:0.699089	train-auc:0.93449
[189]	eval-auc:0.699074	train-auc:0.935114
[190]	eval-auc:0.699363	train-auc:0.936018
[191]	eval-auc:0.699907	train-auc:0.936766
[192]	eval-auc:0.69962	train-auc:0.937383
[193]	eval-auc:0.699302	train-auc:0.937777
[194]	eval-auc:0.70012	train-auc:0.938462
[195]	eval-auc:0.700289	train-auc:0.939206
[196]	eval-auc:0.70091	train-auc:0.939914
[197]	eval-auc:0.700989	train-auc:0.940451
[198]	eval-auc:0.701195	train-auc:0.940773
[199]	eval-auc:0.701056	train-auc:0.941053
[200]	eval-auc:0.700563	train-auc:0.941711
[201]	eval-auc:0.70068	train-auc:0.941942
[202]	eval-auc:0.700537	train-auc:0.942186
[203]	eval-auc:0.700484	train-auc:0.942496
[204]	eval-auc:0.700444	train-auc:0.942695
[205]	eval-auc:0.700502	train-auc:0.943251
[206]	eval-auc:0.700283	train-auc:0.943569
[207]	eval-auc:0.700211	train-auc:0.943742
[208]	eval-auc:0.70001	train-auc:0.944102
[209]	eval-auc:0.699983	train-auc:0.944053
[210]	eval-auc:0.700173	train-auc:0.94433
[211]	eval-auc:0.700403	train-auc:0.944793
[212]	eval-auc:0.701091	train-auc:0.945194
[213]	eval-auc:0.701039	train-auc:0.945218
[214]	eval-auc:0.701097	train-auc:0.945435
[215]	eval-auc:0.701221	train-auc:0.946166
[216]	eval-auc:0.701542	train-auc:0.946358
[217]	eval-auc:0.70172	train-auc:0.946911
[218]	eval-auc:0.701606	train-auc:0.947252
[219]	eval-auc:0.70133	train-auc:0.947567
[220]	eval-auc:0.701292	train-auc:0.947604
[221]	eval-auc:0.701416	train-auc:0.947736
[222]	eval-auc:0.70121	train-auc:0.947809
[223]	eval-auc:0.700962	train-auc:0.947909
[224]	eval-auc:0.701007	train-auc:0.948719
[225]	eval-auc:0.70139	train-auc:0.949329
[226]	eval-auc:0.70154	train-auc:0.949753
[227]	eval-auc:0.701346	train-auc:0.949868
[228]	eval-auc:0.700913	train-auc:0.950165
[229]	eval-auc:0.701184	train-auc:0.950269
[230]	eval-auc:0.701077	train-auc:0.950632
[231]	eval-auc:0.701116	train-auc:0.950727
[232]	eval-auc:0.701201	train-auc:0.950841
[233]	eval-auc:0.701154	train-auc:0.951178
[234]	eval-auc:0.701126	train-auc:0.951784
[235]	eval-auc:0.700773	train-auc:0.952013
[236]	eval-auc:0.700679	train-auc:0.952139
[237]	eval-auc:0.700607	train-auc:0.952647
[238]	eval-auc:0.700604	train-auc:0.95275
[239]	eval-auc:0.700491	train-auc:0.95277
[240]	eval-auc:0.700205	train-auc:0.953401
[241]	eval-auc:0.700252	train-auc:0.953559
[242]	eval-auc:0.700175	train-auc:0.954031
[243]	eval-auc:0.700178	train-auc:0.95443
[244]	eval-auc:0.699995	train-auc:0.954917
[245]	eval-auc:0.699903	train-auc:0.954933
[246]	eval-auc:0.700033	train-auc:0.955076
[247]	eval-auc:0.700069	train-auc:0.955151
[248]	eval-auc:0.700129	train-auc:0.955155
[249]	eval-auc:0.6995	train-auc:0.955274
[250]	eval-auc:0.699268	train-auc:0.955501
[251]	eval-auc:0.699571	train-auc:0.955634
[252]	eval-auc:0.699602	train-auc:0.95595
[253]	eval-auc:0.699249	train-auc:0.956138
[254]	eval-auc:0.699252	train-auc:0.956445
[255]	eval-auc:0.699125	train-auc:0.956711
[256]	eval-auc:0.69946	train-auc:0.956868
[257]	eval-auc:0.69969	train-auc:0.957306
[258]	eval-auc:0.699657	train-auc:0.957605
[259]	eval-auc:0.699765	train-auc:0.95805
[260]	eval-auc:0.699559	train-auc:0.958179
[261]	eval-auc:0.699678	train-auc:0.958247
[262]	eval-auc:0.699451	train-auc:0.958475
[263]	eval-auc:0.699829	train-auc:0.958636
[264]	eval-auc:0.699935	train-auc:0.958933
[265]	eval-auc:0.699905	train-auc:0.958907
[266]	eval-auc:0.700098	train-auc:0.959067
[267]	eval-auc:0.700461	train-auc:0.959652
[268]	eval-auc:0.700133	train-auc:0.959819
[269]	eval-auc:0.700313	train-auc:0.960209
[270]	eval-auc:0.700521	train-auc:0.960448
[271]	eval-auc:0.70043	train-auc:0.960669
[272]	eval-auc:0.70064	train-auc:0.96121
[273]	eval-auc:0.700718	train-auc:0.961487
[274]	eval-auc:0.700692	train-auc:0.961621
[275]	eval-auc:0.700328	train-auc:0.961953
[276]	eval-auc:0.700685	train-auc:0.962456
[277]	eval-auc:0.700668	train-auc:0.962568
[278]	eval-auc:0.700548	train-auc:0.962557
[279]	eval-auc:0.700429	train-auc:0.962715
[280]	eval-auc:0.700336	train-auc:0.962744
[281]	eval-auc:0.700048	train-auc:0.962879
[282]	eval-auc:0.699969	train-auc:0.962901
[283]	eval-auc:0.69987	train-auc:0.963062
[284]	eval-auc:0.69961	train-auc:0.96323
[285]	eval-auc:0.699704	train-auc:0.963339
[286]	eval-auc:0.699444	train-auc:0.963388
[287]	eval-auc:0.699384	train-auc:0.96349
[288]	eval-auc:0.699241	train-auc:0.963464
[289]	eval-auc:0.698844	train-auc:0.963594
[290]	eval-auc:0.698586	train-auc:0.963712
[291]	eval-auc:0.698256	train-auc:0.963803
[292]	eval-auc:0.698309	train-auc:0.964013
[293]	eval-auc:0.698161	train-auc:0.963933
[294]	eval-auc:0.698248	train-auc:0.964045
[295]	eval-auc:0.698518	train-auc:0.964444
[296]	eval-auc:0.698422	train-auc:0.9644
[297]	eval-auc:0.698621	train-auc:0.964464
[298]	eval-auc:0.698545	train-auc:0.964479
[299]	eval-auc:0.698396	train-auc:0.964607
[300]	eval-auc:0.698295	train-auc:0.964664
[301]	eval-auc:0.698192	train-auc:0.964836
[302]	eval-auc:0.698183	train-auc:0.965058
[303]	eval-auc:0.697839	train-auc:0.965415
[304]	eval-auc:0.697695	train-auc:0.965392
[305]	eval-auc:0.697306	train-auc:0.965564
[306]	eval-auc:0.697388	train-auc:0.965737
[307]	eval-auc:0.697421	train-auc:0.9657
[308]	eval-auc:0.69737	train-auc:0.965881
[309]	eval-auc:0.697408	train-auc:0.966031
[310]	eval-auc:0.697577	train-auc:0.966132
[311]	eval-auc:0.697533	train-auc:0.966379
[312]	eval-auc:0.697712	train-auc:0.966519
[313]	eval-auc:0.697807	train-auc:0.966731
[314]	eval-auc:0.697592	train-auc:0.966732
[315]	eval-auc:0.697718	train-auc:0.967045
[316]	eval-auc:0.697709	train-auc:0.967023
[317]	eval-auc:0.697928	train-auc:0.967044
[318]	eval-auc:0.697979	train-auc:0.967178
[319]	eval-auc:0.698005	train-auc:0.967316
[320]	eval-auc:0.698272	train-auc:0.967449
[321]	eval-auc:0.698499	train-auc:0.96749
[322]	eval-auc:0.698585	train-auc:0.967739
[323]	eval-auc:0.698652	train-auc:0.96789
[324]	eval-auc:0.698544	train-auc:0.968036
[325]	eval-auc:0.698676	train-auc:0.968221
[326]	eval-auc:0.698548	train-auc:0.968378
[327]	eval-auc:0.69867	train-auc:0.968605
[328]	eval-auc:0.698206	train-auc:0.96875
[329]	eval-auc:0.698408	train-auc:0.96895
[330]	eval-auc:0.698653	train-auc:0.969242
[331]	eval-auc:0.698746	train-auc:0.969445
	Score 0.6987461779288334


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 8, 'min_child_weight': 2.0, 'n_estimators': 392.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.681463	train-auc:0.798158
[1]	eval-auc:0.668696	train-auc:0.8508
[2]	eval-auc:0.69197	train-auc:0.878346
[3]	eval-auc:0.697993	train-auc:0.901676
[4]	eval-auc:0.70001	train-auc:0.914302
[5]	eval-auc:0.70366	train-auc:0.930089
[6]	eval-auc:0.700902	train-auc:0.93911
[7]	eval-auc:0.709624	train-auc:0.942948
[8]	eval-auc:0.706968	train-auc:0.947533
[9]	eval-auc:0.704683	train-auc:0.952548
[10]	eval-auc:0.701365	train-auc:0.960828
[11]	eval-auc:0.701199	train-auc:0.964563
[12]	eval-auc:0.699965	train-auc:0.967228
[13]	eval-auc:0.697805	train-auc:0.969382
[14]	eval-auc:0.698364	train-auc:0.972462
[15]	eval-auc:0.696754	train-auc:0.976187
[16]	eval-auc:0.696467	train-auc:0.978654
[17]	eval-auc:0.695	train-auc:0.97984
[18]	eval-auc:0.693644	train-auc:0.981086
[19]	eval-auc:0.693782	train-auc:0.982923
[20]	eval-auc:0.693051	train-auc:0.984611
[21]	eval-auc:0.693514	train-auc:0.985866
[22]	eval-auc:0.695215	train-auc:0.987045
[23]	eval-auc:0.696806	train-auc:0.988321
[24]	eval-auc:0.698052	train-auc:0.988936
[25]	eval-auc:0.698717	train-auc:0.990509
[26]	eval-auc:0.698568	train-auc:0.991597
[27]	eval-auc:0.697886	train-auc:0.992166
[28]	eval-auc:0.698833	train-auc:0.99295
[29]	eval-auc:0.698209	train-auc:0.993835
[30]	eval-auc:0.698094	train-auc:0.994238
[31]	eval-auc:0.696517	train-auc:0.994658
[32]	eval-auc:0.694616	train-auc:0.99542
[33]	eval-auc:0.692048	train-auc:0.995937
[34]	eval-auc:0.691958	train-auc:0.99615
[35]	eval-auc:0.693608	train-auc:0.996516
[36]	eval-auc:0.6931	train-auc:0.996741
[37]	eval-auc:0.69197	train-auc:0.996865
[38]	eval-auc:0.691445	train-auc:0.997146
[39]	eval-auc:0.691174	train-auc:0.99761
[40]	eval-auc:0.691099	train-auc:0.997893
[41]	eval-auc:0.690485	train-auc:0.997976
[42]	eval-auc:0.69091	train-auc:0.997993
[43]	eval-auc:0.690318	train-auc:0.998126
[44]	eval-auc:0.690525	train-auc:0.998148
[45]	eval-auc:0.691102	train-auc:0.998203
[46]	eval-auc:0.692314	train-auc:0.998326
[47]	eval-auc:0.691154	train-auc:0.998443
[48]	eval-auc:0.691324	train-auc:0.998534
[49]	eval-auc:0.691774	train-auc:0.998751
[50]	eval-auc:0.691294	train-auc:0.998816
[51]	eval-auc:0.691034	train-auc:0.998901
[52]	eval-auc:0.690504	train-auc:0.99893
[53]	eval-auc:0.690714	train-auc:0.998975
[54]	eval-auc:0.690447	train-auc:0.999025
[55]	eval-auc:0.690452	train-auc:0.999106
[56]	eval-auc:0.690076	train-auc:0.999198
[57]	eval-auc:0.690615	train-auc:0.999199
[58]	eval-auc:0.691528	train-auc:0.999274
[59]	eval-auc:0.690922	train-auc:0.999292
[60]	eval-auc:0.69056	train-auc:0.999351
[61]	eval-auc:0.690974	train-auc:0.999386
[62]	eval-auc:0.691298	train-auc:0.999386
[63]	eval-auc:0.690951	train-auc:0.999441
[64]	eval-auc:0.691082	train-auc:0.99946
[65]	eval-auc:0.691449	train-auc:0.999478
[66]	eval-auc:0.690898	train-auc:0.999505
[67]	eval-auc:0.691195	train-auc:0.999502
[68]	eval-auc:0.690756	train-auc:0.999506
[69]	eval-auc:0.691116	train-auc:0.999514
[70]	eval-auc:0.691175	train-auc:0.99956
[71]	eval-auc:0.691629	train-auc:0.999584
[72]	eval-auc:0.691559	train-auc:0.999605
[73]	eval-auc:0.690727	train-auc:0.999679
[74]	eval-auc:0.689228	train-auc:0.999701
[75]	eval-auc:0.689995	train-auc:0.999701
[76]	eval-auc:0.690094	train-auc:0.999711
[77]	eval-auc:0.689951	train-auc:0.999715
[78]	eval-auc:0.689529	train-auc:0.999738
[79]	eval-auc:0.689334	train-auc:0.99975
[80]	eval-auc:0.689034	train-auc:0.999769
[81]	eval-auc:0.688964	train-auc:0.99978
[82]	eval-auc:0.689757	train-auc:0.999781
[83]	eval-auc:0.689447	train-auc:0.999797
[84]	eval-auc:0.689453	train-auc:0.999804
[85]	eval-auc:0.689305	train-auc:0.999818
[86]	eval-auc:0.688649	train-auc:0.999825
[87]	eval-auc:0.68872	train-auc:0.999851
[88]	eval-auc:0.688175	train-auc:0.999865
[89]	eval-auc:0.68816	train-auc:0.999871
[90]	eval-auc:0.68836	train-auc:0.999883
[91]	eval-auc:0.687368	train-auc:0.999882
[92]	eval-auc:0.687642	train-auc:0.999885
[93]	eval-auc:0.688038	train-auc:0.999893
[94]	eval-auc:0.689036	train-auc:0.999913
[95]	eval-auc:0.687868	train-auc:0.999932
[96]	eval-auc:0.687181	train-auc:0.999937
[97]	eval-auc:0.687184	train-auc:0.999943
[98]	eval-auc:0.686264	train-auc:0.999949
[99]	eval-auc:0.686088	train-auc:0.999952
[100]	eval-auc:0.686249	train-auc:0.999953
[101]	eval-auc:0.685049	train-auc:0.999957
[102]	eval-auc:0.684869	train-auc:0.999953
[103]	eval-auc:0.684795	train-auc:0.999959
[104]	eval-auc:0.683997	train-auc:0.999959
[105]	eval-auc:0.683648	train-auc:0.999962
[106]	eval-auc:0.682949	train-auc:0.999979
[107]	eval-auc:0.682719	train-auc:0.999989
[108]	eval-auc:0.684161	train-auc:0.99999
[109]	eval-auc:0.683814	train-auc:0.999989
[110]	eval-auc:0.68494	train-auc:0.999994
[111]	eval-auc:0.685239	train-auc:0.999996
[112]	eval-auc:0.684906	train-auc:0.999997
[113]	eval-auc:0.684181	train-auc:0.999997
[114]	eval-auc:0.684828	train-auc:0.999998
[115]	eval-auc:0.684793	train-auc:0.999998
[116]	eval-auc:0.685843	train-auc:0.999998
[117]	eval-auc:0.685626	train-auc:0.999998
[118]	eval-auc:0.685456	train-auc:0.999999
[119]	eval-auc:0.686098	train-auc:0.999999
[120]	eval-auc:0.68615	train-auc:0.999998
[121]	eval-auc:0.686359	train-auc:0.999998
[122]	eval-auc:0.686789	train-auc:0.999998
[123]	eval-auc:0.686132	train-auc:0.999999
[124]	eval-auc:0.685669	train-auc:0.999999
[125]	eval-auc:0.686112	train-auc:0.999999
[126]	eval-auc:0.685709	train-auc:0.999999
[127]	eval-auc:0.685935	train-auc:0.999999
[128]	eval-auc:0.685619	train-auc:0.999999
[129]	eval-auc:0.686535	train-auc:0.999999
[130]	eval-auc:0.686983	train-auc:1
[131]	eval-auc:0.687405	train-auc:1
[132]	eval-auc:0.687207	train-auc:1
[133]	eval-auc:0.686799	train-auc:1
[134]	eval-auc:0.687245	train-auc:1
[135]	eval-auc:0.687029	train-auc:1
[136]	eval-auc:0.686758	train-auc:1
[137]	eval-auc:0.686343	train-auc:1
[138]	eval-auc:0.686558	train-auc:1
[139]	eval-auc:0.686767	train-auc:1
[140]	eval-auc:0.687094	train-auc:1
[141]	eval-auc:0.68751	train-auc:1
[142]	eval-auc:0.687679	train-auc:1
[143]	eval-auc:0.686819	train-auc:1
[144]	eval-auc:0.68679	train-auc:1
[145]	eval-auc:0.68656	train-auc:1
[146]	eval-auc:0.686382	train-auc:1
[147]	eval-auc:0.686394	train-auc:1
[148]	eval-auc:0.686196	train-auc:1
[149]	eval-auc:0.686238	train-auc:1
[150]	eval-auc:0.685291	train-auc:1
[151]	eval-auc:0.68552	train-auc:1
[152]	eval-auc:0.685211	train-auc:1
[153]	eval-auc:0.685204	train-auc:1
[154]	eval-auc:0.685479	train-auc:1
[155]	eval-auc:0.685221	train-auc:1
[156]	eval-auc:0.684598	train-auc:1
[157]	eval-auc:0.685061	train-auc:1
[158]	eval-auc:0.684863	train-auc:1
[159]	eval-auc:0.684678	train-auc:1
[160]	eval-auc:0.684411	train-auc:1
[161]	eval-auc:0.684442	train-auc:1
[162]	eval-auc:0.684225	train-auc:1
[163]	eval-auc:0.684177	train-auc:1
[164]	eval-auc:0.684119	train-auc:1
[165]	eval-auc:0.683931	train-auc:1
[166]	eval-auc:0.684551	train-auc:1
[167]	eval-auc:0.684714	train-auc:1
[168]	eval-auc:0.684559	train-auc:1
[169]	eval-auc:0.68471	train-auc:1
[170]	eval-auc:0.684728	train-auc:1
[171]	eval-auc:0.684368	train-auc:1
[172]	eval-auc:0.684306	train-auc:1
[173]	eval-auc:0.684693	train-auc:1
[174]	eval-auc:0.684809	train-auc:1
[175]	eval-auc:0.684373	train-auc:1
[176]	eval-auc:0.684273	train-auc:1
[177]	eval-auc:0.684868	train-auc:1
[178]	eval-auc:0.684318	train-auc:1
[179]	eval-auc:0.68507	train-auc:1
[180]	eval-auc:0.685419	train-auc:1
[181]	eval-auc:0.685646	train-auc:1
[182]	eval-auc:0.68529	train-auc:1
[183]	eval-auc:0.685247	train-auc:1
[184]	eval-auc:0.685054	train-auc:1
[185]	eval-auc:0.685535	train-auc:1
[186]	eval-auc:0.685999	train-auc:1
[187]	eval-auc:0.685543	train-auc:1
[188]	eval-auc:0.685568	train-auc:1
[189]	eval-auc:0.685628	train-auc:1
[190]	eval-auc:0.685367	train-auc:1
[191]	eval-auc:0.684729	train-auc:1
[192]	eval-auc:0.68426	train-auc:1
[193]	eval-auc:0.684312	train-auc:1
[194]	eval-auc:0.683863	train-auc:1
[195]	eval-auc:0.684131	train-auc:1
[196]	eval-auc:0.684487	train-auc:1
[197]	eval-auc:0.684944	train-auc:1
[198]	eval-auc:0.684707	train-auc:1
[199]	eval-auc:0.684748	train-auc:1
[200]	eval-auc:0.684658	train-auc:1
[201]	eval-auc:0.68403	train-auc:1
[202]	eval-auc:0.684139	train-auc:1
[203]	eval-auc:0.684565	train-auc:1
[204]	eval-auc:0.684793	train-auc:1
[205]	eval-auc:0.684614	train-auc:1
[206]	eval-auc:0.684777	train-auc:1
[207]	eval-auc:0.684579	train-auc:1
[208]	eval-auc:0.684763	train-auc:1
[209]	eval-auc:0.684725	train-auc:1
[210]	eval-auc:0.685049	train-auc:1
[211]	eval-auc:0.685165	train-auc:1
[212]	eval-auc:0.684737	train-auc:1
[213]	eval-auc:0.684886	train-auc:1
[214]	eval-auc:0.684959	train-auc:1
[215]	eval-auc:0.68567	train-auc:1
[216]	eval-auc:0.68543	train-auc:1
[217]	eval-auc:0.685832	train-auc:1
[218]	eval-auc:0.685811	train-auc:1
[219]	eval-auc:0.685908	train-auc:1
[220]	eval-auc:0.68604	train-auc:1
[221]	eval-auc:0.68573	train-auc:1
[222]	eval-auc:0.685955	train-auc:1
[223]	eval-auc:0.685919	train-auc:1
[224]	eval-auc:0.685849	train-auc:1
[225]	eval-auc:0.685906	train-auc:1
[226]	eval-auc:0.686001	train-auc:1
[227]	eval-auc:0.685501	train-auc:1
[228]	eval-auc:0.685722	train-auc:1
[229]	eval-auc:0.685689	train-auc:1
[230]	eval-auc:0.685635	train-auc:1
[231]	eval-auc:0.685651	train-auc:1
[232]	eval-auc:0.685594	train-auc:1
[233]	eval-auc:0.685358	train-auc:1
[234]	eval-auc:0.68525	train-auc:1
[235]	eval-auc:0.684953	train-auc:1
[236]	eval-auc:0.68426	train-auc:1
[237]	eval-auc:0.685352	train-auc:1
[238]	eval-auc:0.685345	train-auc:1
[239]	eval-auc:0.685131	train-auc:1
[240]	eval-auc:0.685354	train-auc:1
[241]	eval-auc:0.685073	train-auc:1
[242]	eval-auc:0.684947	train-auc:1
[243]	eval-auc:0.684975	train-auc:1
[244]	eval-auc:0.68495	train-auc:1
[245]	eval-auc:0.685453	train-auc:1
[246]	eval-auc:0.685466	train-auc:1
[247]	eval-auc:0.685625	train-auc:1
[248]	eval-auc:0.685617	train-auc:1
[249]	eval-auc:0.68548	train-auc:1
[250]	eval-auc:0.685683	train-auc:1
[251]	eval-auc:0.685664	train-auc:1
[252]	eval-auc:0.685897	train-auc:1
[253]	eval-auc:0.685914	train-auc:1
[254]	eval-auc:0.685841	train-auc:1
[255]	eval-auc:0.685906	train-auc:1
[256]	eval-auc:0.685739	train-auc:1
[257]	eval-auc:0.685677	train-auc:1
[258]	eval-auc:0.685894	train-auc:1
[259]	eval-auc:0.686088	train-auc:1
[260]	eval-auc:0.686022	train-auc:1
[261]	eval-auc:0.686158	train-auc:1
[262]	eval-auc:0.686176	train-auc:1
[263]	eval-auc:0.686281	train-auc:1
[264]	eval-auc:0.686235	train-auc:1
[265]	eval-auc:0.686284	train-auc:1
[266]	eval-auc:0.686244	train-auc:1
[267]	eval-auc:0.686563	train-auc:1
[268]	eval-auc:0.686484	train-auc:1
[269]	eval-auc:0.686654	train-auc:1
[270]	eval-auc:0.686538	train-auc:1
[271]	eval-auc:0.686773	train-auc:1
[272]	eval-auc:0.6867	train-auc:1
[273]	eval-auc:0.686447	train-auc:1
[274]	eval-auc:0.686458	train-auc:1
[275]	eval-auc:0.686525	train-auc:1
[276]	eval-auc:0.686633	train-auc:1
[277]	eval-auc:0.686707	train-auc:1
[278]	eval-auc:0.687033	train-auc:1
[279]	eval-auc:0.686816	train-auc:1
[280]	eval-auc:0.68649	train-auc:1
[281]	eval-auc:0.686436	train-auc:1
[282]	eval-auc:0.686633	train-auc:1
[283]	eval-auc:0.686802	train-auc:1
[284]	eval-auc:0.687076	train-auc:1
[285]	eval-auc:0.687068	train-auc:1
[286]	eval-auc:0.687067	train-auc:1
[287]	eval-auc:0.686924	train-auc:1
[288]	eval-auc:0.686742	train-auc:1
[289]	eval-auc:0.686701	train-auc:1
[290]	eval-auc:0.687702	train-auc:1
[291]	eval-auc:0.687291	train-auc:1
[292]	eval-auc:0.68724	train-auc:1
[293]	eval-auc:0.687006	train-auc:1
[294]	eval-auc:0.686919	train-auc:1
[295]	eval-auc:0.686978	train-auc:1
[296]	eval-auc:0.687068	train-auc:1
[297]	eval-auc:0.687193	train-auc:1
[298]	eval-auc:0.68728	train-auc:1
[299]	eval-auc:0.687265	train-auc:1
[300]	eval-auc:0.687682	train-auc:1
[301]	eval-auc:0.687588	train-auc:1
[302]	eval-auc:0.687048	train-auc:1
[303]	eval-auc:0.687198	train-auc:1
[304]	eval-auc:0.687155	train-auc:1
[305]	eval-auc:0.686977	train-auc:1
[306]	eval-auc:0.686902	train-auc:1
[307]	eval-auc:0.686959	train-auc:1
[308]	eval-auc:0.687077	train-auc:1
[309]	eval-auc:0.688492	train-auc:1
[310]	eval-auc:0.688384	train-auc:1
[311]	eval-auc:0.688405	train-auc:1
[312]	eval-auc:0.688242	train-auc:1
[313]	eval-auc:0.688195	train-auc:1
[314]	eval-auc:0.688195	train-auc:1
[315]	eval-auc:0.688446	train-auc:1
[316]	eval-auc:0.688297	train-auc:1
[317]	eval-auc:0.688219	train-auc:1
[318]	eval-auc:0.688219	train-auc:1
[319]	eval-auc:0.688023	train-auc:1
[320]	eval-auc:0.688293	train-auc:1
[321]	eval-auc:0.688591	train-auc:1
[322]	eval-auc:0.688615	train-auc:1
[323]	eval-auc:0.689366	train-auc:1
[324]	eval-auc:0.689159	train-auc:1
[325]	eval-auc:0.68885	train-auc:1
[326]	eval-auc:0.688766	train-auc:1
[327]	eval-auc:0.68876	train-auc:1
[328]	eval-auc:0.688816	train-auc:1
[329]	eval-auc:0.689136	train-auc:1
[330]	eval-auc:0.689097	train-auc:1
[331]	eval-auc:0.689025	train-auc:1
[332]	eval-auc:0.68897	train-auc:1
[333]	eval-auc:0.688909	train-auc:1
[334]	eval-auc:0.688786	train-auc:1
[335]	eval-auc:0.68887	train-auc:1
[336]	eval-auc:0.688679	train-auc:1
[337]	eval-auc:0.688533	train-auc:1
[338]	eval-auc:0.687916	train-auc:1
[339]	eval-auc:0.688212	train-auc:1
[340]	eval-auc:0.688402	train-auc:1
[341]	eval-auc:0.68844	train-auc:1
[342]	eval-auc:0.688597	train-auc:1
[343]	eval-auc:0.688612	train-auc:1
[344]	eval-auc:0.688762	train-auc:1
[345]	eval-auc:0.688818	train-auc:1
[346]	eval-auc:0.688762	train-auc:1
[347]	eval-auc:0.688745	train-auc:1
[348]	eval-auc:0.688707	train-auc:1
[349]	eval-auc:0.688912	train-auc:1
[350]	eval-auc:0.688556	train-auc:1
[351]	eval-auc:0.688544	train-auc:1
[352]	eval-auc:0.688149	train-auc:1
[353]	eval-auc:0.688107	train-auc:1
[354]	eval-auc:0.688366	train-auc:1
[355]	eval-auc:0.688268	train-auc:1
[356]	eval-auc:0.688219	train-auc:1
[357]	eval-auc:0.688125	train-auc:1
[358]	eval-auc:0.688256	train-auc:1
[359]	eval-auc:0.68835	train-auc:1
[360]	eval-auc:0.688536	train-auc:1
[361]	eval-auc:0.68841	train-auc:1
[362]	eval-auc:0.688603	train-auc:1
[363]	eval-auc:0.688378	train-auc:1
[364]	eval-auc:0.688203	train-auc:1
[365]	eval-auc:0.688041	train-auc:1
[366]	eval-auc:0.688201	train-auc:1
[367]	eval-auc:0.688053	train-auc:1
[368]	eval-auc:0.688053	train-auc:1
[369]	eval-auc:0.688121	train-auc:1
[370]	eval-auc:0.688204	train-auc:1
[371]	eval-auc:0.688204	train-auc:1
[372]	eval-auc:0.688344	train-auc:1
[373]	eval-auc:0.688353	train-auc:1
[374]	eval-auc:0.688401	train-auc:1
[375]	eval-auc:0.688663	train-auc:1
[376]	eval-auc:0.68873	train-auc:1
[377]	eval-auc:0.688812	train-auc:1
[378]	eval-auc:0.688742	train-auc:1
[379]	eval-auc:0.688742	train-auc:1
[380]	eval-auc:0.688742	train-auc:1
[381]	eval-auc:0.688629	train-auc:1
[382]	eval-auc:0.688463	train-auc:1
[383]	eval-auc:0.688577	train-auc:1
[384]	eval-auc:0.688494	train-auc:1
[385]	eval-auc:0.688392	train-auc:1
[386]	eval-auc:0.688218	train-auc:1
[387]	eval-auc:0.688227	train-auc:1
[388]	eval-auc:0.68842	train-auc:1
[389]	eval-auc:0.688791	train-auc:1
[390]	eval-auc:0.688791	train-auc:1
[391]	eval-auc:0.688791	train-auc:1
	Score 0.6887905200453167


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 7, 'min_child_weight': 1.0, 'n_estimators': 432.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.705445	train-auc:0.800856
[1]	eval-auc:0.711924	train-auc:0.818595
[2]	eval-auc:0.704588	train-auc:0.836777
[3]	eval-auc:0.703972	train-auc:0.855134
[4]	eval-auc:0.702362	train-auc:0.856574
[5]	eval-auc:0.703062	train-auc:0.86128
[6]	eval-auc:0.699355	train-auc:0.867522
[7]	eval-auc:0.699299	train-auc:0.87086
[8]	eval-auc:0.697678	train-auc:0.885737
[9]	eval-auc:0.698309	train-auc:0.893486
[10]	eval-auc:0.698334	train-auc:0.894404
[11]	eval-auc:0.701544	train-auc:0.906507
[12]	eval-auc:0.699721	train-auc:0.912538
[13]	eval-auc:0.699149	train-auc:0.919608
[14]	eval-auc:0.698844	train-auc:0.925846
[15]	eval-auc:0.699782	train-auc:0.929195
[16]	eval-auc:0.697814	train-auc:0.930333
[17]	eval-auc:0.699736	train-auc:0.933506
[18]	eval-auc:0.696779	train-auc:0.938911
[19]	eval-auc:0.696419	train-auc:0.941206
[20]	eval-auc:0.695775	train-auc:0.942658
[21]	eval-auc:0.693411	train-auc:0.946033
[22]	eval-auc:0.693299	train-auc:0.946804
[23]	eval-auc:0.693769	train-auc:0.950213
[24]	eval-auc:0.694878	train-auc:0.952742
[25]	eval-auc:0.694884	train-auc:0.95401
[26]	eval-auc:0.695493	train-auc:0.956498
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[371]	eval-auc:0.69617	train-auc:1
[372]	eval-auc:0.696083	train-auc:1
[373]	eval-auc:0.695847	train-auc:0.999999
[374]	eval-auc:0.695573	train-auc:0.999999
[375]	eval-auc:0.695728	train-auc:0.999999
[376]	eval-auc:0.695518	train-auc:0.999999
[377]	eval-auc:0.695255	train-auc:0.999999
[378]	eval-auc:0.69521	train-auc:0.999999
[379]	eval-auc:0.695326	train-auc:0.999999
[380]	eval-auc:0.695443	train-auc:0.999999
[381]	eval-auc:0.695174	train-auc:0.999999
[382]	eval-auc:0.695186	train-auc:0.999999
[383]	eval-auc:0.695191	train-auc:0.999999
[384]	eval-auc:0.69507	train-auc:0.999999
[385]	eval-auc:0.69505	train-auc:0.999999
[386]	eval-auc:0.695195	train-auc:0.999999
[387]	eval-auc:0.695364	train-auc:0.999999
[388]	eval-auc:0.695603	train-auc:0.999999
[389]	eval-auc:0.695815	train-auc:0.999999
[390]	eval-auc:0.695856	train-auc:0.999999
[391]	eval-auc:0.695978	train-auc:0.999999
[392]	eval-auc:0.695905	train-auc:0.999999
[393]	eval-auc:0.6958	train-auc:0.999999
[394]	eval-auc:0.695727	train-auc:0.999999
[395]	eval-auc:0.695724	train-auc:0.999999
[396]	eval-auc:0.695996	train-auc:0.999999
[397]	eval-auc:0.696072	train-auc:0.999999
[398]	eval-auc:0.696106	train-auc:0.999999
[399]	eval-auc:0.696046	train-auc:0.999999
[400]	eval-auc:0.69606	train-auc:0.999999
[401]	eval-auc:0.696048	train-auc:0.999999
[402]	eval-auc:0.695643	train-auc:0.999999
[403]	eval-auc:0.695649	train-auc:1
[404]	eval-auc:0.695719	train-auc:1
[405]	eval-auc:0.695669	train-auc:1
[406]	eval-auc:0.695957	train-auc:1
[407]	eval-auc:0.695976	train-auc:1
[408]	eval-auc:0.695999	train-auc:1
[409]	eval-auc:0.696052	train-auc:1
[410]	eval-auc:0.696374	train-auc:1
[411]	eval-auc:0.696273	train-auc:1
[412]	eval-auc:0.696282	train-auc:1
[413]	eval-auc:0.696311	train-auc:1
[414]	eval-auc:0.696425	train-auc:1
[415]	eval-auc:0.696754	train-auc:1
[416]	eval-auc:0.696648	train-auc:1
[417]	eval-auc:0.6968	train-auc:1
[418]	eval-auc:0.696882	train-auc:1
[419]	eval-auc:0.696931	train-auc:1
[420]	eval-auc:0.696811	train-auc:1
[421]	eval-auc:0.697053	train-auc:1
[422]	eval-auc:0.697134	train-auc:1
[423]	eval-auc:0.697086	train-auc:1
[424]	eval-auc:0.697013	train-auc:1
[425]	eval-auc:0.697038	train-auc:1
[426]	eval-auc:0.69701	train-auc:1
[427]	eval-auc:0.697231	train-auc:1
[428]	eval-auc:0.69731	train-auc:1
[429]	eval-auc:0.697042	train-auc:1
[430]	eval-auc:0.697277	train-auc:1
[431]	eval-auc:0.697315	train-auc:1
	Score 0.6973148046632313


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.47500000000000003, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 4, 'min_child_weight': 2.0, 'n_estimators': 222.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.648153	train-auc:0.704747
[1]	eval-auc:0.647904	train-auc:0.727935
[2]	eval-auc:0.658846	train-auc:0.74843
[3]	eval-auc:0.670186	train-auc:0.75958
[4]	eval-auc:0.687355	train-auc:0.785384
[5]	eval-auc:0.689182	train-auc:0.796794
[6]	eval-auc:0.690676	train-auc:0.802249
[7]	eval-auc:0.692552	train-auc:0.809179
[8]	eval-auc:0.693398	train-auc:0.817988
[9]	eval-auc:0.69041	train-auc:0.821688
[10]	eval-auc:0.689579	train-auc:0.829022
[11]	eval-auc:0.689832	train-auc:0.829779
[12]	eval-auc:0.688597	train-auc:0.834322
[13]	eval-auc:0.68469	train-auc:0.839025
[14]	eval-auc:0.685918	train-auc:0.848069
[15]	eval-auc:0.688417	train-auc:0.854715
[16]	eval-auc:0.684364	train-auc:0.856997
[17]	eval-auc:0.687864	train-auc:0.865404
[18]	eval-auc:0.685522	train-auc:0.867874
[19]	eval-auc:0.689437	train-auc:0.871633
[20]	eval-auc:0.690747	train-auc:0.873995
[21]	eval-auc:0.69231	train-auc:0.875294
[22]	eval-auc:0.690027	train-auc:0.877168
[23]	eval-auc:0.691324	train-auc:0.877987
[24]	eval-auc:0.694187	train-auc:0.882689
[25]	eval-auc:0.693027	train-auc:0.8863
[26]	eval-auc:0.690051	train-auc:0.887381
[27]	eval-auc:0.690974	train-auc:0.889814
[28]	eval-auc:0.692705	train-auc:0.893673
[29]	eval-auc:0.691588	train-auc:0.896039
[30]	eval-auc:0.687013	train-auc:0.900819
[31]	eval-auc:0.688485	train-auc:0.903711
[32]	eval-auc:0.687597	train-auc:0.906153
[33]	eval-auc:0.688182	train-auc:0.908335
[34]	eval-auc:0.688453	train-auc:0.910326
[35]	eval-auc:0.688516	train-auc:0.912168
[36]	eval-auc:0.687983	train-auc:0.914001
[37]	eval-auc:0.690926	train-auc:0.916361
[38]	eval-auc:0.688288	train-auc:0.917682
[39]	eval-auc:0.686139	train-auc:0.921082
[40]	eval-auc:0.686662	train-auc:0.92418
[41]	eval-auc:0.689365	train-auc:0.926707
[42]	eval-auc:0.689322	train-auc:0.928195
[43]	eval-auc:0.685342	train-auc:0.929756
[44]	eval-auc:0.684588	train-auc:0.930536
[45]	eval-auc:0.691128	train-auc:0.932323
[46]	eval-auc:0.690619	train-auc:0.93376
[47]	eval-auc:0.689534	train-auc:0.935665
[48]	eval-auc:0.689995	train-auc:0.936976
[49]	eval-auc:0.690664	train-auc:0.939358
[50]	eval-auc:0.687837	train-auc:0.940293
[51]	eval-auc:0.687543	train-auc:0.940417
[52]	eval-auc:0.686969	train-auc:0.941866
[53]	eval-auc:0.688618	train-auc:0.943512
[54]	eval-auc:0.688775	train-auc:0.945228
[55]	eval-auc:0.686834	train-auc:0.947681
[56]	eval-auc:0.685521	train-auc:0.948655
[57]	eval-auc:0.684798	train-auc:0.950025
[58]	eval-auc:0.685695	train-auc:0.950921
[59]	eval-auc:0.684719	train-auc:0.952996
[60]	eval-auc:0.685381	train-auc:0.953382
[61]	eval-auc:0.684987	train-auc:0.954075
[62]	eval-auc:0.685014	train-auc:0.955501
[63]	eval-auc:0.685451	train-auc:0.956609
[64]	eval-auc:0.684104	train-auc:0.957265
[65]	eval-auc:0.683884	train-auc:0.957278
[66]	eval-auc:0.683674	train-auc:0.957843
[67]	eval-auc:0.683217	train-auc:0.958633
[68]	eval-auc:0.685264	train-auc:0.959845
[69]	eval-auc:0.684368	train-auc:0.959774
[70]	eval-auc:0.684289	train-auc:0.961478
[71]	eval-auc:0.684137	train-auc:0.962685
[72]	eval-auc:0.682827	train-auc:0.962944
[73]	eval-auc:0.683158	train-auc:0.963311
[74]	eval-auc:0.683403	train-auc:0.964007
[75]	eval-auc:0.682933	train-auc:0.965223
[76]	eval-auc:0.680332	train-auc:0.966059
[77]	eval-auc:0.681529	train-auc:0.966453
[78]	eval-auc:0.683992	train-auc:0.966846
[79]	eval-auc:0.683134	train-auc:0.967306
[80]	eval-auc:0.681364	train-auc:0.96793
[81]	eval-auc:0.681475	train-auc:0.968535
[82]	eval-auc:0.682541	train-auc:0.969518
[83]	eval-auc:0.683204	train-auc:0.969996
[84]	eval-auc:0.684008	train-auc:0.9707
[85]	eval-auc:0.683363	train-auc:0.971368
[86]	eval-auc:0.682937	train-auc:0.97161
[87]	eval-auc:0.682762	train-auc:0.971844
[88]	eval-auc:0.682336	train-auc:0.972191
[89]	eval-auc:0.681937	train-auc:0.97302
[90]	eval-auc:0.681175	train-auc:0.973271
[91]	eval-auc:0.681824	train-auc:0.973803
[92]	eval-auc:0.682232	train-auc:0.974738
[93]	eval-auc:0.681	train-auc:0.97508
[94]	eval-auc:0.680444	train-auc:0.975357
[95]	eval-auc:0.680345	train-auc:0.975655
[96]	eval-auc:0.680787	train-auc:0.976534
[97]	eval-auc:0.681352	train-auc:0.976771
[98]	eval-auc:0.681143	train-auc:0.977507
[99]	eval-auc:0.680289	train-auc:0.977601
[100]	eval-auc:0.679883	train-auc:0.977815
[101]	eval-auc:0.678865	train-auc:0.978323
[102]	eval-auc:0.677372	train-auc:0.97843
[103]	eval-auc:0.677861	train-auc:0.978574
[104]	eval-auc:0.677505	train-auc:0.978697
[105]	eval-auc:0.675753	train-auc:0.978894
[106]	eval-auc:0.675135	train-auc:0.979246
[107]	eval-auc:0.67443	train-auc:0.979859
[108]	eval-auc:0.673454	train-auc:0.981292
[109]	eval-auc:0.673696	train-auc:0.98152
[110]	eval-auc:0.673919	train-auc:0.981587
[111]	eval-auc:0.674037	train-auc:0.982682
[112]	eval-auc:0.673403	train-auc:0.982917
[113]	eval-auc:0.673309	train-auc:0.983181
[114]	eval-auc:0.674434	train-auc:0.983622
[115]	eval-auc:0.675311	train-auc:0.984217
[116]	eval-auc:0.677492	train-auc:0.9849
[117]	eval-auc:0.676919	train-auc:0.985254
[118]	eval-auc:0.67821	train-auc:0.986163
[119]	eval-auc:0.675983	train-auc:0.986592
[120]	eval-auc:0.67527	train-auc:0.986962
[121]	eval-auc:0.674143	train-auc:0.986987
[122]	eval-auc:0.675228	train-auc:0.987375
[123]	eval-auc:0.672777	train-auc:0.98758
[124]	eval-auc:0.673997	train-auc:0.98795
[125]	eval-auc:0.675039	train-auc:0.988257
[126]	eval-auc:0.676406	train-auc:0.98853
[127]	eval-auc:0.67954	train-auc:0.988873
[128]	eval-auc:0.679686	train-auc:0.988919
[129]	eval-auc:0.681411	train-auc:0.989215
[130]	eval-auc:0.680335	train-auc:0.989521
[131]	eval-auc:0.680764	train-auc:0.989543
[132]	eval-auc:0.682144	train-auc:0.99008
[133]	eval-auc:0.682541	train-auc:0.990567
[134]	eval-auc:0.68245	train-auc:0.990634
[135]	eval-auc:0.682118	train-auc:0.991143
[136]	eval-auc:0.681437	train-auc:0.991475
[137]	eval-auc:0.681157	train-auc:0.991799
[138]	eval-auc:0.682725	train-auc:0.991861
[139]	eval-auc:0.690159	train-auc:0.992123
[140]	eval-auc:0.691257	train-auc:0.992189
[141]	eval-auc:0.69146	train-auc:0.992529
[142]	eval-auc:0.690309	train-auc:0.992749
[143]	eval-auc:0.689939	train-auc:0.992877
[144]	eval-auc:0.690202	train-auc:0.993104
[145]	eval-auc:0.689226	train-auc:0.993162
[146]	eval-auc:0.688819	train-auc:0.993304
[147]	eval-auc:0.687898	train-auc:0.993361
[148]	eval-auc:0.688099	train-auc:0.993471
[149]	eval-auc:0.686791	train-auc:0.993425
[150]	eval-auc:0.687336	train-auc:0.993391
[151]	eval-auc:0.687056	train-auc:0.99361
[152]	eval-auc:0.686369	train-auc:0.993806
[153]	eval-auc:0.685357	train-auc:0.993928
[154]	eval-auc:0.684841	train-auc:0.994299
[155]	eval-auc:0.685155	train-auc:0.99444
[156]	eval-auc:0.686115	train-auc:0.99451
[157]	eval-auc:0.686971	train-auc:0.994704
[158]	eval-auc:0.68601	train-auc:0.994832
[159]	eval-auc:0.685855	train-auc:0.994946
[160]	eval-auc:0.686194	train-auc:0.99505
[161]	eval-auc:0.686213	train-auc:0.995262
[162]	eval-auc:0.685996	train-auc:0.995418
[163]	eval-auc:0.684649	train-auc:0.995562
[164]	eval-auc:0.684661	train-auc:0.995502
[165]	eval-auc:0.684018	train-auc:0.99572
[166]	eval-auc:0.685107	train-auc:0.995994
[167]	eval-auc:0.685807	train-auc:0.996076
[168]	eval-auc:0.685833	train-auc:0.996069
[169]	eval-auc:0.686534	train-auc:0.996076
[170]	eval-auc:0.686421	train-auc:0.996186
[171]	eval-auc:0.687648	train-auc:0.996187
[172]	eval-auc:0.686709	train-auc:0.996422
[173]	eval-auc:0.687256	train-auc:0.99649
[174]	eval-auc:0.687304	train-auc:0.996511
[175]	eval-auc:0.687126	train-auc:0.996697
[176]	eval-auc:0.687096	train-auc:0.996663
[177]	eval-auc:0.687767	train-auc:0.996754
[178]	eval-auc:0.68753	train-auc:0.99692
[179]	eval-auc:0.687332	train-auc:0.997006
[180]	eval-auc:0.685973	train-auc:0.997103
[181]	eval-auc:0.685943	train-auc:0.997141
[182]	eval-auc:0.685879	train-auc:0.997234
[183]	eval-auc:0.68423	train-auc:0.997283
[184]	eval-auc:0.684168	train-auc:0.997352
[185]	eval-auc:0.683607	train-auc:0.997347
[186]	eval-auc:0.683706	train-auc:0.997367
[187]	eval-auc:0.684338	train-auc:0.99743
[188]	eval-auc:0.684244	train-auc:0.9974
[189]	eval-auc:0.684985	train-auc:0.997439
[190]	eval-auc:0.684993	train-auc:0.997457
[191]	eval-auc:0.684964	train-auc:0.997521
[192]	eval-auc:0.685521	train-auc:0.997629
[193]	eval-auc:0.685661	train-auc:0.997611
[194]	eval-auc:0.68587	train-auc:0.997756
[195]	eval-auc:0.685311	train-auc:0.99774
[196]	eval-auc:0.684789	train-auc:0.997758
[197]	eval-auc:0.684408	train-auc:0.997804
[198]	eval-auc:0.684885	train-auc:0.997837
[199]	eval-auc:0.684559	train-auc:0.997843
[200]	eval-auc:0.683667	train-auc:0.9979
[201]	eval-auc:0.683443	train-auc:0.997929
[202]	eval-auc:0.683083	train-auc:0.997939
[203]	eval-auc:0.683328	train-auc:0.998014
[204]	eval-auc:0.683528	train-auc:0.998055
[205]	eval-auc:0.684171	train-auc:0.998085
[206]	eval-auc:0.684501	train-auc:0.99813
[207]	eval-auc:0.68474	train-auc:0.998094
[208]	eval-auc:0.684682	train-auc:0.998113
[209]	eval-auc:0.684244	train-auc:0.998109
[210]	eval-auc:0.684091	train-auc:0.99811
[211]	eval-auc:0.683464	train-auc:0.998114
[212]	eval-auc:0.683385	train-auc:0.998167
[213]	eval-auc:0.682954	train-auc:0.998266
[214]	eval-auc:0.685709	train-auc:0.998331
[215]	eval-auc:0.68606	train-auc:0.998371
[216]	eval-auc:0.686333	train-auc:0.998442
[217]	eval-auc:0.686831	train-auc:0.998499
[218]	eval-auc:0.686517	train-auc:0.998466
[219]	eval-auc:0.687218	train-auc:0.998562
[220]	eval-auc:0.685868	train-auc:0.998624
[221]	eval-auc:0.685436	train-auc:0.998643
	Score 0.6854359292962515


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 9, 'min_child_weight': 3.0, 'n_estimators': 505.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.689146	train-auc:0.823069
[1]	eval-auc:0.675094	train-auc:0.878947
[2]	eval-auc:0.687063	train-auc:0.903712
[3]	eval-auc:0.699199	train-auc:0.929483
[4]	eval-auc:0.705537	train-auc:0.938177
[5]	eval-auc:0.699677	train-auc:0.952585
[6]	eval-auc:0.698496	train-auc:0.955094
[7]	eval-auc:0.703541	train-auc:0.960614
[8]	eval-auc:0.703306	train-auc:0.96528
[9]	eval-auc:0.703968	train-auc:0.969474
[10]	eval-auc:0.702572	train-auc:0.973077
[11]	eval-auc:0.700933	train-auc:0.977427
[12]	eval-auc:0.698311	train-auc:0.978917
[13]	eval-auc:0.699704	train-auc:0.981564
[14]	eval-auc:0.702639	train-auc:0.98241
[15]	eval-auc:0.697778	train-auc:0.984185
[16]	eval-auc:0.696279	train-auc:0.985448
[17]	eval-auc:0.698471	train-auc:0.987359
[18]	eval-auc:0.697143	train-auc:0.987569
[19]	eval-auc:0.696477	train-auc:0.988175
[20]	eval-auc:0.698021	train-auc:0.988731
[21]	eval-auc:0.698687	train-auc:0.989711
[22]	eval-auc:0.698833	train-auc:0.990759
[23]	eval-auc:0.700394	train-auc:0.990984
[24]	eval-auc:0.702142	train-auc:0.991836
[25]	eval-auc:0.70459	train-auc:0.992421
[26]	eval-auc:0.703748	train-auc:0.993444
[27]	eval-auc:0.70454	train-auc:0.99427
[28]	eval-auc:0.705685	train-auc:0.994496
[29]	eval-auc:0.705282	train-auc:0.995
[30]	eval-auc:0.704654	train-auc:0.995303
[31]	eval-auc:0.704763	train-auc:0.995577
[32]	eval-auc:0.704616	train-auc:0.996
[33]	eval-auc:0.704703	train-auc:0.996136
[34]	eval-auc:0.703803	train-auc:0.996551
[35]	eval-auc:0.701836	train-auc:0.996963
[36]	eval-auc:0.701187	train-auc:0.997182
[37]	eval-auc:0.701205	train-auc:0.997183
[38]	eval-auc:0.701125	train-auc:0.997214
[39]	eval-auc:0.700185	train-auc:0.997292
[40]	eval-auc:0.699494	train-auc:0.997378
[41]	eval-auc:0.70015	train-auc:0.997513
[42]	eval-auc:0.69911	train-auc:0.997729
[43]	eval-auc:0.698708	train-auc:0.997798
[44]	eval-auc:0.699744	train-auc:0.997921
[45]	eval-auc:0.699221	train-auc:0.998076
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[421]	eval-auc:0.699692	train-auc:1
[422]	eval-auc:0.699762	train-auc:1
[423]	eval-auc:0.699699	train-auc:1
[424]	eval-auc:0.699561	train-auc:1
[425]	eval-auc:0.699619	train-auc:1
[426]	eval-auc:0.699459	train-auc:1
[427]	eval-auc:0.69939	train-auc:1
[428]	eval-auc:0.699411	train-auc:1
[429]	eval-auc:0.699408	train-auc:1
[430]	eval-auc:0.699364	train-auc:1
[431]	eval-auc:0.69939	train-auc:1
[432]	eval-auc:0.699392	train-auc:1
[433]	eval-auc:0.699386	train-auc:1
[434]	eval-auc:0.699398	train-auc:1
[435]	eval-auc:0.699419	train-auc:1
[436]	eval-auc:0.699163	train-auc:1
[437]	eval-auc:0.699159	train-auc:1
[438]	eval-auc:0.699069	train-auc:1
[439]	eval-auc:0.699069	train-auc:1
[440]	eval-auc:0.699165	train-auc:1
[441]	eval-auc:0.699369	train-auc:1
[442]	eval-auc:0.699348	train-auc:1
[443]	eval-auc:0.699338	train-auc:1
[444]	eval-auc:0.699288	train-auc:1
[445]	eval-auc:0.699325	train-auc:1
[446]	eval-auc:0.699334	train-auc:1
[447]	eval-auc:0.699367	train-auc:1
[448]	eval-auc:0.699314	train-auc:1
[449]	eval-auc:0.699225	train-auc:1
[450]	eval-auc:0.699182	train-auc:1
[451]	eval-auc:0.699241	train-auc:1
[452]	eval-auc:0.699083	train-auc:1
[453]	eval-auc:0.698906	train-auc:1
[454]	eval-auc:0.699	train-auc:1
[455]	eval-auc:0.698952	train-auc:1
[456]	eval-auc:0.698819	train-auc:1
[457]	eval-auc:0.698655	train-auc:1
[458]	eval-auc:0.698461	train-auc:1
[459]	eval-auc:0.698495	train-auc:1
[460]	eval-auc:0.698446	train-auc:1
[461]	eval-auc:0.69846	train-auc:1
[462]	eval-auc:0.698536	train-auc:1
[463]	eval-auc:0.698495	train-auc:1
[464]	eval-auc:0.698419	train-auc:1
[465]	eval-auc:0.698534	train-auc:1
[466]	eval-auc:0.698442	train-auc:1
[467]	eval-auc:0.69849	train-auc:1
[468]	eval-auc:0.69849	train-auc:1
[469]	eval-auc:0.698372	train-auc:1
[470]	eval-auc:0.698119	train-auc:1
[471]	eval-auc:0.697829	train-auc:1
[472]	eval-auc:0.697845	train-auc:1
[473]	eval-auc:0.697924	train-auc:1
[474]	eval-auc:0.697671	train-auc:1
[475]	eval-auc:0.697648	train-auc:1
[476]	eval-auc:0.697624	train-auc:1
[477]	eval-auc:0.697753	train-auc:1
[478]	eval-auc:0.697794	train-auc:1
[479]	eval-auc:0.697691	train-auc:1
[480]	eval-auc:0.697737	train-auc:1
[481]	eval-auc:0.697942	train-auc:1
[482]	eval-auc:0.697909	train-auc:1
[483]	eval-auc:0.697973	train-auc:1
[484]	eval-auc:0.697997	train-auc:1
[485]	eval-auc:0.697956	train-auc:1
[486]	eval-auc:0.697956	train-auc:1
[487]	eval-auc:0.697962	train-auc:1
[488]	eval-auc:0.697965	train-auc:1
[489]	eval-auc:0.698052	train-auc:1
[490]	eval-auc:0.697968	train-auc:1
[491]	eval-auc:0.698018	train-auc:1
[492]	eval-auc:0.697982	train-auc:1
[493]	eval-auc:0.697968	train-auc:1
[494]	eval-auc:0.697977	train-auc:1
[495]	eval-auc:0.697986	train-auc:1
[496]	eval-auc:0.698213	train-auc:1
[497]	eval-auc:0.698317	train-auc:1
[498]	eval-auc:0.698245	train-auc:1
[499]	eval-auc:0.698262	train-auc:1
[500]	eval-auc:0.698262	train-auc:1
[501]	eval-auc:0.698189	train-auc:1
[502]	eval-auc:0.698154	train-auc:1
[503]	eval-auc:0.698136	train-auc:1
[504]	eval-auc:0.697842	train-auc:1
	Score 0.6978416718439743


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 176.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.700749	train-auc:0.75302
[1]	eval-auc:0.689334	train-auc:0.778896
[2]	eval-auc:0.699456	train-auc:0.794225
[3]	eval-auc:0.706299	train-auc:0.804666
[4]	eval-auc:0.711498	train-auc:0.808466
[5]	eval-auc:0.711756	train-auc:0.820062
[6]	eval-auc:0.712019	train-auc:0.82698
[7]	eval-auc:0.713131	train-auc:0.828258
[8]	eval-auc:0.716272	train-auc:0.83537
[9]	eval-auc:0.713716	train-auc:0.839321
[10]	eval-auc:0.709373	train-auc:0.841491
[11]	eval-auc:0.710046	train-auc:0.842951
[12]	eval-auc:0.70962	train-auc:0.847324
[13]	eval-auc:0.707689	train-auc:0.853745
[14]	eval-auc:0.706986	train-auc:0.855893
[15]	eval-auc:0.706572	train-auc:0.856622
[16]	eval-auc:0.706367	train-auc:0.862204
[17]	eval-auc:0.706646	train-auc:0.866271
[18]	eval-auc:0.707272	train-auc:0.8678
[19]	eval-auc:0.707612	train-auc:0.868984
[20]	eval-auc:0.707935	train-auc:0.872397
[21]	eval-auc:0.709172	train-auc:0.875826
[22]	eval-auc:0.708795	train-auc:0.87855
[23]	eval-auc:0.706046	train-auc:0.882248
[24]	eval-auc:0.707531	train-auc:0.886173
[25]	eval-auc:0.707187	train-auc:0.888753
[26]	eval-auc:0.708	train-auc:0.891729
[27]	eval-auc:0.706844	train-auc:0.893981
[28]	eval-auc:0.705102	train-auc:0.894132
[29]	eval-auc:0.704619	train-auc:0.89605
[30]	eval-auc:0.706037	train-auc:0.897849
[31]	eval-auc:0.705618	train-auc:0.899191
[32]	eval-auc:0.705602	train-auc:0.90075
[33]	eval-auc:0.703927	train-auc:0.90254
[34]	eval-auc:0.703857	train-auc:0.90509
[35]	eval-auc:0.703275	train-auc:0.906109
[36]	eval-auc:0.705029	train-auc:0.908849
[37]	eval-auc:0.705792	train-auc:0.911856
[38]	eval-auc:0.706434	train-auc:0.912448
[39]	eval-auc:0.705813	train-auc:0.912748
[40]	eval-auc:0.705387	train-auc:0.913497
[41]	eval-auc:0.705005	train-auc:0.915565
[42]	eval-auc:0.704379	train-auc:0.916886
[43]	eval-auc:0.703701	train-auc:0.91773
[44]	eval-auc:0.703664	train-auc:0.918076
[45]	eval-auc:0.704189	train-auc:0.91842
[46]	eval-auc:0.706099	train-auc:0.919872
[47]	eval-auc:0.70591	train-auc:0.920684
[48]	eval-auc:0.705747	train-auc:0.923156
[49]	eval-auc:0.706651	train-auc:0.926778
[50]	eval-auc:0.707023	train-auc:0.926126
[51]	eval-auc:0.706613	train-auc:0.926376
[52]	eval-auc:0.707931	train-auc:0.927665
[53]	eval-auc:0.708071	train-auc:0.929744
[54]	eval-auc:0.70906	train-auc:0.930694
[55]	eval-auc:0.708815	train-auc:0.931013
[56]	eval-auc:0.709988	train-auc:0.931615
[57]	eval-auc:0.710072	train-auc:0.931484
[58]	eval-auc:0.709791	train-auc:0.932064
[59]	eval-auc:0.710496	train-auc:0.933195
[60]	eval-auc:0.710906	train-auc:0.933389
[61]	eval-auc:0.710422	train-auc:0.934519
[62]	eval-auc:0.710068	train-auc:0.935132
[63]	eval-auc:0.710068	train-auc:0.936374
[64]	eval-auc:0.709071	train-auc:0.937677
[65]	eval-auc:0.709097	train-auc:0.937596
[66]	eval-auc:0.709903	train-auc:0.938347
[67]	eval-auc:0.709963	train-auc:0.938309
[68]	eval-auc:0.710405	train-auc:0.939289
[69]	eval-auc:0.710378	train-auc:0.941353
[70]	eval-auc:0.7093	train-auc:0.942693
[71]	eval-auc:0.708482	train-auc:0.943442
[72]	eval-auc:0.708069	train-auc:0.944682
[73]	eval-auc:0.707877	train-auc:0.944627
[74]	eval-auc:0.707775	train-auc:0.946498
[75]	eval-auc:0.707953	train-auc:0.947031
[76]	eval-auc:0.707844	train-auc:0.947465
[77]	eval-auc:0.708266	train-auc:0.948287
[78]	eval-auc:0.708425	train-auc:0.949898
[79]	eval-auc:0.708577	train-auc:0.950715
[80]	eval-auc:0.708333	train-auc:0.95079
[81]	eval-auc:0.708757	train-auc:0.952081
[82]	eval-auc:0.708528	train-auc:0.952731
[83]	eval-auc:0.70854	train-auc:0.952611
[84]	eval-auc:0.708842	train-auc:0.953311
[85]	eval-auc:0.708524	train-auc:0.954255
[86]	eval-auc:0.708299	train-auc:0.954833
[87]	eval-auc:0.707814	train-auc:0.955502
[88]	eval-auc:0.707867	train-auc:0.956417
[89]	eval-auc:0.709084	train-auc:0.957343
[90]	eval-auc:0.708426	train-auc:0.957476
[91]	eval-auc:0.708259	train-auc:0.957765
[92]	eval-auc:0.708151	train-auc:0.958579
[93]	eval-auc:0.708726	train-auc:0.959197
[94]	eval-auc:0.70941	train-auc:0.959302
[95]	eval-auc:0.709352	train-auc:0.959439
[96]	eval-auc:0.708518	train-auc:0.959694
[97]	eval-auc:0.709227	train-auc:0.960144
[98]	eval-auc:0.707481	train-auc:0.961321
[99]	eval-auc:0.70731	train-auc:0.961442
[100]	eval-auc:0.707388	train-auc:0.96206
[101]	eval-auc:0.708021	train-auc:0.962706
[102]	eval-auc:0.707741	train-auc:0.962805
[103]	eval-auc:0.708268	train-auc:0.964054
[104]	eval-auc:0.707825	train-auc:0.964457
[105]	eval-auc:0.707535	train-auc:0.965391
[106]	eval-auc:0.707118	train-auc:0.965441
[107]	eval-auc:0.707793	train-auc:0.965648
[108]	eval-auc:0.706937	train-auc:0.966283
[109]	eval-auc:0.707784	train-auc:0.966761
[110]	eval-auc:0.707875	train-auc:0.966741
[111]	eval-auc:0.707524	train-auc:0.967665
[112]	eval-auc:0.708155	train-auc:0.96837
[113]	eval-auc:0.708394	train-auc:0.969068
[114]	eval-auc:0.70874	train-auc:0.970084
[115]	eval-auc:0.70867	train-auc:0.970067
[116]	eval-auc:0.70865	train-auc:0.970626
[117]	eval-auc:0.708862	train-auc:0.971193
[118]	eval-auc:0.709475	train-auc:0.971932
[119]	eval-auc:0.709402	train-auc:0.972884
[120]	eval-auc:0.709754	train-auc:0.973154
[121]	eval-auc:0.709964	train-auc:0.973849
[122]	eval-auc:0.710614	train-auc:0.974499
[123]	eval-auc:0.710681	train-auc:0.975235
[124]	eval-auc:0.710435	train-auc:0.975809
[125]	eval-auc:0.710793	train-auc:0.976366
[126]	eval-auc:0.710614	train-auc:0.976703
[127]	eval-auc:0.709553	train-auc:0.977222
[128]	eval-auc:0.710159	train-auc:0.977538
[129]	eval-auc:0.710043	train-auc:0.977452
[130]	eval-auc:0.710362	train-auc:0.977764
[131]	eval-auc:0.709635	train-auc:0.978396
[132]	eval-auc:0.709862	train-auc:0.978581
[133]	eval-auc:0.710002	train-auc:0.978687
[134]	eval-auc:0.709905	train-auc:0.978917
[135]	eval-auc:0.709622	train-auc:0.979315
[136]	eval-auc:0.710199	train-auc:0.979563
[137]	eval-auc:0.709903	train-auc:0.979935
[138]	eval-auc:0.710429	train-auc:0.980579
[139]	eval-auc:0.710432	train-auc:0.980805
[140]	eval-auc:0.71089	train-auc:0.981227
[141]	eval-auc:0.711013	train-auc:0.981266
[142]	eval-auc:0.711184	train-auc:0.981401
[143]	eval-auc:0.711026	train-auc:0.981588
[144]	eval-auc:0.711205	train-auc:0.981662
[145]	eval-auc:0.711607	train-auc:0.981829
[146]	eval-auc:0.711359	train-auc:0.982165
[147]	eval-auc:0.711206	train-auc:0.982543
[148]	eval-auc:0.71091	train-auc:0.98272
[149]	eval-auc:0.710525	train-auc:0.983039
[150]	eval-auc:0.71071	train-auc:0.983318
[151]	eval-auc:0.710654	train-auc:0.983421
[152]	eval-auc:0.710397	train-auc:0.983959
[153]	eval-auc:0.710348	train-auc:0.98414
[154]	eval-auc:0.71066	train-auc:0.98426
[155]	eval-auc:0.711184	train-auc:0.984631
[156]	eval-auc:0.71166	train-auc:0.984713
[157]	eval-auc:0.711539	train-auc:0.9848
[158]	eval-auc:0.711329	train-auc:0.984904
[159]	eval-auc:0.711414	train-auc:0.985375
[160]	eval-auc:0.71154	train-auc:0.98563
[161]	eval-auc:0.711421	train-auc:0.985762
[162]	eval-auc:0.710878	train-auc:0.986174
[163]	eval-auc:0.710931	train-auc:0.98663
[164]	eval-auc:0.711452	train-auc:0.986826
[165]	eval-auc:0.711511	train-auc:0.986917
[166]	eval-auc:0.711645	train-auc:0.987046
[167]	eval-auc:0.710493	train-auc:0.987423
[168]	eval-auc:0.710346	train-auc:0.987628
[169]	eval-auc:0.7102	train-auc:0.987809
[170]	eval-auc:0.710356	train-auc:0.98795
[171]	eval-auc:0.710572	train-auc:0.988317
[172]	eval-auc:0.710234	train-auc:0.988347
[173]	eval-auc:0.710231	train-auc:0.988445
[174]	eval-auc:0.710712	train-auc:0.988635
[175]	eval-auc:0.710253	train-auc:0.988837
	Score 0.7102535053417631


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 176.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.682073	train-auc:0.751262
[1]	eval-auc:0.683367	train-auc:0.773581
[2]	eval-auc:0.69245	train-auc:0.785014
[3]	eval-auc:0.686929	train-auc:0.800779
[4]	eval-auc:0.688713	train-auc:0.807598
[5]	eval-auc:0.685846	train-auc:0.817352
[6]	eval-auc:0.69278	train-auc:0.822263
[7]	eval-auc:0.698041	train-auc:0.823644
[8]	eval-auc:0.697324	train-auc:0.828517
[9]	eval-auc:0.701558	train-auc:0.828964
[10]	eval-auc:0.70043	train-auc:0.83827
[11]	eval-auc:0.699112	train-auc:0.841948
[12]	eval-auc:0.696279	train-auc:0.851135
[13]	eval-auc:0.698241	train-auc:0.85121
[14]	eval-auc:0.69691	train-auc:0.854559
[15]	eval-auc:0.694888	train-auc:0.85993
[16]	eval-auc:0.697369	train-auc:0.865115
[17]	eval-auc:0.696861	train-auc:0.869915
[18]	eval-auc:0.697498	train-auc:0.874052
[19]	eval-auc:0.697949	train-auc:0.876929
[20]	eval-auc:0.698479	train-auc:0.878811
[21]	eval-auc:0.69899	train-auc:0.880908
[22]	eval-auc:0.698085	train-auc:0.882722
[23]	eval-auc:0.698489	train-auc:0.883818
[24]	eval-auc:0.699456	train-auc:0.887142
[25]	eval-auc:0.700634	train-auc:0.890756
[26]	eval-auc:0.69964	train-auc:0.896246
[27]	eval-auc:0.701109	train-auc:0.899419
[28]	eval-auc:0.698815	train-auc:0.899475
[29]	eval-auc:0.697469	train-auc:0.901948
[30]	eval-auc:0.697648	train-auc:0.903426
[31]	eval-auc:0.6987	train-auc:0.906088
[32]	eval-auc:0.699034	train-auc:0.909591
[33]	eval-auc:0.699741	train-auc:0.911056
[34]	eval-auc:0.700228	train-auc:0.913032
[35]	eval-auc:0.700664	train-auc:0.91285
[36]	eval-auc:0.700225	train-auc:0.912883
[37]	eval-auc:0.701945	train-auc:0.915587
[38]	eval-auc:0.701796	train-auc:0.915824
[39]	eval-auc:0.701819	train-auc:0.918149
[40]	eval-auc:0.702721	train-auc:0.919059
[41]	eval-auc:0.701953	train-auc:0.921844
[42]	eval-auc:0.700806	train-auc:0.922398
[43]	eval-auc:0.701469	train-auc:0.923342
[44]	eval-auc:0.701604	train-auc:0.924164
[45]	eval-auc:0.702553	train-auc:0.925255
[46]	eval-auc:0.701106	train-auc:0.927881
[47]	eval-auc:0.700619	train-auc:0.929517
[48]	eval-auc:0.700817	train-auc:0.93027
[49]	eval-auc:0.701834	train-auc:0.932343
[50]	eval-auc:0.701137	train-auc:0.932371
[51]	eval-auc:0.700656	train-auc:0.934339
[52]	eval-auc:0.701668	train-auc:0.936287
[53]	eval-auc:0.702513	train-auc:0.937722
[54]	eval-auc:0.70341	train-auc:0.940907
[55]	eval-auc:0.704115	train-auc:0.94339
[56]	eval-auc:0.702576	train-auc:0.945265
[57]	eval-auc:0.703334	train-auc:0.945794
[58]	eval-auc:0.704132	train-auc:0.946066
[59]	eval-auc:0.704272	train-auc:0.946688
[60]	eval-auc:0.703494	train-auc:0.947564
[61]	eval-auc:0.703722	train-auc:0.948476
[62]	eval-auc:0.702783	train-auc:0.949375
[63]	eval-auc:0.702343	train-auc:0.950751
[64]	eval-auc:0.702299	train-auc:0.951022
[65]	eval-auc:0.702366	train-auc:0.950819
[66]	eval-auc:0.701516	train-auc:0.951782
[67]	eval-auc:0.701254	train-auc:0.952695
[68]	eval-auc:0.702466	train-auc:0.953521
[69]	eval-auc:0.70325	train-auc:0.954363
[70]	eval-auc:0.702943	train-auc:0.954946
[71]	eval-auc:0.703451	train-auc:0.95578
[72]	eval-auc:0.703139	train-auc:0.956617
[73]	eval-auc:0.702513	train-auc:0.957579
[74]	eval-auc:0.702664	train-auc:0.95832
[75]	eval-auc:0.703981	train-auc:0.960263
[76]	eval-auc:0.70385	train-auc:0.960895
[77]	eval-auc:0.702915	train-auc:0.961428
[78]	eval-auc:0.702658	train-auc:0.962209
[79]	eval-auc:0.702925	train-auc:0.962636
[80]	eval-auc:0.702425	train-auc:0.963584
[81]	eval-auc:0.702733	train-auc:0.964009
[82]	eval-auc:0.702495	train-auc:0.964874
[83]	eval-auc:0.702841	train-auc:0.965161
[84]	eval-auc:0.703031	train-auc:0.96595
[85]	eval-auc:0.702823	train-auc:0.966329
[86]	eval-auc:0.703074	train-auc:0.966867
[87]	eval-auc:0.702771	train-auc:0.967595
[88]	eval-auc:0.702555	train-auc:0.968315
[89]	eval-auc:0.702912	train-auc:0.969478
[90]	eval-auc:0.702439	train-auc:0.969812
[91]	eval-auc:0.702166	train-auc:0.970093
[92]	eval-auc:0.702507	train-auc:0.970375
[93]	eval-auc:0.701947	train-auc:0.970819
[94]	eval-auc:0.702064	train-auc:0.971145
[95]	eval-auc:0.70132	train-auc:0.971612
[96]	eval-auc:0.701361	train-auc:0.971641
[97]	eval-auc:0.700997	train-auc:0.971787
[98]	eval-auc:0.702046	train-auc:0.972433
[99]	eval-auc:0.701874	train-auc:0.97252
[100]	eval-auc:0.701088	train-auc:0.972716
[101]	eval-auc:0.701431	train-auc:0.972958
[102]	eval-auc:0.701405	train-auc:0.973504
[103]	eval-auc:0.700403	train-auc:0.974334
[104]	eval-auc:0.7005	train-auc:0.974817
[105]	eval-auc:0.701612	train-auc:0.975536
[106]	eval-auc:0.700849	train-auc:0.975577
[107]	eval-auc:0.701046	train-auc:0.975794
[108]	eval-auc:0.701321	train-auc:0.97568
[109]	eval-auc:0.702049	train-auc:0.976312
[110]	eval-auc:0.702276	train-auc:0.976369
[111]	eval-auc:0.701746	train-auc:0.976779
[112]	eval-auc:0.702098	train-auc:0.976843
[113]	eval-auc:0.7016	train-auc:0.977393
[114]	eval-auc:0.701793	train-auc:0.977813
[115]	eval-auc:0.701483	train-auc:0.978041
[116]	eval-auc:0.702019	train-auc:0.978311
[117]	eval-auc:0.701973	train-auc:0.97869
[118]	eval-auc:0.701403	train-auc:0.979116
[119]	eval-auc:0.702165	train-auc:0.979657
[120]	eval-auc:0.702245	train-auc:0.979743
[121]	eval-auc:0.702453	train-auc:0.98007
[122]	eval-auc:0.702888	train-auc:0.980334
[123]	eval-auc:0.702057	train-auc:0.980684
[124]	eval-auc:0.701985	train-auc:0.981262
[125]	eval-auc:0.702197	train-auc:0.981876
[126]	eval-auc:0.702271	train-auc:0.982263
[127]	eval-auc:0.701301	train-auc:0.982635
[128]	eval-auc:0.700969	train-auc:0.983082
[129]	eval-auc:0.700788	train-auc:0.983444
[130]	eval-auc:0.701626	train-auc:0.984253
[131]	eval-auc:0.701711	train-auc:0.98438
[132]	eval-auc:0.701999	train-auc:0.984324
[133]	eval-auc:0.701751	train-auc:0.984586
[134]	eval-auc:0.701539	train-auc:0.985133
[135]	eval-auc:0.701113	train-auc:0.985551
[136]	eval-auc:0.700589	train-auc:0.98576
[137]	eval-auc:0.700589	train-auc:0.986048
[138]	eval-auc:0.700395	train-auc:0.986771
[139]	eval-auc:0.700162	train-auc:0.987093
[140]	eval-auc:0.699465	train-auc:0.987425
[141]	eval-auc:0.699457	train-auc:0.987427
[142]	eval-auc:0.699495	train-auc:0.987471
[143]	eval-auc:0.700121	train-auc:0.98756
[144]	eval-auc:0.700184	train-auc:0.987675
[145]	eval-auc:0.700193	train-auc:0.987739
[146]	eval-auc:0.699023	train-auc:0.988047
[147]	eval-auc:0.699101	train-auc:0.988191
[148]	eval-auc:0.699328	train-auc:0.988479
[149]	eval-auc:0.699643	train-auc:0.988562
[150]	eval-auc:0.699527	train-auc:0.988588
[151]	eval-auc:0.699751	train-auc:0.988604
[152]	eval-auc:0.699815	train-auc:0.989073
[153]	eval-auc:0.699625	train-auc:0.989072
[154]	eval-auc:0.699567	train-auc:0.989601
[155]	eval-auc:0.700648	train-auc:0.989861
[156]	eval-auc:0.700729	train-auc:0.98995
[157]	eval-auc:0.700394	train-auc:0.990039
[158]	eval-auc:0.700564	train-auc:0.990233
[159]	eval-auc:0.700647	train-auc:0.99031
[160]	eval-auc:0.700806	train-auc:0.990344
[161]	eval-auc:0.700817	train-auc:0.990593
[162]	eval-auc:0.701035	train-auc:0.990799
[163]	eval-auc:0.700793	train-auc:0.990904
[164]	eval-auc:0.700637	train-auc:0.990964
[165]	eval-auc:0.700679	train-auc:0.99104
[166]	eval-auc:0.700718	train-auc:0.991131
[167]	eval-auc:0.701598	train-auc:0.991506
[168]	eval-auc:0.702092	train-auc:0.991513
[169]	eval-auc:0.702212	train-auc:0.99156
[170]	eval-auc:0.702341	train-auc:0.991568
[171]	eval-auc:0.70234	train-auc:0.991579
[172]	eval-auc:0.702125	train-auc:0.991625
[173]	eval-auc:0.702037	train-auc:0.991687
[174]	eval-auc:0.701414	train-auc:0.991874
[175]	eval-auc:0.70128	train-auc:0.991976
	Score 0.7012800131564522


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 134.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.692499	train-auc:0.749954
[1]	eval-auc:0.687721	train-auc:0.763238
[2]	eval-auc:0.689372	train-auc:0.778406
[3]	eval-auc:0.692403	train-auc:0.791008
[4]	eval-auc:0.699122	train-auc:0.800548
[5]	eval-auc:0.695201	train-auc:0.813806
[6]	eval-auc:0.700183	train-auc:0.817591
[7]	eval-auc:0.703132	train-auc:0.827133
[8]	eval-auc:0.706976	train-auc:0.832156
[9]	eval-auc:0.700712	train-auc:0.8464
[10]	eval-auc:0.701413	train-auc:0.852126
[11]	eval-auc:0.703559	train-auc:0.853782
[12]	eval-auc:0.700888	train-auc:0.857936
[13]	eval-auc:0.702255	train-auc:0.861124
[14]	eval-auc:0.70228	train-auc:0.865547
[15]	eval-auc:0.706136	train-auc:0.869663
[16]	eval-auc:0.705678	train-auc:0.873357
[17]	eval-auc:0.705442	train-auc:0.877522
[18]	eval-auc:0.702552	train-auc:0.878347
[19]	eval-auc:0.699058	train-auc:0.88106
[20]	eval-auc:0.700165	train-auc:0.886425
[21]	eval-auc:0.701151	train-auc:0.890104
[22]	eval-auc:0.702781	train-auc:0.892827
[23]	eval-auc:0.700621	train-auc:0.896228
[24]	eval-auc:0.702641	train-auc:0.902759
[25]	eval-auc:0.704576	train-auc:0.904447
[26]	eval-auc:0.703758	train-auc:0.908591
[27]	eval-auc:0.702708	train-auc:0.909468
[28]	eval-auc:0.704399	train-auc:0.912521
[29]	eval-auc:0.704545	train-auc:0.914256
[30]	eval-auc:0.70236	train-auc:0.916476
[31]	eval-auc:0.702683	train-auc:0.917735
[32]	eval-auc:0.703114	train-auc:0.920865
[33]	eval-auc:0.703434	train-auc:0.923085
[34]	eval-auc:0.702409	train-auc:0.924766
[35]	eval-auc:0.702272	train-auc:0.926998
[36]	eval-auc:0.704319	train-auc:0.928852
[37]	eval-auc:0.704588	train-auc:0.930894
[38]	eval-auc:0.704045	train-auc:0.931864
[39]	eval-auc:0.703056	train-auc:0.933829
[40]	eval-auc:0.701661	train-auc:0.935503
[41]	eval-auc:0.702733	train-auc:0.937428
[42]	eval-auc:0.702116	train-auc:0.938343
[43]	eval-auc:0.700403	train-auc:0.939032
[44]	eval-auc:0.701444	train-auc:0.939189
[45]	eval-auc:0.701917	train-auc:0.939575
[46]	eval-auc:0.700694	train-auc:0.940084
[47]	eval-auc:0.701292	train-auc:0.941223
[48]	eval-auc:0.69982	train-auc:0.941768
[49]	eval-auc:0.698253	train-auc:0.943359
[50]	eval-auc:0.700465	train-auc:0.944248
[51]	eval-auc:0.698306	train-auc:0.945406
[52]	eval-auc:0.697933	train-auc:0.945539
[53]	eval-auc:0.699622	train-auc:0.946964
[54]	eval-auc:0.700618	train-auc:0.948372
[55]	eval-auc:0.700167	train-auc:0.949724
[56]	eval-auc:0.700094	train-auc:0.950914
[57]	eval-auc:0.699448	train-auc:0.952223
[58]	eval-auc:0.699418	train-auc:0.952962
[59]	eval-auc:0.699383	train-auc:0.954218
[60]	eval-auc:0.69911	train-auc:0.955124
[61]	eval-auc:0.698955	train-auc:0.955488
[62]	eval-auc:0.699338	train-auc:0.957944
[63]	eval-auc:0.697269	train-auc:0.960011
[64]	eval-auc:0.697999	train-auc:0.960978
[65]	eval-auc:0.697651	train-auc:0.960925
[66]	eval-auc:0.69881	train-auc:0.961623
[67]	eval-auc:0.699383	train-auc:0.963326
[68]	eval-auc:0.699631	train-auc:0.963642
[69]	eval-auc:0.700965	train-auc:0.964334
[70]	eval-auc:0.701061	train-auc:0.964837
[71]	eval-auc:0.702201	train-auc:0.965528
[72]	eval-auc:0.700336	train-auc:0.966097
[73]	eval-auc:0.700525	train-auc:0.966233
[74]	eval-auc:0.700147	train-auc:0.967511
[75]	eval-auc:0.69985	train-auc:0.968483
[76]	eval-auc:0.700347	train-auc:0.969285
[77]	eval-auc:0.700123	train-auc:0.969349
[78]	eval-auc:0.700369	train-auc:0.970331
[79]	eval-auc:0.701726	train-auc:0.971565
[80]	eval-auc:0.701904	train-auc:0.972038
[81]	eval-auc:0.7031	train-auc:0.973231
[82]	eval-auc:0.702413	train-auc:0.973895
[83]	eval-auc:0.702762	train-auc:0.974641
[84]	eval-auc:0.702748	train-auc:0.975559
[85]	eval-auc:0.702692	train-auc:0.976048
[86]	eval-auc:0.701234	train-auc:0.976735
[87]	eval-auc:0.700088	train-auc:0.977331
[88]	eval-auc:0.698775	train-auc:0.978301
[89]	eval-auc:0.698303	train-auc:0.978535
[90]	eval-auc:0.698067	train-auc:0.978365
[91]	eval-auc:0.697989	train-auc:0.978463
[92]	eval-auc:0.698044	train-auc:0.979232
[93]	eval-auc:0.698684	train-auc:0.979902
[94]	eval-auc:0.699004	train-auc:0.980316
[95]	eval-auc:0.700002	train-auc:0.980971
[96]	eval-auc:0.700187	train-auc:0.981771
[97]	eval-auc:0.699981	train-auc:0.982156
[98]	eval-auc:0.699747	train-auc:0.982603
[99]	eval-auc:0.699974	train-auc:0.982685
[100]	eval-auc:0.699042	train-auc:0.982899
[101]	eval-auc:0.697829	train-auc:0.983279
[102]	eval-auc:0.697549	train-auc:0.983614
[103]	eval-auc:0.697845	train-auc:0.984118
[104]	eval-auc:0.698361	train-auc:0.984156
[105]	eval-auc:0.700094	train-auc:0.985021
[106]	eval-auc:0.699026	train-auc:0.985326
[107]	eval-auc:0.699195	train-auc:0.985568
[108]	eval-auc:0.699147	train-auc:0.985726
[109]	eval-auc:0.699537	train-auc:0.985943
[110]	eval-auc:0.69929	train-auc:0.986108
[111]	eval-auc:0.700024	train-auc:0.986679
[112]	eval-auc:0.6999	train-auc:0.986769
[113]	eval-auc:0.700878	train-auc:0.987148
[114]	eval-auc:0.701486	train-auc:0.987506
[115]	eval-auc:0.700591	train-auc:0.987854
[116]	eval-auc:0.700205	train-auc:0.988371
[117]	eval-auc:0.699843	train-auc:0.98845
[118]	eval-auc:0.700025	train-auc:0.988603
[119]	eval-auc:0.701275	train-auc:0.988852
[120]	eval-auc:0.700992	train-auc:0.988875
[121]	eval-auc:0.701213	train-auc:0.989057
[122]	eval-auc:0.701099	train-auc:0.98911
[123]	eval-auc:0.700395	train-auc:0.989263
[124]	eval-auc:0.700872	train-auc:0.98954
[125]	eval-auc:0.701804	train-auc:0.989793
[126]	eval-auc:0.701007	train-auc:0.990083
[127]	eval-auc:0.700622	train-auc:0.99025
[128]	eval-auc:0.701208	train-auc:0.99042
[129]	eval-auc:0.700809	train-auc:0.990584
[130]	eval-auc:0.701168	train-auc:0.990693
[131]	eval-auc:0.700755	train-auc:0.990784
[132]	eval-auc:0.701272	train-auc:0.990931
[133]	eval-auc:0.700022	train-auc:0.991308
	Score 0.7000222319677423


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 305.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.682073	train-auc:0.751262
[1]	eval-auc:0.679163	train-auc:0.773888
[2]	eval-auc:0.685017	train-auc:0.787384
[3]	eval-auc:0.679739	train-auc:0.808101
[4]	eval-auc:0.67914	train-auc:0.824337
[5]	eval-auc:0.68619	train-auc:0.833707
[6]	eval-auc:0.687823	train-auc:0.842887
[7]	eval-auc:0.689025	train-auc:0.846537
[8]	eval-auc:0.686817	train-auc:0.852601
[9]	eval-auc:0.683217	train-auc:0.859604
[10]	eval-auc:0.686168	train-auc:0.869445
[11]	eval-auc:0.688028	train-auc:0.870151
[12]	eval-auc:0.688535	train-auc:0.871136
[13]	eval-auc:0.686956	train-auc:0.878541
[14]	eval-auc:0.686824	train-auc:0.884894
[15]	eval-auc:0.685442	train-auc:0.887861
[16]	eval-auc:0.68492	train-auc:0.889303
[17]	eval-auc:0.687776	train-auc:0.891333
[18]	eval-auc:0.687846	train-auc:0.893519
[19]	eval-auc:0.688363	train-auc:0.896496
[20]	eval-auc:0.690341	train-auc:0.900501
[21]	eval-auc:0.69295	train-auc:0.90637
[22]	eval-auc:0.696091	train-auc:0.912912
[23]	eval-auc:0.697625	train-auc:0.918078
[24]	eval-auc:0.696314	train-auc:0.920536
[25]	eval-auc:0.696776	train-auc:0.924617
[26]	eval-auc:0.698828	train-auc:0.926619
[27]	eval-auc:0.699498	train-auc:0.929415
[28]	eval-auc:0.698871	train-auc:0.932146
[29]	eval-auc:0.698708	train-auc:0.933388
[30]	eval-auc:0.700277	train-auc:0.936648
[31]	eval-auc:0.700331	train-auc:0.937603
[32]	eval-auc:0.698361	train-auc:0.940702
[33]	eval-auc:0.696706	train-auc:0.943545
[34]	eval-auc:0.698967	train-auc:0.944984
[35]	eval-auc:0.699672	train-auc:0.946128
[36]	eval-auc:0.700194	train-auc:0.94939
[37]	eval-auc:0.700548	train-auc:0.951245
[38]	eval-auc:0.700394	train-auc:0.953959
[39]	eval-auc:0.699751	train-auc:0.957208
[40]	eval-auc:0.698358	train-auc:0.95905
[41]	eval-auc:0.69631	train-auc:0.960365
[42]	eval-auc:0.695748	train-auc:0.961251
[43]	eval-auc:0.695417	train-auc:0.961987
[44]	eval-auc:0.695331	train-auc:0.962409
[45]	eval-auc:0.695365	train-auc:0.964074
[46]	eval-auc:0.695787	train-auc:0.965144
[47]	eval-auc:0.695536	train-auc:0.965906
[48]	eval-auc:0.694822	train-auc:0.967137
[49]	eval-auc:0.694391	train-auc:0.967854
[50]	eval-auc:0.693442	train-auc:0.968649
[51]	eval-auc:0.693683	train-auc:0.971155
[52]	eval-auc:0.694338	train-auc:0.97161
[53]	eval-auc:0.694519	train-auc:0.972108
[54]	eval-auc:0.695089	train-auc:0.973359
[55]	eval-auc:0.695382	train-auc:0.974391
[56]	eval-auc:0.695298	train-auc:0.975697
[57]	eval-auc:0.69476	train-auc:0.976237
[58]	eval-auc:0.69426	train-auc:0.977124
[59]	eval-auc:0.694719	train-auc:0.978028
[60]	eval-auc:0.694236	train-auc:0.978298
[61]	eval-auc:0.693388	train-auc:0.978748
[62]	eval-auc:0.693344	train-auc:0.979236
[63]	eval-auc:0.693911	train-auc:0.979907
[64]	eval-auc:0.69338	train-auc:0.980642
[65]	eval-auc:0.694304	train-auc:0.980969
[66]	eval-auc:0.694035	train-auc:0.981427
[67]	eval-auc:0.694175	train-auc:0.982487
[68]	eval-auc:0.695946	train-auc:0.983112
[69]	eval-auc:0.696733	train-auc:0.983181
[70]	eval-auc:0.69682	train-auc:0.983702
[71]	eval-auc:0.696942	train-auc:0.984363
[72]	eval-auc:0.696282	train-auc:0.98464
[73]	eval-auc:0.696736	train-auc:0.985351
[74]	eval-auc:0.698005	train-auc:0.986117
[75]	eval-auc:0.697769	train-auc:0.986343
[76]	eval-auc:0.696733	train-auc:0.986523
[77]	eval-auc:0.695513	train-auc:0.987025
[78]	eval-auc:0.694065	train-auc:0.987235
[79]	eval-auc:0.695599	train-auc:0.987787
[80]	eval-auc:0.694731	train-auc:0.988699
[81]	eval-auc:0.695117	train-auc:0.989056
[82]	eval-auc:0.694979	train-auc:0.989074
[83]	eval-auc:0.695235	train-auc:0.989151
[84]	eval-auc:0.695162	train-auc:0.989429
[85]	eval-auc:0.695047	train-auc:0.989766
[86]	eval-auc:0.694458	train-auc:0.989871
[87]	eval-auc:0.695175	train-auc:0.989922
[88]	eval-auc:0.695206	train-auc:0.990364
[89]	eval-auc:0.695153	train-auc:0.990741
[90]	eval-auc:0.695582	train-auc:0.990993
[91]	eval-auc:0.69574	train-auc:0.991815
[92]	eval-auc:0.695108	train-auc:0.9922
[93]	eval-auc:0.695067	train-auc:0.992466
[94]	eval-auc:0.694697	train-auc:0.992721
[95]	eval-auc:0.694786	train-auc:0.99281
[96]	eval-auc:0.694629	train-auc:0.992857
[97]	eval-auc:0.694315	train-auc:0.993057
[98]	eval-auc:0.693989	train-auc:0.993217
[99]	eval-auc:0.693732	train-auc:0.993409
[100]	eval-auc:0.693916	train-auc:0.993622
[101]	eval-auc:0.693867	train-auc:0.993742
[102]	eval-auc:0.693339	train-auc:0.993903
[103]	eval-auc:0.692865	train-auc:0.993994
[104]	eval-auc:0.693033	train-auc:0.994211
[105]	eval-auc:0.693692	train-auc:0.994468
[106]	eval-auc:0.692392	train-auc:0.994598
[107]	eval-auc:0.692611	train-auc:0.995067
[108]	eval-auc:0.692313	train-auc:0.995276
[109]	eval-auc:0.692817	train-auc:0.995431
[110]	eval-auc:0.692655	train-auc:0.995453
[111]	eval-auc:0.692815	train-auc:0.99543
[112]	eval-auc:0.693094	train-auc:0.99554
[113]	eval-auc:0.692984	train-auc:0.995637
[114]	eval-auc:0.692843	train-auc:0.995866
[115]	eval-auc:0.692543	train-auc:0.995982
[116]	eval-auc:0.692185	train-auc:0.996096
[117]	eval-auc:0.691813	train-auc:0.996101
[118]	eval-auc:0.692451	train-auc:0.996228
[119]	eval-auc:0.692987	train-auc:0.9963
[120]	eval-auc:0.692661	train-auc:0.996354
[121]	eval-auc:0.692945	train-auc:0.996426
[122]	eval-auc:0.692174	train-auc:0.996517
[123]	eval-auc:0.691731	train-auc:0.996669
[124]	eval-auc:0.692489	train-auc:0.99684
[125]	eval-auc:0.692523	train-auc:0.996886
[126]	eval-auc:0.690919	train-auc:0.997054
[127]	eval-auc:0.690898	train-auc:0.997084
[128]	eval-auc:0.691076	train-auc:0.997161
[129]	eval-auc:0.691187	train-auc:0.997186
[130]	eval-auc:0.692401	train-auc:0.997324
[131]	eval-auc:0.692063	train-auc:0.997329
[132]	eval-auc:0.691352	train-auc:0.997623
[133]	eval-auc:0.690292	train-auc:0.997712
[134]	eval-auc:0.690297	train-auc:0.997788
[135]	eval-auc:0.690379	train-auc:0.997847
[136]	eval-auc:0.690386	train-auc:0.998037
[137]	eval-auc:0.690671	train-auc:0.998215
[138]	eval-auc:0.689852	train-auc:0.9983
[139]	eval-auc:0.690275	train-auc:0.99845
[140]	eval-auc:0.690743	train-auc:0.998583
[141]	eval-auc:0.690578	train-auc:0.998572
[142]	eval-auc:0.69075	train-auc:0.998571
[143]	eval-auc:0.690784	train-auc:0.998634
[144]	eval-auc:0.690948	train-auc:0.998641
[145]	eval-auc:0.690887	train-auc:0.998648
[146]	eval-auc:0.689325	train-auc:0.998696
[147]	eval-auc:0.690263	train-auc:0.998707
[148]	eval-auc:0.689694	train-auc:0.998856
[149]	eval-auc:0.690362	train-auc:0.998864
[150]	eval-auc:0.690453	train-auc:0.998921
[151]	eval-auc:0.690677	train-auc:0.998968
[152]	eval-auc:0.690933	train-auc:0.998978
[153]	eval-auc:0.691443	train-auc:0.999021
[154]	eval-auc:0.691579	train-auc:0.999168
[155]	eval-auc:0.692308	train-auc:0.999206
[156]	eval-auc:0.692151	train-auc:0.999207
[157]	eval-auc:0.691512	train-auc:0.999228
[158]	eval-auc:0.691157	train-auc:0.999236
[159]	eval-auc:0.691164	train-auc:0.999262
[160]	eval-auc:0.690849	train-auc:0.999248
[161]	eval-auc:0.690365	train-auc:0.999311
[162]	eval-auc:0.68959	train-auc:0.999305
[163]	eval-auc:0.689824	train-auc:0.999354
[164]	eval-auc:0.688789	train-auc:0.999402
[165]	eval-auc:0.689234	train-auc:0.999405
[166]	eval-auc:0.689285	train-auc:0.999437
[167]	eval-auc:0.690143	train-auc:0.999434
[168]	eval-auc:0.6901	train-auc:0.999457
[169]	eval-auc:0.689891	train-auc:0.999484
[170]	eval-auc:0.690156	train-auc:0.999494
[171]	eval-auc:0.690263	train-auc:0.999478
[172]	eval-auc:0.690441	train-auc:0.999483
[173]	eval-auc:0.69012	train-auc:0.999497
[174]	eval-auc:0.689942	train-auc:0.999529
[175]	eval-auc:0.689162	train-auc:0.999545
[176]	eval-auc:0.688931	train-auc:0.999565
[177]	eval-auc:0.689202	train-auc:0.999584
[178]	eval-auc:0.689011	train-auc:0.999618
[179]	eval-auc:0.68795	train-auc:0.999633
[180]	eval-auc:0.68797	train-auc:0.999638
[181]	eval-auc:0.688678	train-auc:0.999638
[182]	eval-auc:0.689375	train-auc:0.99966
[183]	eval-auc:0.689901	train-auc:0.99969
[184]	eval-auc:0.69089	train-auc:0.999691
[185]	eval-auc:0.691737	train-auc:0.999694
[186]	eval-auc:0.69153	train-auc:0.99971
[187]	eval-auc:0.691268	train-auc:0.999709
[188]	eval-auc:0.690995	train-auc:0.999709
[189]	eval-auc:0.690901	train-auc:0.999707
[190]	eval-auc:0.690767	train-auc:0.999698
[191]	eval-auc:0.693289	train-auc:0.999695
[192]	eval-auc:0.69262	train-auc:0.999708
[193]	eval-auc:0.692367	train-auc:0.999727
[194]	eval-auc:0.691646	train-auc:0.999733
[195]	eval-auc:0.691764	train-auc:0.999733
[196]	eval-auc:0.691933	train-auc:0.999742
[197]	eval-auc:0.692305	train-auc:0.999751
[198]	eval-auc:0.692147	train-auc:0.999769
[199]	eval-auc:0.691798	train-auc:0.999781
[200]	eval-auc:0.691889	train-auc:0.999779
[201]	eval-auc:0.691739	train-auc:0.9998
[202]	eval-auc:0.691509	train-auc:0.999802
[203]	eval-auc:0.691242	train-auc:0.999805
[204]	eval-auc:0.691528	train-auc:0.999807
[205]	eval-auc:0.691492	train-auc:0.999807
[206]	eval-auc:0.691189	train-auc:0.99981
[207]	eval-auc:0.69082	train-auc:0.999812
[208]	eval-auc:0.691195	train-auc:0.999813
[209]	eval-auc:0.691122	train-auc:0.999817
[210]	eval-auc:0.692016	train-auc:0.999822
[211]	eval-auc:0.692092	train-auc:0.999822
[212]	eval-auc:0.691962	train-auc:0.99982
[213]	eval-auc:0.691568	train-auc:0.999827
[214]	eval-auc:0.691483	train-auc:0.999823
[215]	eval-auc:0.691367	train-auc:0.999825
[216]	eval-auc:0.692238	train-auc:0.99983
[217]	eval-auc:0.692195	train-auc:0.99982
[218]	eval-auc:0.69254	train-auc:0.999823
[219]	eval-auc:0.692724	train-auc:0.999824
[220]	eval-auc:0.692981	train-auc:0.999832
[221]	eval-auc:0.693432	train-auc:0.999841
[222]	eval-auc:0.694126	train-auc:0.99984
[223]	eval-auc:0.694388	train-auc:0.999845
[224]	eval-auc:0.694233	train-auc:0.99984
[225]	eval-auc:0.694591	train-auc:0.999843
[226]	eval-auc:0.694677	train-auc:0.999868
[227]	eval-auc:0.695303	train-auc:0.99987
[228]	eval-auc:0.694945	train-auc:0.999876
[229]	eval-auc:0.695239	train-auc:0.999876
[230]	eval-auc:0.695264	train-auc:0.99988
[231]	eval-auc:0.695835	train-auc:0.99987
[232]	eval-auc:0.695717	train-auc:0.999871
[233]	eval-auc:0.695035	train-auc:0.999871
[234]	eval-auc:0.694818	train-auc:0.999866
[235]	eval-auc:0.694696	train-auc:0.999867
[236]	eval-auc:0.694693	train-auc:0.999869
[237]	eval-auc:0.694352	train-auc:0.999867
[238]	eval-auc:0.694084	train-auc:0.999864
[239]	eval-auc:0.694237	train-auc:0.999897
[240]	eval-auc:0.694272	train-auc:0.999899
[241]	eval-auc:0.694326	train-auc:0.999902
[242]	eval-auc:0.694802	train-auc:0.999903
[243]	eval-auc:0.694844	train-auc:0.999904
[244]	eval-auc:0.695032	train-auc:0.99991
[245]	eval-auc:0.694639	train-auc:0.999931
[246]	eval-auc:0.694696	train-auc:0.99993
[247]	eval-auc:0.69458	train-auc:0.999934
[248]	eval-auc:0.694449	train-auc:0.999936
[249]	eval-auc:0.695017	train-auc:0.999933
[250]	eval-auc:0.694218	train-auc:0.999964
[251]	eval-auc:0.693872	train-auc:0.999964
[252]	eval-auc:0.692987	train-auc:0.999966
[253]	eval-auc:0.693107	train-auc:0.999977
[254]	eval-auc:0.693034	train-auc:0.999978
[255]	eval-auc:0.693092	train-auc:0.999979
[256]	eval-auc:0.6929	train-auc:0.999981
[257]	eval-auc:0.693155	train-auc:0.999982
[258]	eval-auc:0.692964	train-auc:0.999982
[259]	eval-auc:0.693618	train-auc:0.999982
[260]	eval-auc:0.693012	train-auc:0.999976
[261]	eval-auc:0.692774	train-auc:0.999975
[262]	eval-auc:0.692993	train-auc:0.999975
[263]	eval-auc:0.693217	train-auc:0.999975
[264]	eval-auc:0.693447	train-auc:0.999976
[265]	eval-auc:0.692969	train-auc:0.999979
[266]	eval-auc:0.692588	train-auc:0.999979
[267]	eval-auc:0.692307	train-auc:0.999978
[268]	eval-auc:0.692125	train-auc:0.999978
[269]	eval-auc:0.692197	train-auc:0.999976
[270]	eval-auc:0.691975	train-auc:0.999976
[271]	eval-auc:0.691984	train-auc:0.999976
[272]	eval-auc:0.692185	train-auc:0.999977
[273]	eval-auc:0.691725	train-auc:0.999978
[274]	eval-auc:0.691697	train-auc:0.999979
[275]	eval-auc:0.691244	train-auc:0.999977
[276]	eval-auc:0.691274	train-auc:0.999978
[277]	eval-auc:0.690514	train-auc:0.999979
[278]	eval-auc:0.690651	train-auc:0.999978
[279]	eval-auc:0.690793	train-auc:0.999978
[280]	eval-auc:0.691075	train-auc:0.999979
[281]	eval-auc:0.691535	train-auc:0.999979
[282]	eval-auc:0.691137	train-auc:0.999989
[283]	eval-auc:0.690915	train-auc:0.999989
[284]	eval-auc:0.690883	train-auc:0.999989
[285]	eval-auc:0.691335	train-auc:0.999991
[286]	eval-auc:0.691804	train-auc:0.99999
[287]	eval-auc:0.69181	train-auc:0.999991
[288]	eval-auc:0.692351	train-auc:0.99999
[289]	eval-auc:0.692459	train-auc:0.999991
[290]	eval-auc:0.69246	train-auc:0.999997
[291]	eval-auc:0.692888	train-auc:0.999998
[292]	eval-auc:0.692399	train-auc:0.999997
[293]	eval-auc:0.692307	train-auc:0.999996
[294]	eval-auc:0.692789	train-auc:0.999996
[295]	eval-auc:0.692715	train-auc:0.999997
[296]	eval-auc:0.692666	train-auc:0.999997
[297]	eval-auc:0.692459	train-auc:0.999996
[298]	eval-auc:0.69227	train-auc:0.999996
[299]	eval-auc:0.692089	train-auc:0.999997
[300]	eval-auc:0.692381	train-auc:0.999997
[301]	eval-auc:0.692818	train-auc:0.999997
[302]	eval-auc:0.692709	train-auc:0.999998
[303]	eval-auc:0.692832	train-auc:0.999998
[304]	eval-auc:0.693117	train-auc:0.999998
	Score 0.6931173786987294


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 101.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.704918	train-auc:0.742167
[1]	eval-auc:0.681953	train-auc:0.767592
[2]	eval-auc:0.692476	train-auc:0.775354
[3]	eval-auc:0.696062	train-auc:0.793286
[4]	eval-auc:0.700761	train-auc:0.796037
[5]	eval-auc:0.697565	train-auc:0.806884
[6]	eval-auc:0.703306	train-auc:0.80893
[7]	eval-auc:0.703017	train-auc:0.810178
[8]	eval-auc:0.70839	train-auc:0.817643
[9]	eval-auc:0.711705	train-auc:0.823322
[10]	eval-auc:0.707959	train-auc:0.829102
[11]	eval-auc:0.704681	train-auc:0.833345
[12]	eval-auc:0.701065	train-auc:0.829803
[13]	eval-auc:0.70295	train-auc:0.831224
[14]	eval-auc:0.702664	train-auc:0.827066
[15]	eval-auc:0.698337	train-auc:0.828541
[16]	eval-auc:0.699546	train-auc:0.832768
[17]	eval-auc:0.70001	train-auc:0.83967
[18]	eval-auc:0.699338	train-auc:0.839742
[19]	eval-auc:0.699386	train-auc:0.839928
[20]	eval-auc:0.702249	train-auc:0.840734
[21]	eval-auc:0.702711	train-auc:0.845654
[22]	eval-auc:0.702171	train-auc:0.846874
[23]	eval-auc:0.702213	train-auc:0.847339
[24]	eval-auc:0.700916	train-auc:0.852022
[25]	eval-auc:0.700151	train-auc:0.853043
[26]	eval-auc:0.700366	train-auc:0.854096
[27]	eval-auc:0.700277	train-auc:0.857462
[28]	eval-auc:0.699299	train-auc:0.854869
[29]	eval-auc:0.699056	train-auc:0.854769
[30]	eval-auc:0.699691	train-auc:0.857115
[31]	eval-auc:0.69823	train-auc:0.859304
[32]	eval-auc:0.699808	train-auc:0.861199
[33]	eval-auc:0.699222	train-auc:0.861955
[34]	eval-auc:0.69801	train-auc:0.863874
[35]	eval-auc:0.698241	train-auc:0.865343
[36]	eval-auc:0.698572	train-auc:0.86601
[37]	eval-auc:0.698556	train-auc:0.865961
[38]	eval-auc:0.699842	train-auc:0.866464
[39]	eval-auc:0.69939	train-auc:0.866041
[40]	eval-auc:0.699245	train-auc:0.865349
[41]	eval-auc:0.700038	train-auc:0.865632
[42]	eval-auc:0.698954	train-auc:0.865902
[43]	eval-auc:0.69954	train-auc:0.867056
[44]	eval-auc:0.698792	train-auc:0.868799
[45]	eval-auc:0.699318	train-auc:0.868762
[46]	eval-auc:0.699385	train-auc:0.870621
[47]	eval-auc:0.699236	train-auc:0.8706
[48]	eval-auc:0.698832	train-auc:0.871594
[49]	eval-auc:0.698669	train-auc:0.873106
[50]	eval-auc:0.698568	train-auc:0.873469
[51]	eval-auc:0.697612	train-auc:0.874556
[52]	eval-auc:0.698224	train-auc:0.874999
[53]	eval-auc:0.697746	train-auc:0.875714
[54]	eval-auc:0.697167	train-auc:0.878111
[55]	eval-auc:0.697283	train-auc:0.879907
[56]	eval-auc:0.696617	train-auc:0.880439
[57]	eval-auc:0.696494	train-auc:0.880773
[58]	eval-auc:0.695667	train-auc:0.88209
[59]	eval-auc:0.694399	train-auc:0.883654
[60]	eval-auc:0.694752	train-auc:0.884001
[61]	eval-auc:0.694846	train-auc:0.884584
[62]	eval-auc:0.694132	train-auc:0.885765
[63]	eval-auc:0.694387	train-auc:0.886919
[64]	eval-auc:0.694747	train-auc:0.888412
[65]	eval-auc:0.694655	train-auc:0.888964
[66]	eval-auc:0.693808	train-auc:0.890519
[67]	eval-auc:0.693931	train-auc:0.890774
[68]	eval-auc:0.69287	train-auc:0.8925
[69]	eval-auc:0.692941	train-auc:0.892645
[70]	eval-auc:0.693024	train-auc:0.893893
[71]	eval-auc:0.691885	train-auc:0.894724
[72]	eval-auc:0.691605	train-auc:0.895617
[73]	eval-auc:0.691268	train-auc:0.896356
[74]	eval-auc:0.690886	train-auc:0.89671
[75]	eval-auc:0.691037	train-auc:0.897546
[76]	eval-auc:0.690947	train-auc:0.89785
[77]	eval-auc:0.690554	train-auc:0.898295
[78]	eval-auc:0.690274	train-auc:0.899942
[79]	eval-auc:0.69101	train-auc:0.900375
[80]	eval-auc:0.690233	train-auc:0.901297
[81]	eval-auc:0.690166	train-auc:0.902167
[82]	eval-auc:0.689917	train-auc:0.902378
[83]	eval-auc:0.690198	train-auc:0.902374
[84]	eval-auc:0.690431	train-auc:0.903092
[85]	eval-auc:0.690138	train-auc:0.903135
[86]	eval-auc:0.690144	train-auc:0.903654
[87]	eval-auc:0.689998	train-auc:0.903879
[88]	eval-auc:0.690563	train-auc:0.904417
[89]	eval-auc:0.690664	train-auc:0.905005
[90]	eval-auc:0.689893	train-auc:0.905478
[91]	eval-auc:0.689869	train-auc:0.905941
[92]	eval-auc:0.689949	train-auc:0.906673
[93]	eval-auc:0.689365	train-auc:0.907525
[94]	eval-auc:0.689887	train-auc:0.908585
[95]	eval-auc:0.690303	train-auc:0.90906
[96]	eval-auc:0.690607	train-auc:0.909508
[97]	eval-auc:0.690705	train-auc:0.9101
[98]	eval-auc:0.690122	train-auc:0.910864
[99]	eval-auc:0.69012	train-auc:0.911524
[100]	eval-auc:0.690371	train-auc:0.91253
	Score 0.6903711215875452


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 266.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.700913	train-auc:0.889586
[1]	eval-auc:0.710745	train-auc:0.931848
[2]	eval-auc:0.704027	train-auc:0.957711
[3]	eval-auc:0.707463	train-auc:0.972427
[4]	eval-auc:0.710455	train-auc:0.980225
[5]	eval-auc:0.71126	train-auc:0.984148
[6]	eval-auc:0.708384	train-auc:0.989003
[7]	eval-auc:0.708632	train-auc:0.991279
[8]	eval-auc:0.709394	train-auc:0.992271
[9]	eval-auc:0.706811	train-auc:0.993822
[10]	eval-auc:0.703451	train-auc:0.995194
[11]	eval-auc:0.701292	train-auc:0.996208
[12]	eval-auc:0.703598	train-auc:0.997333
[13]	eval-auc:0.705553	train-auc:0.997919
[14]	eval-auc:0.705859	train-auc:0.998705
[15]	eval-auc:0.705308	train-auc:0.999032
[16]	eval-auc:0.706564	train-auc:0.999307
[17]	eval-auc:0.707325	train-auc:0.999422
[18]	eval-auc:0.706492	train-auc:0.999448
[19]	eval-auc:0.706428	train-auc:0.999615
[20]	eval-auc:0.706208	train-auc:0.999743
[21]	eval-auc:0.706096	train-auc:0.999856
[22]	eval-auc:0.706893	train-auc:0.999895
[23]	eval-auc:0.706011	train-auc:0.999924
[24]	eval-auc:0.70535	train-auc:0.999945
[25]	eval-auc:0.703828	train-auc:0.99994
[26]	eval-auc:0.703348	train-auc:0.999956
[27]	eval-auc:0.703319	train-auc:0.999956
[28]	eval-auc:0.703805	train-auc:0.99996
[29]	eval-auc:0.70313	train-auc:0.999969
[30]	eval-auc:0.702019	train-auc:0.999969
[31]	eval-auc:0.702157	train-auc:0.999976
[32]	eval-auc:0.702022	train-auc:0.999975
[33]	eval-auc:0.700677	train-auc:0.999977
[34]	eval-auc:0.701863	train-auc:0.999985
[35]	eval-auc:0.70206	train-auc:0.999986
[36]	eval-auc:0.702404	train-auc:0.999984
[37]	eval-auc:0.702503	train-auc:0.999988
[38]	eval-auc:0.701339	train-auc:0.999989
[39]	eval-auc:0.700835	train-auc:0.999991
[40]	eval-auc:0.699214	train-auc:0.999994
[41]	eval-auc:0.699524	train-auc:0.999994
[42]	eval-auc:0.69881	train-auc:0.999994
[43]	eval-auc:0.700027	train-auc:0.999995
[44]	eval-auc:0.700767	train-auc:0.999995
[45]	eval-auc:0.701709	train-auc:0.999994
[46]	eval-auc:0.701511	train-auc:0.999996
[47]	eval-auc:0.702504	train-auc:0.999997
[48]	eval-auc:0.70343	train-auc:0.999997
[49]	eval-auc:0.702548	train-auc:0.999997
[50]	eval-auc:0.702442	train-auc:0.999997
[51]	eval-auc:0.702579	train-auc:0.999997
[52]	eval-auc:0.702498	train-auc:0.999998
[53]	eval-auc:0.702326	train-auc:0.999998
[54]	eval-auc:0.703509	train-auc:0.999998
[55]	eval-auc:0.703235	train-auc:0.999998
[56]	eval-auc:0.703715	train-auc:0.999999
[57]	eval-auc:0.703421	train-auc:0.999999
[58]	eval-auc:0.704286	train-auc:1
[59]	eval-auc:0.703939	train-auc:1
[60]	eval-auc:0.704324	train-auc:1
[61]	eval-auc:0.704775	train-auc:0.999999
[62]	eval-auc:0.704484	train-auc:1
[63]	eval-auc:0.704866	train-auc:1
[64]	eval-auc:0.70423	train-auc:1
[65]	eval-auc:0.704036	train-auc:1
[66]	eval-auc:0.704222	train-auc:1
[67]	eval-auc:0.704507	train-auc:1
[68]	eval-auc:0.704338	train-auc:1
[69]	eval-auc:0.704496	train-auc:1
[70]	eval-auc:0.70475	train-auc:1
[71]	eval-auc:0.704108	train-auc:1
[72]	eval-auc:0.703523	train-auc:1
[73]	eval-auc:0.703768	train-auc:1
[74]	eval-auc:0.704195	train-auc:1
[75]	eval-auc:0.704094	train-auc:1
[76]	eval-auc:0.703467	train-auc:1
[77]	eval-auc:0.703556	train-auc:1
[78]	eval-auc:0.703354	train-auc:1
[79]	eval-auc:0.7031	train-auc:1
[80]	eval-auc:0.703321	train-auc:1
[81]	eval-auc:0.703923	train-auc:1
[82]	eval-auc:0.704749	train-auc:1
[83]	eval-auc:0.704583	train-auc:1
[84]	eval-auc:0.704409	train-auc:1
[85]	eval-auc:0.704242	train-auc:1
[86]	eval-auc:0.703404	train-auc:1
[87]	eval-auc:0.703911	train-auc:1
[88]	eval-auc:0.703951	train-auc:1
[89]	eval-auc:0.704455	train-auc:1
[90]	eval-auc:0.704344	train-auc:1
[91]	eval-auc:0.704348	train-auc:1
[92]	eval-auc:0.704424	train-auc:1
[93]	eval-auc:0.704819	train-auc:1
[94]	eval-auc:0.704802	train-auc:1
[95]	eval-auc:0.70555	train-auc:1
[96]	eval-auc:0.705143	train-auc:1
[97]	eval-auc:0.705675	train-auc:1
[98]	eval-auc:0.705778	train-auc:1
[99]	eval-auc:0.705783	train-auc:1
[100]	eval-auc:0.705186	train-auc:1
[101]	eval-auc:0.704478	train-auc:1
[102]	eval-auc:0.703892	train-auc:1
[103]	eval-auc:0.703864	train-auc:1
[104]	eval-auc:0.703619	train-auc:1
[105]	eval-auc:0.704054	train-auc:1
[106]	eval-auc:0.703856	train-auc:1
[107]	eval-auc:0.703888	train-auc:1
[108]	eval-auc:0.703738	train-auc:1
[109]	eval-auc:0.703316	train-auc:1
[110]	eval-auc:0.703175	train-auc:1
[111]	eval-auc:0.703034	train-auc:1
[112]	eval-auc:0.702987	train-auc:1
[113]	eval-auc:0.703191	train-auc:1
[114]	eval-auc:0.702969	train-auc:1
[115]	eval-auc:0.70239	train-auc:1
[116]	eval-auc:0.701821	train-auc:1
[117]	eval-auc:0.701518	train-auc:1
[118]	eval-auc:0.701396	train-auc:1
[119]	eval-auc:0.701814	train-auc:1
[120]	eval-auc:0.702329	train-auc:1
[121]	eval-auc:0.702792	train-auc:1
[122]	eval-auc:0.702999	train-auc:1
[123]	eval-auc:0.703369	train-auc:1
[124]	eval-auc:0.703378	train-auc:1
[125]	eval-auc:0.703002	train-auc:1
[126]	eval-auc:0.703158	train-auc:1
[127]	eval-auc:0.702897	train-auc:1
[128]	eval-auc:0.703066	train-auc:1
[129]	eval-auc:0.703002	train-auc:1
[130]	eval-auc:0.702178	train-auc:1
[131]	eval-auc:0.702667	train-auc:1
[132]	eval-auc:0.702635	train-auc:1
[133]	eval-auc:0.702425	train-auc:1
[134]	eval-auc:0.702533	train-auc:1
[135]	eval-auc:0.702448	train-auc:1
[136]	eval-auc:0.702261	train-auc:1
[137]	eval-auc:0.702322	train-auc:1
[138]	eval-auc:0.702195	train-auc:1
[139]	eval-auc:0.702009	train-auc:1
[140]	eval-auc:0.701606	train-auc:1
[141]	eval-auc:0.701674	train-auc:1
[142]	eval-auc:0.701339	train-auc:1
[143]	eval-auc:0.701397	train-auc:1
[144]	eval-auc:0.701627	train-auc:1
[145]	eval-auc:0.701307	train-auc:1
[146]	eval-auc:0.701719	train-auc:1
[147]	eval-auc:0.701431	train-auc:1
[148]	eval-auc:0.701971	train-auc:1
[149]	eval-auc:0.702017	train-auc:1
[150]	eval-auc:0.701895	train-auc:1
[151]	eval-auc:0.701897	train-auc:1
[152]	eval-auc:0.701732	train-auc:1
[153]	eval-auc:0.701492	train-auc:1
[154]	eval-auc:0.701496	train-auc:1
[155]	eval-auc:0.701525	train-auc:1
[156]	eval-auc:0.701437	train-auc:1
[157]	eval-auc:0.701464	train-auc:1
[158]	eval-auc:0.701393	train-auc:1
[159]	eval-auc:0.70109	train-auc:1
[160]	eval-auc:0.700761	train-auc:1
[161]	eval-auc:0.701218	train-auc:1
[162]	eval-auc:0.700921	train-auc:1
[163]	eval-auc:0.70095	train-auc:1
[164]	eval-auc:0.701128	train-auc:1
[165]	eval-auc:0.701073	train-auc:1
[166]	eval-auc:0.70095	train-auc:1
[167]	eval-auc:0.700692	train-auc:1
[168]	eval-auc:0.700752	train-auc:1
[169]	eval-auc:0.700695	train-auc:1
[170]	eval-auc:0.700848	train-auc:1
[171]	eval-auc:0.70107	train-auc:1
[172]	eval-auc:0.700758	train-auc:1
[173]	eval-auc:0.700881	train-auc:1
[174]	eval-auc:0.701126	train-auc:1
[175]	eval-auc:0.701096	train-auc:1
[176]	eval-auc:0.701204	train-auc:1
[177]	eval-auc:0.701082	train-auc:1
[178]	eval-auc:0.701007	train-auc:1
[179]	eval-auc:0.700908	train-auc:1
[180]	eval-auc:0.700908	train-auc:1
[181]	eval-auc:0.701385	train-auc:1
[182]	eval-auc:0.701323	train-auc:1
[183]	eval-auc:0.701633	train-auc:1
[184]	eval-auc:0.701833	train-auc:1
[185]	eval-auc:0.701811	train-auc:1
[186]	eval-auc:0.702003	train-auc:1
[187]	eval-auc:0.702066	train-auc:1
[188]	eval-auc:0.70199	train-auc:1
[189]	eval-auc:0.702244	train-auc:1
[190]	eval-auc:0.702061	train-auc:1
[191]	eval-auc:0.701749	train-auc:1
[192]	eval-auc:0.701492	train-auc:1
[193]	eval-auc:0.701076	train-auc:1
[194]	eval-auc:0.701254	train-auc:1
[195]	eval-auc:0.701309	train-auc:1
[196]	eval-auc:0.701508	train-auc:1
[197]	eval-auc:0.702026	train-auc:1
[198]	eval-auc:0.701892	train-auc:1
[199]	eval-auc:0.701821	train-auc:1
[200]	eval-auc:0.70195	train-auc:1
[201]	eval-auc:0.70213	train-auc:1
[202]	eval-auc:0.70243	train-auc:1
[203]	eval-auc:0.702909	train-auc:1
[204]	eval-auc:0.70313	train-auc:1
[205]	eval-auc:0.702801	train-auc:1
[206]	eval-auc:0.702701	train-auc:1
[207]	eval-auc:0.703028	train-auc:1
[208]	eval-auc:0.703028	train-auc:1
[209]	eval-auc:0.703014	train-auc:1
[210]	eval-auc:0.702746	train-auc:1
[211]	eval-auc:0.702762	train-auc:1
[212]	eval-auc:0.702979	train-auc:1
[213]	eval-auc:0.70303	train-auc:1
[214]	eval-auc:0.702855	train-auc:1
[215]	eval-auc:0.702931	train-auc:1
[216]	eval-auc:0.702973	train-auc:1
[217]	eval-auc:0.702947	train-auc:1
[218]	eval-auc:0.70295	train-auc:1
[219]	eval-auc:0.702786	train-auc:1
[220]	eval-auc:0.70294	train-auc:1
[221]	eval-auc:0.70253	train-auc:1
[222]	eval-auc:0.702439	train-auc:1
[223]	eval-auc:0.702649	train-auc:1
[224]	eval-auc:0.702856	train-auc:1
[225]	eval-auc:0.703287	train-auc:1
[226]	eval-auc:0.703176	train-auc:1
[227]	eval-auc:0.703179	train-auc:1
[228]	eval-auc:0.703118	train-auc:1
[229]	eval-auc:0.703022	train-auc:1
[230]	eval-auc:0.702922	train-auc:1
[231]	eval-auc:0.702926	train-auc:1
[232]	eval-auc:0.702984	train-auc:1
[233]	eval-auc:0.703161	train-auc:1
[234]	eval-auc:0.703112	train-auc:1
[235]	eval-auc:0.703112	train-auc:1
[236]	eval-auc:0.70294	train-auc:1
[237]	eval-auc:0.70294	train-auc:1
[238]	eval-auc:0.702612	train-auc:1
[239]	eval-auc:0.702848	train-auc:1
[240]	eval-auc:0.702794	train-auc:1
[241]	eval-auc:0.702632	train-auc:1
[242]	eval-auc:0.702402	train-auc:1
[243]	eval-auc:0.702111	train-auc:1
[244]	eval-auc:0.701959	train-auc:1
[245]	eval-auc:0.701799	train-auc:1
[246]	eval-auc:0.702012	train-auc:1
[247]	eval-auc:0.702012	train-auc:1
[248]	eval-auc:0.701971	train-auc:1
[249]	eval-auc:0.701955	train-auc:1
[250]	eval-auc:0.702026	train-auc:1
[251]	eval-auc:0.702262	train-auc:1
[252]	eval-auc:0.702299	train-auc:1
[253]	eval-auc:0.702379	train-auc:1
[254]	eval-auc:0.702311	train-auc:1
[255]	eval-auc:0.702389	train-auc:1
[256]	eval-auc:0.702478	train-auc:1
[257]	eval-auc:0.702478	train-auc:1
[258]	eval-auc:0.702357	train-auc:1
[259]	eval-auc:0.702357	train-auc:1
[260]	eval-auc:0.702378	train-auc:1
[261]	eval-auc:0.702384	train-auc:1
[262]	eval-auc:0.702384	train-auc:1
[263]	eval-auc:0.702189	train-auc:1
[264]	eval-auc:0.702083	train-auc:1
[265]	eval-auc:0.702114	train-auc:1
	Score 0.7021144733155477


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 173.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.669357	train-auc:0.684642
[1]	eval-auc:0.666827	train-auc:0.693246
[2]	eval-auc:0.67557	train-auc:0.696052
[3]	eval-auc:0.671489	train-auc:0.704613
[4]	eval-auc:0.690398	train-auc:0.710807
[5]	eval-auc:0.692889	train-auc:0.709219
[6]	eval-auc:0.693945	train-auc:0.710104
[7]	eval-auc:0.688164	train-auc:0.714021
[8]	eval-auc:0.69559	train-auc:0.711006
[9]	eval-auc:0.697906	train-auc:0.712174
[10]	eval-auc:0.696736	train-auc:0.711385
[11]	eval-auc:0.698661	train-auc:0.711966
[12]	eval-auc:0.69792	train-auc:0.711482
[13]	eval-auc:0.699272	train-auc:0.713518
[14]	eval-auc:0.698913	train-auc:0.714093
[15]	eval-auc:0.699636	train-auc:0.714037
[16]	eval-auc:0.696135	train-auc:0.71479
[17]	eval-auc:0.699444	train-auc:0.715798
[18]	eval-auc:0.701511	train-auc:0.717937
[19]	eval-auc:0.69911	train-auc:0.716235
[20]	eval-auc:0.699319	train-auc:0.715613
[21]	eval-auc:0.699007	train-auc:0.715465
[22]	eval-auc:0.699823	train-auc:0.715822
[23]	eval-auc:0.699546	train-auc:0.716157
[24]	eval-auc:0.702295	train-auc:0.718301
[25]	eval-auc:0.700333	train-auc:0.717493
[26]	eval-auc:0.701626	train-auc:0.718935
[27]	eval-auc:0.699978	train-auc:0.71768
[28]	eval-auc:0.700936	train-auc:0.718466
[29]	eval-auc:0.700685	train-auc:0.719435
[30]	eval-auc:0.699643	train-auc:0.719673
[31]	eval-auc:0.699592	train-auc:0.718399
[32]	eval-auc:0.700254	train-auc:0.719152
[33]	eval-auc:0.699846	train-auc:0.718565
[34]	eval-auc:0.699776	train-auc:0.718377
[35]	eval-auc:0.701065	train-auc:0.719294
[36]	eval-auc:0.701406	train-auc:0.720113
[37]	eval-auc:0.701297	train-auc:0.720444
[38]	eval-auc:0.701479	train-auc:0.720949
[39]	eval-auc:0.702393	train-auc:0.721604
[40]	eval-auc:0.701798	train-auc:0.722163
[41]	eval-auc:0.702152	train-auc:0.722458
[42]	eval-auc:0.702743	train-auc:0.722954
[43]	eval-auc:0.702759	train-auc:0.724046
[44]	eval-auc:0.702459	train-auc:0.724271
[45]	eval-auc:0.703033	train-auc:0.72584
[46]	eval-auc:0.701851	train-auc:0.725168
[47]	eval-auc:0.702473	train-auc:0.725555
[48]	eval-auc:0.702039	train-auc:0.726092
[49]	eval-auc:0.701718	train-auc:0.72604
[50]	eval-auc:0.701428	train-auc:0.726979
[51]	eval-auc:0.701814	train-auc:0.726795
[52]	eval-auc:0.702175	train-auc:0.727556
[53]	eval-auc:0.701614	train-auc:0.727825
[54]	eval-auc:0.702354	train-auc:0.728237
[55]	eval-auc:0.703419	train-auc:0.729226
[56]	eval-auc:0.704026	train-auc:0.729904
[57]	eval-auc:0.704236	train-auc:0.730362
[58]	eval-auc:0.704603	train-auc:0.730408
[59]	eval-auc:0.705389	train-auc:0.731434
[60]	eval-auc:0.705755	train-auc:0.731904
[61]	eval-auc:0.705421	train-auc:0.732
[62]	eval-auc:0.705691	train-auc:0.732304
[63]	eval-auc:0.70633	train-auc:0.733184
[64]	eval-auc:0.705933	train-auc:0.734571
[65]	eval-auc:0.706275	train-auc:0.734772
[66]	eval-auc:0.706054	train-auc:0.734999
[67]	eval-auc:0.705803	train-auc:0.735001
[68]	eval-auc:0.706003	train-auc:0.735631
[69]	eval-auc:0.705484	train-auc:0.736375
[70]	eval-auc:0.705621	train-auc:0.736601
[71]	eval-auc:0.705577	train-auc:0.737238
[72]	eval-auc:0.705716	train-auc:0.737449
[73]	eval-auc:0.705828	train-auc:0.737741
[74]	eval-auc:0.705855	train-auc:0.737901
[75]	eval-auc:0.706289	train-auc:0.738228
[76]	eval-auc:0.70654	train-auc:0.738299
[77]	eval-auc:0.705115	train-auc:0.739
[78]	eval-auc:0.705386	train-auc:0.739085
[79]	eval-auc:0.704996	train-auc:0.739072
[80]	eval-auc:0.704652	train-auc:0.738918
[81]	eval-auc:0.704704	train-auc:0.739129
[82]	eval-auc:0.704948	train-auc:0.739557
[83]	eval-auc:0.704973	train-auc:0.7395
[84]	eval-auc:0.705695	train-auc:0.74063
[85]	eval-auc:0.70578	train-auc:0.740892
[86]	eval-auc:0.705896	train-auc:0.741342
[87]	eval-auc:0.705866	train-auc:0.741652
[88]	eval-auc:0.705249	train-auc:0.74243
[89]	eval-auc:0.705683	train-auc:0.742735
[90]	eval-auc:0.705879	train-auc:0.743019
[91]	eval-auc:0.705487	train-auc:0.74358
[92]	eval-auc:0.705468	train-auc:0.744005
[93]	eval-auc:0.705512	train-auc:0.743941
[94]	eval-auc:0.705961	train-auc:0.744818
[95]	eval-auc:0.706582	train-auc:0.744847
[96]	eval-auc:0.706651	train-auc:0.745285
[97]	eval-auc:0.706856	train-auc:0.745918
[98]	eval-auc:0.706955	train-auc:0.745988
[99]	eval-auc:0.707199	train-auc:0.74619
[100]	eval-auc:0.707106	train-auc:0.746456
[101]	eval-auc:0.707357	train-auc:0.746497
[102]	eval-auc:0.707076	train-auc:0.747131
[103]	eval-auc:0.707283	train-auc:0.747143
[104]	eval-auc:0.707339	train-auc:0.74738
[105]	eval-auc:0.706536	train-auc:0.747831
[106]	eval-auc:0.705901	train-auc:0.748181
[107]	eval-auc:0.705959	train-auc:0.748323
[108]	eval-auc:0.70601	train-auc:0.748343
[109]	eval-auc:0.706032	train-auc:0.748632
[110]	eval-auc:0.705697	train-auc:0.749068
[111]	eval-auc:0.705048	train-auc:0.749129
[112]	eval-auc:0.705287	train-auc:0.749349
[113]	eval-auc:0.705949	train-auc:0.7496
[114]	eval-auc:0.706201	train-auc:0.749993
[115]	eval-auc:0.706122	train-auc:0.750652
[116]	eval-auc:0.706414	train-auc:0.751302
[117]	eval-auc:0.706927	train-auc:0.751968
[118]	eval-auc:0.706913	train-auc:0.752191
[119]	eval-auc:0.707026	train-auc:0.752738
[120]	eval-auc:0.707131	train-auc:0.752962
[121]	eval-auc:0.707527	train-auc:0.753386
[122]	eval-auc:0.70785	train-auc:0.753945
[123]	eval-auc:0.707618	train-auc:0.754332
[124]	eval-auc:0.707258	train-auc:0.754219
[125]	eval-auc:0.707583	train-auc:0.754848
[126]	eval-auc:0.706946	train-auc:0.75534
[127]	eval-auc:0.707473	train-auc:0.755593
[128]	eval-auc:0.708103	train-auc:0.756652
[129]	eval-auc:0.707928	train-auc:0.757228
[130]	eval-auc:0.707805	train-auc:0.75783
[131]	eval-auc:0.707686	train-auc:0.758123
[132]	eval-auc:0.707922	train-auc:0.759183
[133]	eval-auc:0.707995	train-auc:0.759231
[134]	eval-auc:0.708202	train-auc:0.759593
[135]	eval-auc:0.707613	train-auc:0.760161
[136]	eval-auc:0.70749	train-auc:0.760497
[137]	eval-auc:0.707406	train-auc:0.761352
[138]	eval-auc:0.707572	train-auc:0.761846
[139]	eval-auc:0.707651	train-auc:0.761994
[140]	eval-auc:0.707755	train-auc:0.761718
[141]	eval-auc:0.707488	train-auc:0.762171
[142]	eval-auc:0.707636	train-auc:0.762533
[143]	eval-auc:0.70779	train-auc:0.763172
[144]	eval-auc:0.707762	train-auc:0.76327
[145]	eval-auc:0.707927	train-auc:0.763932
[146]	eval-auc:0.707991	train-auc:0.764366
[147]	eval-auc:0.708096	train-auc:0.764488
[148]	eval-auc:0.708073	train-auc:0.76477
[149]	eval-auc:0.708446	train-auc:0.765026
[150]	eval-auc:0.708384	train-auc:0.76539
[151]	eval-auc:0.708964	train-auc:0.765837
[152]	eval-auc:0.70916	train-auc:0.765857
[153]	eval-auc:0.708971	train-auc:0.766375
[154]	eval-auc:0.709564	train-auc:0.767122
[155]	eval-auc:0.70957	train-auc:0.767748
[156]	eval-auc:0.709413	train-auc:0.768261
[157]	eval-auc:0.709614	train-auc:0.768654
[158]	eval-auc:0.709411	train-auc:0.769112
[159]	eval-auc:0.709736	train-auc:0.769548
[160]	eval-auc:0.70955	train-auc:0.769758
[161]	eval-auc:0.709552	train-auc:0.769818
[162]	eval-auc:0.709797	train-auc:0.770142
[163]	eval-auc:0.709405	train-auc:0.770466
[164]	eval-auc:0.709465	train-auc:0.771111
[165]	eval-auc:0.708993	train-auc:0.771535
[166]	eval-auc:0.709485	train-auc:0.772215
[167]	eval-auc:0.709672	train-auc:0.772817
[168]	eval-auc:0.70936	train-auc:0.773374
[169]	eval-auc:0.709312	train-auc:0.773312
[170]	eval-auc:0.709481	train-auc:0.773297
[171]	eval-auc:0.709169	train-auc:0.773753
[172]	eval-auc:0.709539	train-auc:0.774365
	Score 0.7095393414464788


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 183.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.66852	train-auc:0.685548
[1]	eval-auc:0.667791	train-auc:0.694248
[2]	eval-auc:0.672792	train-auc:0.696112
[3]	eval-auc:0.672471	train-auc:0.704736
[4]	eval-auc:0.692182	train-auc:0.710996
[5]	eval-auc:0.692001	train-auc:0.711193
[6]	eval-auc:0.695975	train-auc:0.711029
[7]	eval-auc:0.687586	train-auc:0.715896
[8]	eval-auc:0.693659	train-auc:0.712894
[9]	eval-auc:0.695055	train-auc:0.714098
[10]	eval-auc:0.695576	train-auc:0.713747
[11]	eval-auc:0.696729	train-auc:0.715428
[12]	eval-auc:0.696896	train-auc:0.714741
[13]	eval-auc:0.698247	train-auc:0.716418
[14]	eval-auc:0.698547	train-auc:0.716347
[15]	eval-auc:0.698791	train-auc:0.716879
[16]	eval-auc:0.697797	train-auc:0.718135
[17]	eval-auc:0.699674	train-auc:0.720857
[18]	eval-auc:0.701323	train-auc:0.722719
[19]	eval-auc:0.699844	train-auc:0.720594
[20]	eval-auc:0.699619	train-auc:0.719597
[21]	eval-auc:0.699548	train-auc:0.720002
[22]	eval-auc:0.700122	train-auc:0.720528
[23]	eval-auc:0.701444	train-auc:0.722277
[24]	eval-auc:0.703603	train-auc:0.723336
[25]	eval-auc:0.703287	train-auc:0.724047
[26]	eval-auc:0.703668	train-auc:0.723848
[27]	eval-auc:0.701261	train-auc:0.724044
[28]	eval-auc:0.701993	train-auc:0.724752
[29]	eval-auc:0.702262	train-auc:0.725363
[30]	eval-auc:0.702922	train-auc:0.72583
[31]	eval-auc:0.703225	train-auc:0.725502
[32]	eval-auc:0.703959	train-auc:0.726835
[33]	eval-auc:0.702957	train-auc:0.726521
[34]	eval-auc:0.702707	train-auc:0.726396
[35]	eval-auc:0.704348	train-auc:0.72653
[36]	eval-auc:0.704289	train-auc:0.727465
[37]	eval-auc:0.70472	train-auc:0.728144
[38]	eval-auc:0.705218	train-auc:0.729108
[39]	eval-auc:0.705667	train-auc:0.72971
[40]	eval-auc:0.705314	train-auc:0.730255
[41]	eval-auc:0.705593	train-auc:0.731432
[42]	eval-auc:0.705857	train-auc:0.732732
[43]	eval-auc:0.705164	train-auc:0.73391
[44]	eval-auc:0.704645	train-auc:0.733978
[45]	eval-auc:0.705659	train-auc:0.735154
[46]	eval-auc:0.70476	train-auc:0.735299
[47]	eval-auc:0.705249	train-auc:0.736177
[48]	eval-auc:0.704506	train-auc:0.73603
[49]	eval-auc:0.704476	train-auc:0.735804
[50]	eval-auc:0.703791	train-auc:0.736807
[51]	eval-auc:0.702925	train-auc:0.737339
[52]	eval-auc:0.702852	train-auc:0.737971
[53]	eval-auc:0.703471	train-auc:0.738437
[54]	eval-auc:0.703701	train-auc:0.739066
[55]	eval-auc:0.703733	train-auc:0.740628
[56]	eval-auc:0.703856	train-auc:0.740936
[57]	eval-auc:0.703922	train-auc:0.741592
[58]	eval-auc:0.704057	train-auc:0.74177
[59]	eval-auc:0.703428	train-auc:0.741473
[60]	eval-auc:0.703132	train-auc:0.742436
[61]	eval-auc:0.702755	train-auc:0.742407
[62]	eval-auc:0.702934	train-auc:0.742716
[63]	eval-auc:0.703658	train-auc:0.743553
[64]	eval-auc:0.703528	train-auc:0.745017
[65]	eval-auc:0.703994	train-auc:0.745077
[66]	eval-auc:0.704324	train-auc:0.745741
[67]	eval-auc:0.704408	train-auc:0.745536
[68]	eval-auc:0.704234	train-auc:0.74566
[69]	eval-auc:0.704175	train-auc:0.746825
[70]	eval-auc:0.70397	train-auc:0.747367
[71]	eval-auc:0.704986	train-auc:0.748442
[72]	eval-auc:0.70527	train-auc:0.749356
[73]	eval-auc:0.705143	train-auc:0.749803
[74]	eval-auc:0.705303	train-auc:0.750136
[75]	eval-auc:0.705496	train-auc:0.750989
[76]	eval-auc:0.704664	train-auc:0.751862
[77]	eval-auc:0.703221	train-auc:0.752959
[78]	eval-auc:0.702912	train-auc:0.75242
[79]	eval-auc:0.702989	train-auc:0.752999
[80]	eval-auc:0.702797	train-auc:0.753608
[81]	eval-auc:0.702807	train-auc:0.754282
[82]	eval-auc:0.702872	train-auc:0.754527
[83]	eval-auc:0.702318	train-auc:0.754578
[84]	eval-auc:0.702429	train-auc:0.754984
[85]	eval-auc:0.702659	train-auc:0.755461
[86]	eval-auc:0.703294	train-auc:0.755583
[87]	eval-auc:0.702759	train-auc:0.756548
[88]	eval-auc:0.702155	train-auc:0.75753
[89]	eval-auc:0.701835	train-auc:0.757764
[90]	eval-auc:0.701701	train-auc:0.758125
[91]	eval-auc:0.701013	train-auc:0.758597
[92]	eval-auc:0.700892	train-auc:0.758967
[93]	eval-auc:0.701273	train-auc:0.759895
[94]	eval-auc:0.702102	train-auc:0.760736
[95]	eval-auc:0.702937	train-auc:0.760792
[96]	eval-auc:0.703157	train-auc:0.760913
[97]	eval-auc:0.702887	train-auc:0.761239
[98]	eval-auc:0.703276	train-auc:0.761843
[99]	eval-auc:0.703183	train-auc:0.762462
[100]	eval-auc:0.703263	train-auc:0.762587
[101]	eval-auc:0.703834	train-auc:0.76259
[102]	eval-auc:0.703093	train-auc:0.763333
[103]	eval-auc:0.703403	train-auc:0.764194
[104]	eval-auc:0.703467	train-auc:0.764458
[105]	eval-auc:0.70341	train-auc:0.76514
[106]	eval-auc:0.703009	train-auc:0.765376
[107]	eval-auc:0.703218	train-auc:0.765135
[108]	eval-auc:0.703214	train-auc:0.765204
[109]	eval-auc:0.703424	train-auc:0.765291
[110]	eval-auc:0.703678	train-auc:0.765591
[111]	eval-auc:0.70324	train-auc:0.765992
[112]	eval-auc:0.702845	train-auc:0.766532
[113]	eval-auc:0.703228	train-auc:0.767014
[114]	eval-auc:0.70319	train-auc:0.767788
[115]	eval-auc:0.703325	train-auc:0.768359
[116]	eval-auc:0.70371	train-auc:0.769223
[117]	eval-auc:0.703412	train-auc:0.769691
[118]	eval-auc:0.7034	train-auc:0.770615
[119]	eval-auc:0.703471	train-auc:0.770898
[120]	eval-auc:0.703462	train-auc:0.771176
[121]	eval-auc:0.703966	train-auc:0.771638
[122]	eval-auc:0.704488	train-auc:0.772231
[123]	eval-auc:0.705117	train-auc:0.773223
[124]	eval-auc:0.704749	train-auc:0.773036
[125]	eval-auc:0.705248	train-auc:0.773719
[126]	eval-auc:0.703691	train-auc:0.774424
[127]	eval-auc:0.703203	train-auc:0.774618
[128]	eval-auc:0.703057	train-auc:0.775214
[129]	eval-auc:0.702834	train-auc:0.776371
[130]	eval-auc:0.703142	train-auc:0.77627
[131]	eval-auc:0.703582	train-auc:0.776509
[132]	eval-auc:0.704412	train-auc:0.77802
[133]	eval-auc:0.704097	train-auc:0.778168
[134]	eval-auc:0.704272	train-auc:0.778631
[135]	eval-auc:0.704026	train-auc:0.778847
[136]	eval-auc:0.703899	train-auc:0.779213
[137]	eval-auc:0.703561	train-auc:0.779982
[138]	eval-auc:0.704104	train-auc:0.780489
[139]	eval-auc:0.704203	train-auc:0.780413
[140]	eval-auc:0.704198	train-auc:0.780572
[141]	eval-auc:0.70414	train-auc:0.780801
[142]	eval-auc:0.704298	train-auc:0.781176
[143]	eval-auc:0.704522	train-auc:0.781522
[144]	eval-auc:0.704791	train-auc:0.781852
[145]	eval-auc:0.704836	train-auc:0.782134
[146]	eval-auc:0.704852	train-auc:0.782829
[147]	eval-auc:0.704647	train-auc:0.782713
[148]	eval-auc:0.704645	train-auc:0.783343
[149]	eval-auc:0.705108	train-auc:0.783621
[150]	eval-auc:0.70533	train-auc:0.784116
[151]	eval-auc:0.70562	train-auc:0.784908
[152]	eval-auc:0.706153	train-auc:0.784923
[153]	eval-auc:0.706021	train-auc:0.78516
[154]	eval-auc:0.706894	train-auc:0.785966
[155]	eval-auc:0.707009	train-auc:0.786704
[156]	eval-auc:0.70679	train-auc:0.787364
[157]	eval-auc:0.706493	train-auc:0.787752
[158]	eval-auc:0.706718	train-auc:0.78816
[159]	eval-auc:0.707092	train-auc:0.788538
[160]	eval-auc:0.707067	train-auc:0.788734
[161]	eval-auc:0.707235	train-auc:0.788763
[162]	eval-auc:0.707482	train-auc:0.789218
[163]	eval-auc:0.706472	train-auc:0.78942
[164]	eval-auc:0.706483	train-auc:0.790082
[165]	eval-auc:0.706112	train-auc:0.79053
[166]	eval-auc:0.706319	train-auc:0.790923
[167]	eval-auc:0.706064	train-auc:0.79094
[168]	eval-auc:0.706142	train-auc:0.79103
[169]	eval-auc:0.706412	train-auc:0.790812
[170]	eval-auc:0.706268	train-auc:0.791001
[171]	eval-auc:0.705343	train-auc:0.791456
[172]	eval-auc:0.70523	train-auc:0.791562
[173]	eval-auc:0.705598	train-auc:0.791776
[174]	eval-auc:0.705841	train-auc:0.792047
[175]	eval-auc:0.70565	train-auc:0.792666
[176]	eval-auc:0.705017	train-auc:0.79297
[177]	eval-auc:0.70555	train-auc:0.793321
[178]	eval-auc:0.705591	train-auc:0.793796
[179]	eval-auc:0.7063	train-auc:0.794366
[180]	eval-auc:0.706604	train-auc:0.794878
[181]	eval-auc:0.706686	train-auc:0.795493
[182]	eval-auc:0.706132	train-auc:0.795343
	Score 0.7061322162530912


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.55, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 288.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.54799	train-auc:0.570078
[1]	eval-auc:0.650067	train-auc:0.67637
[2]	eval-auc:0.648219	train-auc:0.681876
[3]	eval-auc:0.653408	train-auc:0.699114
[4]	eval-auc:0.650844	train-auc:0.701238
[5]	eval-auc:0.676604	train-auc:0.712318
[6]	eval-auc:0.67937	train-auc:0.716506
[7]	eval-auc:0.682172	train-auc:0.719508
[8]	eval-auc:0.693758	train-auc:0.717163
[9]	eval-auc:0.695057	train-auc:0.717242
[10]	eval-auc:0.694399	train-auc:0.715522
[11]	eval-auc:0.695213	train-auc:0.717704
[12]	eval-auc:0.694714	train-auc:0.717676
[13]	eval-auc:0.697092	train-auc:0.718308
[14]	eval-auc:0.697191	train-auc:0.719146
[15]	eval-auc:0.69877	train-auc:0.720692
[16]	eval-auc:0.696824	train-auc:0.720665
[17]	eval-auc:0.699401	train-auc:0.724181
[18]	eval-auc:0.702021	train-auc:0.725575
[19]	eval-auc:0.700226	train-auc:0.724678
[20]	eval-auc:0.699862	train-auc:0.724376
[21]	eval-auc:0.699849	train-auc:0.723977
[22]	eval-auc:0.700361	train-auc:0.725086
[23]	eval-auc:0.701601	train-auc:0.725845
[24]	eval-auc:0.701562	train-auc:0.725679
[25]	eval-auc:0.700912	train-auc:0.725905
[26]	eval-auc:0.70245	train-auc:0.726591
[27]	eval-auc:0.701724	train-auc:0.72627
[28]	eval-auc:0.703123	train-auc:0.727322
[29]	eval-auc:0.703512	train-auc:0.727692
[30]	eval-auc:0.704737	train-auc:0.728243
[31]	eval-auc:0.705091	train-auc:0.729315
[32]	eval-auc:0.705555	train-auc:0.73061
[33]	eval-auc:0.705599	train-auc:0.730924
[34]	eval-auc:0.705424	train-auc:0.730407
[35]	eval-auc:0.707669	train-auc:0.732735
[36]	eval-auc:0.706605	train-auc:0.733816
[37]	eval-auc:0.707283	train-auc:0.734348
[38]	eval-auc:0.707262	train-auc:0.734898
[39]	eval-auc:0.707116	train-auc:0.735945
[40]	eval-auc:0.707326	train-auc:0.736123
[41]	eval-auc:0.706875	train-auc:0.737452
[42]	eval-auc:0.70734	train-auc:0.738297
[43]	eval-auc:0.706843	train-auc:0.73918
[44]	eval-auc:0.706108	train-auc:0.739681
[45]	eval-auc:0.706522	train-auc:0.740336
[46]	eval-auc:0.706383	train-auc:0.740329
[47]	eval-auc:0.707061	train-auc:0.741143
[48]	eval-auc:0.706469	train-auc:0.740869
[49]	eval-auc:0.706764	train-auc:0.741382
[50]	eval-auc:0.705138	train-auc:0.743034
[51]	eval-auc:0.704631	train-auc:0.743049
[52]	eval-auc:0.705759	train-auc:0.744231
[53]	eval-auc:0.70626	train-auc:0.745403
[54]	eval-auc:0.70662	train-auc:0.746441
[55]	eval-auc:0.707481	train-auc:0.747682
[56]	eval-auc:0.708068	train-auc:0.748439
[57]	eval-auc:0.70876	train-auc:0.749629
[58]	eval-auc:0.709025	train-auc:0.749958
[59]	eval-auc:0.71072	train-auc:0.750995
[60]	eval-auc:0.710968	train-auc:0.751743
[61]	eval-auc:0.711573	train-auc:0.752614
[62]	eval-auc:0.711406	train-auc:0.753751
[63]	eval-auc:0.710524	train-auc:0.754424
[64]	eval-auc:0.710515	train-auc:0.754885
[65]	eval-auc:0.710642	train-auc:0.754552
[66]	eval-auc:0.709993	train-auc:0.754866
[67]	eval-auc:0.710293	train-auc:0.75514
[68]	eval-auc:0.71003	train-auc:0.755986
[69]	eval-auc:0.7093	train-auc:0.757266
[70]	eval-auc:0.709407	train-auc:0.759118
[71]	eval-auc:0.709224	train-auc:0.759819
[72]	eval-auc:0.709602	train-auc:0.7603
[73]	eval-auc:0.709446	train-auc:0.760911
[74]	eval-auc:0.70925	train-auc:0.761205
[75]	eval-auc:0.710413	train-auc:0.761883
[76]	eval-auc:0.710218	train-auc:0.76182
[77]	eval-auc:0.70819	train-auc:0.762723
[78]	eval-auc:0.708393	train-auc:0.763213
[79]	eval-auc:0.708444	train-auc:0.762627
[80]	eval-auc:0.708221	train-auc:0.76274
[81]	eval-auc:0.708093	train-auc:0.763105
[82]	eval-auc:0.707695	train-auc:0.763577
[83]	eval-auc:0.70743	train-auc:0.764127
[84]	eval-auc:0.707438	train-auc:0.766044
[85]	eval-auc:0.707784	train-auc:0.767033
[86]	eval-auc:0.708342	train-auc:0.767492
[87]	eval-auc:0.708448	train-auc:0.768856
[88]	eval-auc:0.708344	train-auc:0.769226
[89]	eval-auc:0.707782	train-auc:0.769667
[90]	eval-auc:0.707439	train-auc:0.770066
[91]	eval-auc:0.706043	train-auc:0.770839
[92]	eval-auc:0.706151	train-auc:0.771506
[93]	eval-auc:0.706508	train-auc:0.773031
[94]	eval-auc:0.706626	train-auc:0.77377
[95]	eval-auc:0.707133	train-auc:0.773773
[96]	eval-auc:0.706617	train-auc:0.774086
[97]	eval-auc:0.706613	train-auc:0.774312
[98]	eval-auc:0.706463	train-auc:0.774436
[99]	eval-auc:0.707113	train-auc:0.774839
[100]	eval-auc:0.706405	train-auc:0.77462
[101]	eval-auc:0.706403	train-auc:0.775222
[102]	eval-auc:0.706741	train-auc:0.775839
[103]	eval-auc:0.70686	train-auc:0.776609
[104]	eval-auc:0.707393	train-auc:0.776847
[105]	eval-auc:0.706097	train-auc:0.777771
[106]	eval-auc:0.706184	train-auc:0.778152
[107]	eval-auc:0.705914	train-auc:0.778237
[108]	eval-auc:0.706537	train-auc:0.779165
[109]	eval-auc:0.706632	train-auc:0.78013
[110]	eval-auc:0.706755	train-auc:0.780179
[111]	eval-auc:0.705509	train-auc:0.780329
[112]	eval-auc:0.70517	train-auc:0.780797
[113]	eval-auc:0.705263	train-auc:0.78119
[114]	eval-auc:0.704437	train-auc:0.781289
[115]	eval-auc:0.703943	train-auc:0.781862
[116]	eval-auc:0.704223	train-auc:0.782212
[117]	eval-auc:0.704862	train-auc:0.783179
[118]	eval-auc:0.705372	train-auc:0.783353
[119]	eval-auc:0.705477	train-auc:0.784614
[120]	eval-auc:0.70564	train-auc:0.785065
[121]	eval-auc:0.705353	train-auc:0.786069
[122]	eval-auc:0.705343	train-auc:0.786799
[123]	eval-auc:0.705066	train-auc:0.786862
[124]	eval-auc:0.705103	train-auc:0.786477
[125]	eval-auc:0.706192	train-auc:0.788869
[126]	eval-auc:0.706857	train-auc:0.790158
[127]	eval-auc:0.707457	train-auc:0.790213
[128]	eval-auc:0.708071	train-auc:0.791727
[129]	eval-auc:0.707279	train-auc:0.792253
[130]	eval-auc:0.707647	train-auc:0.793299
[131]	eval-auc:0.70765	train-auc:0.793115
[132]	eval-auc:0.707733	train-auc:0.794575
[133]	eval-auc:0.707296	train-auc:0.795034
[134]	eval-auc:0.707617	train-auc:0.79534
[135]	eval-auc:0.707801	train-auc:0.795699
[136]	eval-auc:0.708395	train-auc:0.796535
[137]	eval-auc:0.708095	train-auc:0.797132
[138]	eval-auc:0.707836	train-auc:0.797388
[139]	eval-auc:0.708556	train-auc:0.798067
[140]	eval-auc:0.708329	train-auc:0.798319
[141]	eval-auc:0.707748	train-auc:0.798642
[142]	eval-auc:0.708046	train-auc:0.799059
[143]	eval-auc:0.707728	train-auc:0.799162
[144]	eval-auc:0.707832	train-auc:0.799807
[145]	eval-auc:0.708072	train-auc:0.800579
[146]	eval-auc:0.707375	train-auc:0.801108
[147]	eval-auc:0.707562	train-auc:0.801115
[148]	eval-auc:0.708194	train-auc:0.801922
[149]	eval-auc:0.708019	train-auc:0.802034
[150]	eval-auc:0.708212	train-auc:0.80256
[151]	eval-auc:0.708334	train-auc:0.80311
[152]	eval-auc:0.7079	train-auc:0.802905
[153]	eval-auc:0.707763	train-auc:0.803071
[154]	eval-auc:0.708448	train-auc:0.803767
[155]	eval-auc:0.708494	train-auc:0.804272
[156]	eval-auc:0.708401	train-auc:0.80537
[157]	eval-auc:0.708234	train-auc:0.805701
[158]	eval-auc:0.707984	train-auc:0.806369
[159]	eval-auc:0.708237	train-auc:0.806763
[160]	eval-auc:0.708528	train-auc:0.807419
[161]	eval-auc:0.708958	train-auc:0.808078
[162]	eval-auc:0.709376	train-auc:0.807971
[163]	eval-auc:0.70799	train-auc:0.808352
[164]	eval-auc:0.707853	train-auc:0.80926
[165]	eval-auc:0.707696	train-auc:0.809837
[166]	eval-auc:0.707882	train-auc:0.810162
[167]	eval-auc:0.70843	train-auc:0.811152
[168]	eval-auc:0.708084	train-auc:0.811395
[169]	eval-auc:0.70808	train-auc:0.810651
[170]	eval-auc:0.70801	train-auc:0.811498
[171]	eval-auc:0.708791	train-auc:0.811778
[172]	eval-auc:0.709529	train-auc:0.812342
[173]	eval-auc:0.709816	train-auc:0.812645
[174]	eval-auc:0.70997	train-auc:0.81294
[175]	eval-auc:0.709858	train-auc:0.813575
[176]	eval-auc:0.710128	train-auc:0.814196
[177]	eval-auc:0.710463	train-auc:0.814919
[178]	eval-auc:0.710758	train-auc:0.815569
[179]	eval-auc:0.710976	train-auc:0.815813
[180]	eval-auc:0.71019	train-auc:0.815682
[181]	eval-auc:0.710079	train-auc:0.816086
[182]	eval-auc:0.709875	train-auc:0.815867
[183]	eval-auc:0.709939	train-auc:0.816383
[184]	eval-auc:0.709759	train-auc:0.816941
[185]	eval-auc:0.710671	train-auc:0.817759
[186]	eval-auc:0.711421	train-auc:0.818021
[187]	eval-auc:0.711078	train-auc:0.818697
[188]	eval-auc:0.710474	train-auc:0.819447
[189]	eval-auc:0.71027	train-auc:0.820041
[190]	eval-auc:0.710097	train-auc:0.820577
[191]	eval-auc:0.710065	train-auc:0.820947
[192]	eval-auc:0.709898	train-auc:0.821001
[193]	eval-auc:0.710273	train-auc:0.821636
[194]	eval-auc:0.710866	train-auc:0.822436
[195]	eval-auc:0.71016	train-auc:0.822466
[196]	eval-auc:0.709874	train-auc:0.822844
[197]	eval-auc:0.710171	train-auc:0.822648
[198]	eval-auc:0.710209	train-auc:0.823646
[199]	eval-auc:0.710139	train-auc:0.824087
[200]	eval-auc:0.709849	train-auc:0.824472
[201]	eval-auc:0.710282	train-auc:0.824818
[202]	eval-auc:0.710171	train-auc:0.825022
[203]	eval-auc:0.709995	train-auc:0.825439
[204]	eval-auc:0.709845	train-auc:0.826074
[205]	eval-auc:0.709781	train-auc:0.826374
[206]	eval-auc:0.709619	train-auc:0.826412
[207]	eval-auc:0.709686	train-auc:0.827067
[208]	eval-auc:0.710253	train-auc:0.827209
[209]	eval-auc:0.710035	train-auc:0.827492
[210]	eval-auc:0.709627	train-auc:0.828213
[211]	eval-auc:0.709686	train-auc:0.828592
[212]	eval-auc:0.708869	train-auc:0.829099
[213]	eval-auc:0.707885	train-auc:0.829327
[214]	eval-auc:0.707883	train-auc:0.829361
[215]	eval-auc:0.707784	train-auc:0.829813
[216]	eval-auc:0.707862	train-auc:0.829983
[217]	eval-auc:0.707806	train-auc:0.8297
[218]	eval-auc:0.70827	train-auc:0.830118
[219]	eval-auc:0.707914	train-auc:0.830311
[220]	eval-auc:0.708387	train-auc:0.831398
[221]	eval-auc:0.707457	train-auc:0.831662
[222]	eval-auc:0.70728	train-auc:0.831546
[223]	eval-auc:0.706732	train-auc:0.832062
[224]	eval-auc:0.706059	train-auc:0.832789
[225]	eval-auc:0.706042	train-auc:0.832729
[226]	eval-auc:0.705677	train-auc:0.833173
[227]	eval-auc:0.70535	train-auc:0.833212
[228]	eval-auc:0.705278	train-auc:0.833602
[229]	eval-auc:0.706048	train-auc:0.83403
[230]	eval-auc:0.706195	train-auc:0.834273
[231]	eval-auc:0.705413	train-auc:0.834402
[232]	eval-auc:0.705459	train-auc:0.835099
[233]	eval-auc:0.705409	train-auc:0.83589
[234]	eval-auc:0.705436	train-auc:0.836266
[235]	eval-auc:0.705238	train-auc:0.836707
[236]	eval-auc:0.704574	train-auc:0.837104
[237]	eval-auc:0.704392	train-auc:0.837244
[238]	eval-auc:0.704271	train-auc:0.83749
[239]	eval-auc:0.703929	train-auc:0.83753
[240]	eval-auc:0.704241	train-auc:0.83821
[241]	eval-auc:0.704663	train-auc:0.838513
[242]	eval-auc:0.70344	train-auc:0.838574
[243]	eval-auc:0.703282	train-auc:0.838816
[244]	eval-auc:0.703857	train-auc:0.839084
[245]	eval-auc:0.703963	train-auc:0.839175
[246]	eval-auc:0.704164	train-auc:0.839164
[247]	eval-auc:0.704153	train-auc:0.839619
[248]	eval-auc:0.704358	train-auc:0.839608
[249]	eval-auc:0.704744	train-auc:0.838914
[250]	eval-auc:0.704311	train-auc:0.838771
[251]	eval-auc:0.704175	train-auc:0.838785
[252]	eval-auc:0.70411	train-auc:0.838909
[253]	eval-auc:0.703917	train-auc:0.838356
[254]	eval-auc:0.703496	train-auc:0.838934
[255]	eval-auc:0.702694	train-auc:0.83921
[256]	eval-auc:0.702983	train-auc:0.839617
[257]	eval-auc:0.702904	train-auc:0.840074
[258]	eval-auc:0.702942	train-auc:0.840531
[259]	eval-auc:0.702385	train-auc:0.8412
[260]	eval-auc:0.702275	train-auc:0.841396
[261]	eval-auc:0.702251	train-auc:0.841655
[262]	eval-auc:0.702134	train-auc:0.841798
[263]	eval-auc:0.702424	train-auc:0.841916
[264]	eval-auc:0.702042	train-auc:0.842098
[265]	eval-auc:0.701719	train-auc:0.842086
[266]	eval-auc:0.701288	train-auc:0.842215
[267]	eval-auc:0.700606	train-auc:0.842379
[268]	eval-auc:0.699982	train-auc:0.843219
[269]	eval-auc:0.700408	train-auc:0.843466
[270]	eval-auc:0.700746	train-auc:0.844385
[271]	eval-auc:0.70096	train-auc:0.844552
[272]	eval-auc:0.700956	train-auc:0.844878
[273]	eval-auc:0.701493	train-auc:0.845574
[274]	eval-auc:0.701776	train-auc:0.845702
[275]	eval-auc:0.702166	train-auc:0.845621
[276]	eval-auc:0.702524	train-auc:0.846122
[277]	eval-auc:0.702574	train-auc:0.846182
[278]	eval-auc:0.702151	train-auc:0.846651
[279]	eval-auc:0.702008	train-auc:0.847272
[280]	eval-auc:0.702016	train-auc:0.847549
[281]	eval-auc:0.701589	train-auc:0.847552
[282]	eval-auc:0.701939	train-auc:0.847825
[283]	eval-auc:0.701636	train-auc:0.848135
[284]	eval-auc:0.7017	train-auc:0.848466
[285]	eval-auc:0.701435	train-auc:0.848939
[286]	eval-auc:0.70161	train-auc:0.848977
[287]	eval-auc:0.701888	train-auc:0.849395
	Score 0.7018875854255748


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 150.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.66852	train-auc:0.685548
[1]	eval-auc:0.664934	train-auc:0.693984
[2]	eval-auc:0.672321	train-auc:0.707234
[3]	eval-auc:0.672058	train-auc:0.706965
[4]	eval-auc:0.690715	train-auc:0.713087
[5]	eval-auc:0.687927	train-auc:0.711697
[6]	eval-auc:0.692425	train-auc:0.711689
[7]	eval-auc:0.692719	train-auc:0.713764
[8]	eval-auc:0.69467	train-auc:0.714819
[9]	eval-auc:0.698193	train-auc:0.716663
[10]	eval-auc:0.695606	train-auc:0.716672
[11]	eval-auc:0.696036	train-auc:0.719742
[12]	eval-auc:0.694935	train-auc:0.718819
[13]	eval-auc:0.696327	train-auc:0.720296
[14]	eval-auc:0.696591	train-auc:0.721555
[15]	eval-auc:0.698899	train-auc:0.724591
[16]	eval-auc:0.698029	train-auc:0.725311
[17]	eval-auc:0.700472	train-auc:0.728148
[18]	eval-auc:0.700839	train-auc:0.729468
[19]	eval-auc:0.698947	train-auc:0.730009
[20]	eval-auc:0.698994	train-auc:0.730739
[21]	eval-auc:0.698528	train-auc:0.730354
[22]	eval-auc:0.699006	train-auc:0.731954
[23]	eval-auc:0.700098	train-auc:0.734832
[24]	eval-auc:0.701566	train-auc:0.734739
[25]	eval-auc:0.702189	train-auc:0.735401
[26]	eval-auc:0.700309	train-auc:0.736239
[27]	eval-auc:0.69893	train-auc:0.737526
[28]	eval-auc:0.699646	train-auc:0.738839
[29]	eval-auc:0.69909	train-auc:0.738675
[30]	eval-auc:0.698965	train-auc:0.740635
[31]	eval-auc:0.697338	train-auc:0.7404
[32]	eval-auc:0.698308	train-auc:0.741485
[33]	eval-auc:0.696944	train-auc:0.741959
[34]	eval-auc:0.696758	train-auc:0.741691
[35]	eval-auc:0.697932	train-auc:0.742598
[36]	eval-auc:0.699308	train-auc:0.744331
[37]	eval-auc:0.700608	train-auc:0.74469
[38]	eval-auc:0.701423	train-auc:0.745656
[39]	eval-auc:0.70169	train-auc:0.746799
[40]	eval-auc:0.702191	train-auc:0.746932
[41]	eval-auc:0.702792	train-auc:0.747462
[42]	eval-auc:0.703889	train-auc:0.748993
[43]	eval-auc:0.703407	train-auc:0.75003
[44]	eval-auc:0.702368	train-auc:0.750106
[45]	eval-auc:0.702714	train-auc:0.751354
[46]	eval-auc:0.702924	train-auc:0.751765
[47]	eval-auc:0.703688	train-auc:0.752479
[48]	eval-auc:0.703921	train-auc:0.752833
[49]	eval-auc:0.704249	train-auc:0.753701
[50]	eval-auc:0.704096	train-auc:0.755154
[51]	eval-auc:0.703732	train-auc:0.755696
[52]	eval-auc:0.702976	train-auc:0.756469
[53]	eval-auc:0.703029	train-auc:0.757039
[54]	eval-auc:0.702991	train-auc:0.759286
[55]	eval-auc:0.702127	train-auc:0.76086
[56]	eval-auc:0.702342	train-auc:0.761995
[57]	eval-auc:0.702656	train-auc:0.762242
[58]	eval-auc:0.70304	train-auc:0.762612
[59]	eval-auc:0.701435	train-auc:0.763691
[60]	eval-auc:0.700815	train-auc:0.764728
[61]	eval-auc:0.700436	train-auc:0.764846
[62]	eval-auc:0.700184	train-auc:0.7666
[63]	eval-auc:0.699638	train-auc:0.768341
[64]	eval-auc:0.698972	train-auc:0.769715
[65]	eval-auc:0.698468	train-auc:0.770422
[66]	eval-auc:0.698362	train-auc:0.771133
[67]	eval-auc:0.699083	train-auc:0.772034
[68]	eval-auc:0.6993	train-auc:0.772568
[69]	eval-auc:0.698852	train-auc:0.773616
[70]	eval-auc:0.697996	train-auc:0.774637
[71]	eval-auc:0.699428	train-auc:0.776281
[72]	eval-auc:0.700378	train-auc:0.776732
[73]	eval-auc:0.699884	train-auc:0.776666
[74]	eval-auc:0.700393	train-auc:0.778117
[75]	eval-auc:0.700915	train-auc:0.779145
[76]	eval-auc:0.701273	train-auc:0.779342
[77]	eval-auc:0.700305	train-auc:0.779869
[78]	eval-auc:0.700386	train-auc:0.781777
[79]	eval-auc:0.700608	train-auc:0.78208
[80]	eval-auc:0.701154	train-auc:0.782292
[81]	eval-auc:0.702064	train-auc:0.782653
[82]	eval-auc:0.701958	train-auc:0.783707
[83]	eval-auc:0.702503	train-auc:0.784169
[84]	eval-auc:0.702548	train-auc:0.784441
[85]	eval-auc:0.702355	train-auc:0.784706
[86]	eval-auc:0.702287	train-auc:0.785508
[87]	eval-auc:0.700872	train-auc:0.786988
[88]	eval-auc:0.701586	train-auc:0.787407
[89]	eval-auc:0.700916	train-auc:0.788502
[90]	eval-auc:0.700771	train-auc:0.789178
[91]	eval-auc:0.700449	train-auc:0.789868
[92]	eval-auc:0.699861	train-auc:0.790337
[93]	eval-auc:0.699911	train-auc:0.7912
[94]	eval-auc:0.69958	train-auc:0.791457
[95]	eval-auc:0.7004	train-auc:0.791484
[96]	eval-auc:0.700331	train-auc:0.791757
[97]	eval-auc:0.7005	train-auc:0.793029
[98]	eval-auc:0.700471	train-auc:0.793763
[99]	eval-auc:0.70116	train-auc:0.794923
[100]	eval-auc:0.701198	train-auc:0.795436
[101]	eval-auc:0.701207	train-auc:0.795651
[102]	eval-auc:0.700896	train-auc:0.796477
[103]	eval-auc:0.700914	train-auc:0.796878
[104]	eval-auc:0.701709	train-auc:0.797349
[105]	eval-auc:0.700816	train-auc:0.79756
[106]	eval-auc:0.700114	train-auc:0.799055
[107]	eval-auc:0.700253	train-auc:0.798202
[108]	eval-auc:0.700315	train-auc:0.798459
[109]	eval-auc:0.69983	train-auc:0.7991
[110]	eval-auc:0.699737	train-auc:0.798493
[111]	eval-auc:0.700042	train-auc:0.799172
[112]	eval-auc:0.699776	train-auc:0.799877
[113]	eval-auc:0.700086	train-auc:0.800573
[114]	eval-auc:0.699468	train-auc:0.801292
[115]	eval-auc:0.698716	train-auc:0.802836
[116]	eval-auc:0.698962	train-auc:0.803915
[117]	eval-auc:0.698681	train-auc:0.804004
[118]	eval-auc:0.69818	train-auc:0.804037
[119]	eval-auc:0.698566	train-auc:0.803687
[120]	eval-auc:0.698404	train-auc:0.803838
[121]	eval-auc:0.698274	train-auc:0.803469
[122]	eval-auc:0.699071	train-auc:0.804271
[123]	eval-auc:0.699582	train-auc:0.805704
[124]	eval-auc:0.699643	train-auc:0.805582
[125]	eval-auc:0.69975	train-auc:0.80656
[126]	eval-auc:0.699699	train-auc:0.807462
[127]	eval-auc:0.700488	train-auc:0.808197
[128]	eval-auc:0.700809	train-auc:0.80921
[129]	eval-auc:0.701527	train-auc:0.810529
[130]	eval-auc:0.701449	train-auc:0.81074
[131]	eval-auc:0.701272	train-auc:0.810648
[132]	eval-auc:0.701435	train-auc:0.810948
[133]	eval-auc:0.701149	train-auc:0.811171
[134]	eval-auc:0.701268	train-auc:0.811361
[135]	eval-auc:0.700835	train-auc:0.811674
[136]	eval-auc:0.700747	train-auc:0.812207
[137]	eval-auc:0.699651	train-auc:0.81321
[138]	eval-auc:0.700095	train-auc:0.814173
[139]	eval-auc:0.699949	train-auc:0.81431
[140]	eval-auc:0.699445	train-auc:0.815288
[141]	eval-auc:0.700071	train-auc:0.815476
[142]	eval-auc:0.699865	train-auc:0.816149
[143]	eval-auc:0.699986	train-auc:0.816657
[144]	eval-auc:0.700456	train-auc:0.816626
[145]	eval-auc:0.700313	train-auc:0.816421
[146]	eval-auc:0.700401	train-auc:0.816786
[147]	eval-auc:0.70049	train-auc:0.816649
[148]	eval-auc:0.700118	train-auc:0.817137
[149]	eval-auc:0.700121	train-auc:0.817348
	Score 0.7001212099063212


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.30000000000000004, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 4.0, 'n_estimators': 113.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.669357	train-auc:0.684642
[1]	eval-auc:0.667833	train-auc:0.693795
[2]	eval-auc:0.673514	train-auc:0.703028
[3]	eval-auc:0.670697	train-auc:0.706604
[4]	eval-auc:0.691804	train-auc:0.712808
[5]	eval-auc:0.689824	train-auc:0.710533
[6]	eval-auc:0.688647	train-auc:0.71134
[7]	eval-auc:0.68627	train-auc:0.716234
[8]	eval-auc:0.69298	train-auc:0.717149
[9]	eval-auc:0.697108	train-auc:0.720145
[10]	eval-auc:0.69525	train-auc:0.720575
[11]	eval-auc:0.697196	train-auc:0.722633
[12]	eval-auc:0.697979	train-auc:0.724577
[13]	eval-auc:0.70042	train-auc:0.726186
[14]	eval-auc:0.702198	train-auc:0.727788
[15]	eval-auc:0.702454	train-auc:0.728655
[16]	eval-auc:0.703799	train-auc:0.731833
[17]	eval-auc:0.704117	train-auc:0.736012
[18]	eval-auc:0.704776	train-auc:0.738556
[19]	eval-auc:0.705556	train-auc:0.740133
[20]	eval-auc:0.705312	train-auc:0.74136
[21]	eval-auc:0.706431	train-auc:0.741923
[22]	eval-auc:0.704666	train-auc:0.742781
[23]	eval-auc:0.704442	train-auc:0.743217
[24]	eval-auc:0.705988	train-auc:0.746287
[25]	eval-auc:0.70504	train-auc:0.746898
[26]	eval-auc:0.705382	train-auc:0.747906
[27]	eval-auc:0.707264	train-auc:0.751834
[28]	eval-auc:0.707516	train-auc:0.751131
[29]	eval-auc:0.70831	train-auc:0.752408
[30]	eval-auc:0.710054	train-auc:0.755359
[31]	eval-auc:0.709267	train-auc:0.755447
[32]	eval-auc:0.708863	train-auc:0.757054
[33]	eval-auc:0.709547	train-auc:0.757782
[34]	eval-auc:0.70947	train-auc:0.758833
[35]	eval-auc:0.709212	train-auc:0.760832
[36]	eval-auc:0.71066	train-auc:0.762662
[37]	eval-auc:0.710313	train-auc:0.764058
[38]	eval-auc:0.710604	train-auc:0.765771
[39]	eval-auc:0.710872	train-auc:0.76669
[40]	eval-auc:0.711788	train-auc:0.769514
[41]	eval-auc:0.712343	train-auc:0.770851
[42]	eval-auc:0.713493	train-auc:0.772674
[43]	eval-auc:0.712075	train-auc:0.77413
[44]	eval-auc:0.710715	train-auc:0.773261
[45]	eval-auc:0.710374	train-auc:0.776168
[46]	eval-auc:0.709813	train-auc:0.775557
[47]	eval-auc:0.706524	train-auc:0.776771
[48]	eval-auc:0.705152	train-auc:0.777985
[49]	eval-auc:0.705206	train-auc:0.778751
[50]	eval-auc:0.702427	train-auc:0.779992
[51]	eval-auc:0.700664	train-auc:0.781599
[52]	eval-auc:0.701447	train-auc:0.783101
[53]	eval-auc:0.701495	train-auc:0.783925
[54]	eval-auc:0.700315	train-auc:0.785459
[55]	eval-auc:0.700448	train-auc:0.787234
[56]	eval-auc:0.700912	train-auc:0.788885
[57]	eval-auc:0.701609	train-auc:0.78961
[58]	eval-auc:0.701518	train-auc:0.790157
[59]	eval-auc:0.702444	train-auc:0.792769
[60]	eval-auc:0.702083	train-auc:0.794225
[61]	eval-auc:0.702166	train-auc:0.795473
[62]	eval-auc:0.702964	train-auc:0.796914
[63]	eval-auc:0.702565	train-auc:0.798029
[64]	eval-auc:0.702716	train-auc:0.799407
[65]	eval-auc:0.702876	train-auc:0.798472
[66]	eval-auc:0.702315	train-auc:0.799171
[67]	eval-auc:0.703873	train-auc:0.80099
[68]	eval-auc:0.703873	train-auc:0.801841
[69]	eval-auc:0.704405	train-auc:0.803367
[70]	eval-auc:0.704629	train-auc:0.804999
[71]	eval-auc:0.705533	train-auc:0.805755
[72]	eval-auc:0.706086	train-auc:0.806318
[73]	eval-auc:0.705827	train-auc:0.807253
[74]	eval-auc:0.705314	train-auc:0.807711
[75]	eval-auc:0.705946	train-auc:0.808646
[76]	eval-auc:0.705701	train-auc:0.808144
[77]	eval-auc:0.702536	train-auc:0.809071
[78]	eval-auc:0.702721	train-auc:0.809388
[79]	eval-auc:0.703357	train-auc:0.810013
[80]	eval-auc:0.703065	train-auc:0.810708
[81]	eval-auc:0.705503	train-auc:0.811227
[82]	eval-auc:0.706882	train-auc:0.81261
[83]	eval-auc:0.706153	train-auc:0.812411
[84]	eval-auc:0.706197	train-auc:0.814044
[85]	eval-auc:0.706797	train-auc:0.814837
[86]	eval-auc:0.706342	train-auc:0.815605
[87]	eval-auc:0.706412	train-auc:0.816954
[88]	eval-auc:0.705471	train-auc:0.818165
[89]	eval-auc:0.705337	train-auc:0.817694
[90]	eval-auc:0.70511	train-auc:0.818101
[91]	eval-auc:0.704951	train-auc:0.818585
[92]	eval-auc:0.70476	train-auc:0.819623
[93]	eval-auc:0.705344	train-auc:0.820622
[94]	eval-auc:0.704681	train-auc:0.821602
[95]	eval-auc:0.705027	train-auc:0.819994
[96]	eval-auc:0.705032	train-auc:0.820074
[97]	eval-auc:0.705324	train-auc:0.820911
[98]	eval-auc:0.70518	train-auc:0.82223
[99]	eval-auc:0.704982	train-auc:0.822859
[100]	eval-auc:0.703465	train-auc:0.823455
[101]	eval-auc:0.703325	train-auc:0.823295
[102]	eval-auc:0.703109	train-auc:0.824759
[103]	eval-auc:0.703561	train-auc:0.825138
[104]	eval-auc:0.703221	train-auc:0.825887
[105]	eval-auc:0.70257	train-auc:0.827562
[106]	eval-auc:0.703005	train-auc:0.828682
[107]	eval-auc:0.703243	train-auc:0.829757
[108]	eval-auc:0.703336	train-auc:0.830712
[109]	eval-auc:0.703148	train-auc:0.831289
[110]	eval-auc:0.702025	train-auc:0.831293
[111]	eval-auc:0.702625	train-auc:0.83187
[112]	eval-auc:0.703846	train-auc:0.83291
	Score 0.7038458258719196


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 6, 'min_child_weight': 4.0, 'n_estimators': 166.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.62139	train-auc:0.723061
[1]	eval-auc:0.627299	train-auc:0.759176
[2]	eval-auc:0.630971	train-auc:0.787905
[3]	eval-auc:0.642615	train-auc:0.793342
[4]	eval-auc:0.671249	train-auc:0.812733
[5]	eval-auc:0.67601	train-auc:0.823211
[6]	eval-auc:0.676603	train-auc:0.830732
[7]	eval-auc:0.672797	train-auc:0.835648
[8]	eval-auc:0.680326	train-auc:0.84826
[9]	eval-auc:0.680886	train-auc:0.84893
[10]	eval-auc:0.68172	train-auc:0.857694
[11]	eval-auc:0.682375	train-auc:0.859172
[12]	eval-auc:0.681969	train-auc:0.858565
[13]	eval-auc:0.682224	train-auc:0.858511
[14]	eval-auc:0.684448	train-auc:0.859347
[15]	eval-auc:0.682622	train-auc:0.865088
[16]	eval-auc:0.679234	train-auc:0.868138
[17]	eval-auc:0.684887	train-auc:0.875589
[18]	eval-auc:0.685989	train-auc:0.877968
[19]	eval-auc:0.687382	train-auc:0.882583
[20]	eval-auc:0.687522	train-auc:0.885114
[21]	eval-auc:0.688893	train-auc:0.887929
[22]	eval-auc:0.688949	train-auc:0.893364
[23]	eval-auc:0.690791	train-auc:0.897325
[24]	eval-auc:0.691056	train-auc:0.903127
[25]	eval-auc:0.690832	train-auc:0.905168
[26]	eval-auc:0.690798	train-auc:0.906249
[27]	eval-auc:0.691107	train-auc:0.910845
[28]	eval-auc:0.69185	train-auc:0.911337
[29]	eval-auc:0.691105	train-auc:0.912577
[30]	eval-auc:0.690452	train-auc:0.914602
[31]	eval-auc:0.689866	train-auc:0.91522
[32]	eval-auc:0.689623	train-auc:0.917661
[33]	eval-auc:0.689421	train-auc:0.918458
[34]	eval-auc:0.689078	train-auc:0.920342
[35]	eval-auc:0.690271	train-auc:0.922722
[36]	eval-auc:0.691017	train-auc:0.923846
[37]	eval-auc:0.691347	train-auc:0.92526
[38]	eval-auc:0.691003	train-auc:0.925846
[39]	eval-auc:0.689497	train-auc:0.927797
[40]	eval-auc:0.68948	train-auc:0.928531
[41]	eval-auc:0.689387	train-auc:0.930227
[42]	eval-auc:0.690053	train-auc:0.930618
[43]	eval-auc:0.690626	train-auc:0.931953
[44]	eval-auc:0.692107	train-auc:0.934597
[45]	eval-auc:0.693065	train-auc:0.935257
[46]	eval-auc:0.693927	train-auc:0.937895
[47]	eval-auc:0.692964	train-auc:0.93871
[48]	eval-auc:0.692253	train-auc:0.939929
[49]	eval-auc:0.692945	train-auc:0.941196
[50]	eval-auc:0.69231	train-auc:0.941793
[51]	eval-auc:0.690386	train-auc:0.942894
[52]	eval-auc:0.692183	train-auc:0.944393
[53]	eval-auc:0.692873	train-auc:0.945581
[54]	eval-auc:0.693287	train-auc:0.946114
[55]	eval-auc:0.693132	train-auc:0.948135
[56]	eval-auc:0.692908	train-auc:0.950813
[57]	eval-auc:0.692486	train-auc:0.952712
[58]	eval-auc:0.692661	train-auc:0.952781
[59]	eval-auc:0.693347	train-auc:0.95469
[60]	eval-auc:0.693809	train-auc:0.95513
[61]	eval-auc:0.694218	train-auc:0.955645
[62]	eval-auc:0.694645	train-auc:0.956473
[63]	eval-auc:0.695577	train-auc:0.957974
[64]	eval-auc:0.695437	train-auc:0.958438
[65]	eval-auc:0.695264	train-auc:0.958131
[66]	eval-auc:0.694961	train-auc:0.958286
[67]	eval-auc:0.695223	train-auc:0.95921
[68]	eval-auc:0.695615	train-auc:0.960296
[69]	eval-auc:0.695419	train-auc:0.96049
[70]	eval-auc:0.696636	train-auc:0.962433
[71]	eval-auc:0.696873	train-auc:0.963102
[72]	eval-auc:0.69602	train-auc:0.963426
[73]	eval-auc:0.695411	train-auc:0.963782
[74]	eval-auc:0.695957	train-auc:0.964724
[75]	eval-auc:0.696488	train-auc:0.965022
[76]	eval-auc:0.696668	train-auc:0.965583
[77]	eval-auc:0.696144	train-auc:0.966174
[78]	eval-auc:0.696109	train-auc:0.966835
[79]	eval-auc:0.694699	train-auc:0.967739
[80]	eval-auc:0.695935	train-auc:0.96914
[81]	eval-auc:0.696048	train-auc:0.96924
[82]	eval-auc:0.695972	train-auc:0.969256
[83]	eval-auc:0.695008	train-auc:0.969458
[84]	eval-auc:0.69463	train-auc:0.969622
[85]	eval-auc:0.695854	train-auc:0.970326
[86]	eval-auc:0.696019	train-auc:0.970422
[87]	eval-auc:0.695527	train-auc:0.970841
[88]	eval-auc:0.695746	train-auc:0.971615
[89]	eval-auc:0.69636	train-auc:0.972283
[90]	eval-auc:0.696132	train-auc:0.972602
[91]	eval-auc:0.696001	train-auc:0.973444
[92]	eval-auc:0.696113	train-auc:0.974606
[93]	eval-auc:0.695708	train-auc:0.97494
[94]	eval-auc:0.696113	train-auc:0.975693
[95]	eval-auc:0.696249	train-auc:0.976771
[96]	eval-auc:0.695819	train-auc:0.977378
[97]	eval-auc:0.695603	train-auc:0.977571
[98]	eval-auc:0.695719	train-auc:0.978135
[99]	eval-auc:0.696349	train-auc:0.978156
[100]	eval-auc:0.696989	train-auc:0.978349
[101]	eval-auc:0.697743	train-auc:0.978547
[102]	eval-auc:0.697945	train-auc:0.978626
[103]	eval-auc:0.698466	train-auc:0.97928
[104]	eval-auc:0.698533	train-auc:0.979547
[105]	eval-auc:0.697959	train-auc:0.979482
[106]	eval-auc:0.698332	train-auc:0.980194
[107]	eval-auc:0.698171	train-auc:0.980468
[108]	eval-auc:0.697383	train-auc:0.980751
[109]	eval-auc:0.697271	train-auc:0.980991
[110]	eval-auc:0.697216	train-auc:0.981426
[111]	eval-auc:0.697514	train-auc:0.982155
[112]	eval-auc:0.697301	train-auc:0.982444
[113]	eval-auc:0.697083	train-auc:0.982522
[114]	eval-auc:0.696741	train-auc:0.982958
[115]	eval-auc:0.69559	train-auc:0.983813
[116]	eval-auc:0.695742	train-auc:0.984617
[117]	eval-auc:0.696529	train-auc:0.984912
[118]	eval-auc:0.697051	train-auc:0.984948
[119]	eval-auc:0.697796	train-auc:0.985448
[120]	eval-auc:0.697502	train-auc:0.985747
[121]	eval-auc:0.698099	train-auc:0.986299
[122]	eval-auc:0.698519	train-auc:0.986462
[123]	eval-auc:0.698299	train-auc:0.986707
[124]	eval-auc:0.698534	train-auc:0.986913
[125]	eval-auc:0.698484	train-auc:0.986989
[126]	eval-auc:0.69793	train-auc:0.987116
[127]	eval-auc:0.698174	train-auc:0.987217
[128]	eval-auc:0.698464	train-auc:0.987432
[129]	eval-auc:0.698713	train-auc:0.987898
[130]	eval-auc:0.698935	train-auc:0.988165
[131]	eval-auc:0.699034	train-auc:0.988534
[132]	eval-auc:0.698119	train-auc:0.988774
[133]	eval-auc:0.69807	train-auc:0.989041
[134]	eval-auc:0.697922	train-auc:0.989119
[135]	eval-auc:0.697813	train-auc:0.989435
[136]	eval-auc:0.69766	train-auc:0.989817
[137]	eval-auc:0.698062	train-auc:0.989948
[138]	eval-auc:0.697915	train-auc:0.990496
[139]	eval-auc:0.697991	train-auc:0.990643
[140]	eval-auc:0.698273	train-auc:0.99068
[141]	eval-auc:0.698367	train-auc:0.990723
[142]	eval-auc:0.698346	train-auc:0.990789
[143]	eval-auc:0.698451	train-auc:0.990995
[144]	eval-auc:0.698285	train-auc:0.991005
[145]	eval-auc:0.698129	train-auc:0.991312
[146]	eval-auc:0.698454	train-auc:0.991754
[147]	eval-auc:0.69804	train-auc:0.991821
[148]	eval-auc:0.697872	train-auc:0.991946
[149]	eval-auc:0.697397	train-auc:0.991972
[150]	eval-auc:0.697627	train-auc:0.992058
[151]	eval-auc:0.697648	train-auc:0.992409
[152]	eval-auc:0.697721	train-auc:0.992626
[153]	eval-auc:0.697712	train-auc:0.99273
[154]	eval-auc:0.698426	train-auc:0.992981
[155]	eval-auc:0.698399	train-auc:0.993163
[156]	eval-auc:0.699433	train-auc:0.993327
[157]	eval-auc:0.699366	train-auc:0.993436
[158]	eval-auc:0.699079	train-auc:0.993659
[159]	eval-auc:0.699045	train-auc:0.993677
[160]	eval-auc:0.698148	train-auc:0.993782
[161]	eval-auc:0.698643	train-auc:0.993877
[162]	eval-auc:0.698576	train-auc:0.994127
[163]	eval-auc:0.6979	train-auc:0.994195
[164]	eval-auc:0.698624	train-auc:0.994267
[165]	eval-auc:0.698778	train-auc:0.994325
	Score 0.6987781554166819


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 13, 'min_child_weight': 4.0, 'n_estimators': 361.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.62687	train-auc:0.824843
[1]	eval-auc:0.632661	train-auc:0.888172
[2]	eval-auc:0.62585	train-auc:0.932507
[3]	eval-auc:0.636662	train-auc:0.951967
[4]	eval-auc:0.663481	train-auc:0.971322
[5]	eval-auc:0.659819	train-auc:0.982472
[6]	eval-auc:0.671683	train-auc:0.986201
[7]	eval-auc:0.666469	train-auc:0.990269
[8]	eval-auc:0.671672	train-auc:0.99347
[9]	eval-auc:0.668046	train-auc:0.994299
[10]	eval-auc:0.662042	train-auc:0.996071
[11]	eval-auc:0.660734	train-auc:0.997399
[12]	eval-auc:0.658418	train-auc:0.997859
[13]	eval-auc:0.658651	train-auc:0.998105
[14]	eval-auc:0.655624	train-auc:0.998533
[15]	eval-auc:0.654189	train-auc:0.999073
[16]	eval-auc:0.652813	train-auc:0.999148
[17]	eval-auc:0.667081	train-auc:0.9994
[18]	eval-auc:0.663967	train-auc:0.999459
[19]	eval-auc:0.671579	train-auc:0.999616
[20]	eval-auc:0.669044	train-auc:0.999673
[21]	eval-auc:0.670965	train-auc:0.999757
[22]	eval-auc:0.675127	train-auc:0.999816
[23]	eval-auc:0.675652	train-auc:0.999911
[24]	eval-auc:0.681789	train-auc:0.999933
[25]	eval-auc:0.681998	train-auc:0.99996
[26]	eval-auc:0.681169	train-auc:0.999978
[27]	eval-auc:0.681018	train-auc:0.999968
[28]	eval-auc:0.680732	train-auc:0.999981
[29]	eval-auc:0.677923	train-auc:0.999985
[30]	eval-auc:0.678957	train-auc:0.999991
[31]	eval-auc:0.679796	train-auc:0.999991
[32]	eval-auc:0.680294	train-auc:0.999985
[33]	eval-auc:0.681911	train-auc:0.999994
[34]	eval-auc:0.681896	train-auc:0.999994
[35]	eval-auc:0.68333	train-auc:0.999993
[36]	eval-auc:0.683243	train-auc:0.999995
[37]	eval-auc:0.680854	train-auc:0.999997
[38]	eval-auc:0.680903	train-auc:0.999998
[39]	eval-auc:0.679051	train-auc:1
[40]	eval-auc:0.678713	train-auc:1
[41]	eval-auc:0.679301	train-auc:1
[42]	eval-auc:0.678591	train-auc:1
[43]	eval-auc:0.678259	train-auc:1
[44]	eval-auc:0.682486	train-auc:1
[45]	eval-auc:0.681585	train-auc:1
[46]	eval-auc:0.685054	train-auc:1
[47]	eval-auc:0.684717	train-auc:1
[48]	eval-auc:0.684361	train-auc:1
[49]	eval-auc:0.684327	train-auc:1
[50]	eval-auc:0.684656	train-auc:1
[51]	eval-auc:0.684225	train-auc:1
[52]	eval-auc:0.683883	train-auc:1
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[60]	eval-auc:0.683211	train-auc:1
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[68]	eval-auc:0.685361	train-auc:1
[69]	eval-auc:0.685337	train-auc:1
[70]	eval-auc:0.686668	train-auc:1
[71]	eval-auc:0.685418	train-auc:1
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[75]	eval-auc:0.682614	train-auc:1
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[81]	eval-auc:0.679511	train-auc:1
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[83]	eval-auc:0.680333	train-auc:1
[84]	eval-auc:0.680816	train-auc:1
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[86]	eval-auc:0.681699	train-auc:1
[87]	eval-auc:0.683065	train-auc:1
[88]	eval-auc:0.683336	train-auc:1
[89]	eval-auc:0.683683	train-auc:1
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[92]	eval-auc:0.681865	train-auc:1
[93]	eval-auc:0.682055	train-auc:1
[94]	eval-auc:0.680688	train-auc:1
[95]	eval-auc:0.681241	train-auc:1
[96]	eval-auc:0.680849	train-auc:1
[97]	eval-auc:0.681181	train-auc:1
[98]	eval-auc:0.681589	train-auc:1
[99]	eval-auc:0.681198	train-auc:1
[100]	eval-auc:0.68042	train-auc:1
[101]	eval-auc:0.679775	train-auc:1
[102]	eval-auc:0.67935	train-auc:1
[103]	eval-auc:0.68074	train-auc:1
[104]	eval-auc:0.680336	train-auc:1
[105]	eval-auc:0.680184	train-auc:1
[106]	eval-auc:0.679383	train-auc:1
[107]	eval-auc:0.679441	train-auc:1
[108]	eval-auc:0.679051	train-auc:1
[109]	eval-auc:0.678169	train-auc:1
[110]	eval-auc:0.677872	train-auc:1
[111]	eval-auc:0.677761	train-auc:1
[112]	eval-auc:0.677777	train-auc:1
[113]	eval-auc:0.679235	train-auc:1
[114]	eval-auc:0.679517	train-auc:1
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[118]	eval-auc:0.67945	train-auc:1
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[120]	eval-auc:0.679413	train-auc:1
[121]	eval-auc:0.679438	train-auc:1
[122]	eval-auc:0.680309	train-auc:1
[123]	eval-auc:0.679726	train-auc:1
[124]	eval-auc:0.680192	train-auc:1
[125]	eval-auc:0.679541	train-auc:1
[126]	eval-auc:0.679619	train-auc:1
[127]	eval-auc:0.680129	train-auc:1
[128]	eval-auc:0.680221	train-auc:1
[129]	eval-auc:0.680496	train-auc:1
[130]	eval-auc:0.680813	train-auc:1
[131]	eval-auc:0.681002	train-auc:1
[132]	eval-auc:0.681145	train-auc:1
[133]	eval-auc:0.680828	train-auc:1
[134]	eval-auc:0.680444	train-auc:1
[135]	eval-auc:0.680068	train-auc:1
[136]	eval-auc:0.679843	train-auc:1
[137]	eval-auc:0.679758	train-auc:1
[138]	eval-auc:0.680111	train-auc:1
[139]	eval-auc:0.680301	train-auc:1
[140]	eval-auc:0.680265	train-auc:1
[141]	eval-auc:0.679683	train-auc:1
[142]	eval-auc:0.679579	train-auc:1
[143]	eval-auc:0.679328	train-auc:1
[144]	eval-auc:0.678922	train-auc:1
[145]	eval-auc:0.678756	train-auc:1
[146]	eval-auc:0.678456	train-auc:1
[147]	eval-auc:0.67843	train-auc:1
[148]	eval-auc:0.678986	train-auc:1
[149]	eval-auc:0.678858	train-auc:1
[150]	eval-auc:0.678754	train-auc:1
[151]	eval-auc:0.678177	train-auc:1
[152]	eval-auc:0.678402	train-auc:1
[153]	eval-auc:0.678564	train-auc:1
[154]	eval-auc:0.678806	train-auc:1
[155]	eval-auc:0.678453	train-auc:1
[156]	eval-auc:0.678782	train-auc:1
[157]	eval-auc:0.678782	train-auc:1
[158]	eval-auc:0.678782	train-auc:1
[159]	eval-auc:0.678701	train-auc:1
[160]	eval-auc:0.678591	train-auc:1
[161]	eval-auc:0.678645	train-auc:1
[162]	eval-auc:0.67885	train-auc:1
[163]	eval-auc:0.678556	train-auc:1
[164]	eval-auc:0.67845	train-auc:1
[165]	eval-auc:0.678654	train-auc:1
[166]	eval-auc:0.678654	train-auc:1
[167]	eval-auc:0.678911	train-auc:1
[168]	eval-auc:0.679378	train-auc:1
[169]	eval-auc:0.679304	train-auc:1
[170]	eval-auc:0.679319	train-auc:1
[171]	eval-auc:0.679342	train-auc:1
[172]	eval-auc:0.679368	train-auc:1
[173]	eval-auc:0.678713	train-auc:1
[174]	eval-auc:0.678605	train-auc:1
[175]	eval-auc:0.67859	train-auc:1
[176]	eval-auc:0.678256	train-auc:1
[177]	eval-auc:0.677965	train-auc:1
[178]	eval-auc:0.678673	train-auc:1
[179]	eval-auc:0.678619	train-auc:1
[180]	eval-auc:0.678742	train-auc:1
[181]	eval-auc:0.678742	train-auc:1
[182]	eval-auc:0.678539	train-auc:1
[183]	eval-auc:0.678504	train-auc:1
[184]	eval-auc:0.678479	train-auc:1
[185]	eval-auc:0.67868	train-auc:1
[186]	eval-auc:0.679135	train-auc:1
[187]	eval-auc:0.679135	train-auc:1
[188]	eval-auc:0.679065	train-auc:1
[189]	eval-auc:0.679065	train-auc:1
[190]	eval-auc:0.679065	train-auc:1
[191]	eval-auc:0.679065	train-auc:1
[192]	eval-auc:0.679136	train-auc:1
[193]	eval-auc:0.678891	train-auc:1
[194]	eval-auc:0.678891	train-auc:1
[195]	eval-auc:0.678707	train-auc:1
[196]	eval-auc:0.678882	train-auc:1
[197]	eval-auc:0.678981	train-auc:1
[198]	eval-auc:0.678928	train-auc:1
[199]	eval-auc:0.678948	train-auc:1
[200]	eval-auc:0.678514	train-auc:1
[201]	eval-auc:0.678514	train-auc:1
[202]	eval-auc:0.678575	train-auc:1
[203]	eval-auc:0.678578	train-auc:1
[204]	eval-auc:0.678673	train-auc:1
[205]	eval-auc:0.678673	train-auc:1
[206]	eval-auc:0.678734	train-auc:1
[207]	eval-auc:0.678472	train-auc:1
[208]	eval-auc:0.678489	train-auc:1
[209]	eval-auc:0.67837	train-auc:1
[210]	eval-auc:0.678151	train-auc:1
[211]	eval-auc:0.678151	train-auc:1
[212]	eval-auc:0.678136	train-auc:1
[213]	eval-auc:0.678393	train-auc:1
[214]	eval-auc:0.678393	train-auc:1
[215]	eval-auc:0.678393	train-auc:1
[216]	eval-auc:0.678393	train-auc:1
[217]	eval-auc:0.678261	train-auc:1
[218]	eval-auc:0.678261	train-auc:1
[219]	eval-auc:0.678205	train-auc:1
[220]	eval-auc:0.677934	train-auc:1
[221]	eval-auc:0.677404	train-auc:1
[222]	eval-auc:0.677603	train-auc:1
[223]	eval-auc:0.677901	train-auc:1
[224]	eval-auc:0.677743	train-auc:1
[225]	eval-auc:0.678186	train-auc:1
[226]	eval-auc:0.678186	train-auc:1
[227]	eval-auc:0.678294	train-auc:1
[228]	eval-auc:0.678294	train-auc:1
[229]	eval-auc:0.678032	train-auc:1
[230]	eval-auc:0.677346	train-auc:1
[231]	eval-auc:0.677245	train-auc:1
[232]	eval-auc:0.677256	train-auc:1
[233]	eval-auc:0.677256	train-auc:1
[234]	eval-auc:0.677209	train-auc:1
[235]	eval-auc:0.677027	train-auc:1
[236]	eval-auc:0.676856	train-auc:1
[237]	eval-auc:0.676856	train-auc:1
[238]	eval-auc:0.676856	train-auc:1
[239]	eval-auc:0.676856	train-auc:1
[240]	eval-auc:0.676582	train-auc:1
[241]	eval-auc:0.676485	train-auc:1
[242]	eval-auc:0.676813	train-auc:1
[243]	eval-auc:0.676881	train-auc:1
[244]	eval-auc:0.677174	train-auc:1
[245]	eval-auc:0.677174	train-auc:1
[246]	eval-auc:0.676966	train-auc:1
[247]	eval-auc:0.676966	train-auc:1
[248]	eval-auc:0.676966	train-auc:1
[249]	eval-auc:0.677548	train-auc:1
[250]	eval-auc:0.677889	train-auc:1
[251]	eval-auc:0.677956	train-auc:1
[252]	eval-auc:0.67792	train-auc:1
[253]	eval-auc:0.677874	train-auc:1
[254]	eval-auc:0.677874	train-auc:1
[255]	eval-auc:0.677874	train-auc:1
[256]	eval-auc:0.677854	train-auc:1
[257]	eval-auc:0.678063	train-auc:1
[258]	eval-auc:0.67838	train-auc:1
[259]	eval-auc:0.678597	train-auc:1
[260]	eval-auc:0.678597	train-auc:1
[261]	eval-auc:0.678597	train-auc:1
[262]	eval-auc:0.678823	train-auc:1
[263]	eval-auc:0.679103	train-auc:1
[264]	eval-auc:0.679002	train-auc:1
[265]	eval-auc:0.679193	train-auc:1
[266]	eval-auc:0.679409	train-auc:1
[267]	eval-auc:0.67912	train-auc:1
[268]	eval-auc:0.678791	train-auc:1
[269]	eval-auc:0.678791	train-auc:1
[270]	eval-auc:0.678363	train-auc:1
[271]	eval-auc:0.678363	train-auc:1
[272]	eval-auc:0.678363	train-auc:1
[273]	eval-auc:0.678363	train-auc:1
[274]	eval-auc:0.677783	train-auc:1
[275]	eval-auc:0.677726	train-auc:1
[276]	eval-auc:0.678113	train-auc:1
[277]	eval-auc:0.678113	train-auc:1
[278]	eval-auc:0.678113	train-auc:1
[279]	eval-auc:0.678113	train-auc:1
[280]	eval-auc:0.678025	train-auc:1
[281]	eval-auc:0.678025	train-auc:1
[282]	eval-auc:0.678078	train-auc:1
[283]	eval-auc:0.677993	train-auc:1
[284]	eval-auc:0.678323	train-auc:1
[285]	eval-auc:0.678323	train-auc:1
[286]	eval-auc:0.678323	train-auc:1
[287]	eval-auc:0.678195	train-auc:1
[288]	eval-auc:0.678195	train-auc:1
[289]	eval-auc:0.678195	train-auc:1
[290]	eval-auc:0.681264	train-auc:1
[291]	eval-auc:0.680578	train-auc:1
[292]	eval-auc:0.680578	train-auc:1
[293]	eval-auc:0.680956	train-auc:1
[294]	eval-auc:0.680956	train-auc:1
[295]	eval-auc:0.680524	train-auc:1
[296]	eval-auc:0.680347	train-auc:1
[297]	eval-auc:0.680227	train-auc:1
[298]	eval-auc:0.680227	train-auc:1
[299]	eval-auc:0.680227	train-auc:1
[300]	eval-auc:0.680227	train-auc:1
[301]	eval-auc:0.680466	train-auc:1
[302]	eval-auc:0.680023	train-auc:1
[303]	eval-auc:0.679971	train-auc:1
[304]	eval-auc:0.680272	train-auc:1
[305]	eval-auc:0.679921	train-auc:1
[306]	eval-auc:0.679921	train-auc:1
[307]	eval-auc:0.679921	train-auc:1
[308]	eval-auc:0.679921	train-auc:1
[309]	eval-auc:0.679921	train-auc:1
[310]	eval-auc:0.679921	train-auc:1
[311]	eval-auc:0.679921	train-auc:1
[312]	eval-auc:0.679921	train-auc:1
[313]	eval-auc:0.680999	train-auc:1
[314]	eval-auc:0.680955	train-auc:1
[315]	eval-auc:0.680792	train-auc:1
[316]	eval-auc:0.680792	train-auc:1
[317]	eval-auc:0.680792	train-auc:1
[318]	eval-auc:0.680792	train-auc:1
[319]	eval-auc:0.680792	train-auc:1
[320]	eval-auc:0.680865	train-auc:1
[321]	eval-auc:0.680572	train-auc:1
[322]	eval-auc:0.680572	train-auc:1
[323]	eval-auc:0.680572	train-auc:1
[324]	eval-auc:0.680572	train-auc:1
[325]	eval-auc:0.680572	train-auc:1
[326]	eval-auc:0.680572	train-auc:1
[327]	eval-auc:0.680572	train-auc:1
[328]	eval-auc:0.680572	train-auc:1
[329]	eval-auc:0.680572	train-auc:1
[330]	eval-auc:0.680572	train-auc:1
[331]	eval-auc:0.680572	train-auc:1
[332]	eval-auc:0.680572	train-auc:1
[333]	eval-auc:0.680572	train-auc:1
[334]	eval-auc:0.680572	train-auc:1
[335]	eval-auc:0.68037	train-auc:1
[336]	eval-auc:0.68037	train-auc:1
[337]	eval-auc:0.68037	train-auc:1
[338]	eval-auc:0.68037	train-auc:1
[339]	eval-auc:0.68037	train-auc:1
[340]	eval-auc:0.680263	train-auc:1
[341]	eval-auc:0.680263	train-auc:1
[342]	eval-auc:0.679983	train-auc:1
[343]	eval-auc:0.680387	train-auc:1
[344]	eval-auc:0.680387	train-auc:1
[345]	eval-auc:0.679683	train-auc:1
[346]	eval-auc:0.679683	train-auc:1
[347]	eval-auc:0.680324	train-auc:1
[348]	eval-auc:0.680324	train-auc:1
[349]	eval-auc:0.680324	train-auc:1
[350]	eval-auc:0.680324	train-auc:1
[351]	eval-auc:0.680612	train-auc:1
[352]	eval-auc:0.680612	train-auc:1
[353]	eval-auc:0.681227	train-auc:1
[354]	eval-auc:0.681232	train-auc:1
[355]	eval-auc:0.681232	train-auc:1
[356]	eval-auc:0.681232	train-auc:1
[357]	eval-auc:0.681232	train-auc:1
[358]	eval-auc:0.681232	train-auc:1
[359]	eval-auc:0.681232	train-auc:1
[360]	eval-auc:0.681232	train-auc:1
	Score 0.6812316510129249


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 1, 'min_child_weight': 3.0, 'n_estimators': 258.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.548351	train-auc:0.559549
[1]	eval-auc:0.6691	train-auc:0.677286
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.6691	train-auc:0.677286
[4]	eval-auc:0.6691	train-auc:0.677286
[5]	eval-auc:0.698665	train-auc:0.69891
[6]	eval-auc:0.698665	train-auc:0.69891
[7]	eval-auc:0.698665	train-auc:0.69891
[8]	eval-auc:0.698498	train-auc:0.698948
[9]	eval-auc:0.698684	train-auc:0.699204
[10]	eval-auc:0.698474	train-auc:0.6991
[11]	eval-auc:0.699695	train-auc:0.698738
[12]	eval-auc:0.699591	train-auc:0.698724
[13]	eval-auc:0.69837	train-auc:0.699086
[14]	eval-auc:0.69837	train-auc:0.699086
[15]	eval-auc:0.699894	train-auc:0.698837
[16]	eval-auc:0.698062	train-auc:0.700797
[17]	eval-auc:0.705506	train-auc:0.703073
[18]	eval-auc:0.704458	train-auc:0.701301
[19]	eval-auc:0.704365	train-auc:0.701276
[20]	eval-auc:0.70436	train-auc:0.701291
[21]	eval-auc:0.705621	train-auc:0.703369
[22]	eval-auc:0.704897	train-auc:0.701766
[23]	eval-auc:0.704494	train-auc:0.701712
[24]	eval-auc:0.699185	train-auc:0.699634
[25]	eval-auc:0.700257	train-auc:0.702421
[26]	eval-auc:0.700599	train-auc:0.703237
[27]	eval-auc:0.701145	train-auc:0.703421
[28]	eval-auc:0.701665	train-auc:0.70357
[29]	eval-auc:0.702226	train-auc:0.704518
[30]	eval-auc:0.702562	train-auc:0.705722
[31]	eval-auc:0.70288	train-auc:0.705911
[32]	eval-auc:0.705382	train-auc:0.708094
[33]	eval-auc:0.705467	train-auc:0.708142
[34]	eval-auc:0.702023	train-auc:0.710897
[35]	eval-auc:0.703153	train-auc:0.710505
[36]	eval-auc:0.702795	train-auc:0.711071
[37]	eval-auc:0.704354	train-auc:0.711357
[38]	eval-auc:0.704977	train-auc:0.71188
[39]	eval-auc:0.705453	train-auc:0.712667
[40]	eval-auc:0.705926	train-auc:0.712481
[41]	eval-auc:0.706142	train-auc:0.713126
[42]	eval-auc:0.705979	train-auc:0.713072
[43]	eval-auc:0.705943	train-auc:0.713477
[44]	eval-auc:0.705095	train-auc:0.712889
[45]	eval-auc:0.705809	train-auc:0.712999
[46]	eval-auc:0.706164	train-auc:0.713256
[47]	eval-auc:0.70526	train-auc:0.71361
[48]	eval-auc:0.705454	train-auc:0.713727
[49]	eval-auc:0.705731	train-auc:0.713666
[50]	eval-auc:0.704386	train-auc:0.713786
[51]	eval-auc:0.704229	train-auc:0.7134
[52]	eval-auc:0.704373	train-auc:0.713629
[53]	eval-auc:0.703988	train-auc:0.713318
[54]	eval-auc:0.703978	train-auc:0.713957
[55]	eval-auc:0.703346	train-auc:0.714267
[56]	eval-auc:0.702366	train-auc:0.714542
[57]	eval-auc:0.702602	train-auc:0.714705
[58]	eval-auc:0.702777	train-auc:0.714761
[59]	eval-auc:0.702398	train-auc:0.715098
[60]	eval-auc:0.702654	train-auc:0.715203
[61]	eval-auc:0.702567	train-auc:0.715363
[62]	eval-auc:0.702928	train-auc:0.715705
[63]	eval-auc:0.70356	train-auc:0.715963
[64]	eval-auc:0.704588	train-auc:0.716393
[65]	eval-auc:0.705369	train-auc:0.716268
[66]	eval-auc:0.705452	train-auc:0.716526
[67]	eval-auc:0.704621	train-auc:0.71664
[68]	eval-auc:0.704798	train-auc:0.716596
[69]	eval-auc:0.70457	train-auc:0.716807
[70]	eval-auc:0.70442	train-auc:0.717275
[71]	eval-auc:0.703818	train-auc:0.717519
[72]	eval-auc:0.703919	train-auc:0.71759
[73]	eval-auc:0.702291	train-auc:0.717677
[74]	eval-auc:0.702957	train-auc:0.71762
[75]	eval-auc:0.702992	train-auc:0.717748
[76]	eval-auc:0.702813	train-auc:0.717957
[77]	eval-auc:0.701776	train-auc:0.718257
[78]	eval-auc:0.702009	train-auc:0.718437
[79]	eval-auc:0.702056	train-auc:0.718381
[80]	eval-auc:0.70208	train-auc:0.718734
[81]	eval-auc:0.702099	train-auc:0.718665
[82]	eval-auc:0.701873	train-auc:0.718844
[83]	eval-auc:0.702083	train-auc:0.718973
[84]	eval-auc:0.70221	train-auc:0.719011
[85]	eval-auc:0.701921	train-auc:0.718814
[86]	eval-auc:0.701551	train-auc:0.718955
[87]	eval-auc:0.701726	train-auc:0.719187
[88]	eval-auc:0.702019	train-auc:0.719355
[89]	eval-auc:0.702038	train-auc:0.719302
[90]	eval-auc:0.701256	train-auc:0.719502
[91]	eval-auc:0.701959	train-auc:0.719704
[92]	eval-auc:0.701843	train-auc:0.719614
[93]	eval-auc:0.701822	train-auc:0.719779
[94]	eval-auc:0.702057	train-auc:0.720043
[95]	eval-auc:0.702216	train-auc:0.719992
[96]	eval-auc:0.702159	train-auc:0.720119
[97]	eval-auc:0.701872	train-auc:0.720203
[98]	eval-auc:0.702071	train-auc:0.720343
[99]	eval-auc:0.702268	train-auc:0.720414
[100]	eval-auc:0.702025	train-auc:0.720479
[101]	eval-auc:0.701868	train-auc:0.720591
[102]	eval-auc:0.70207	train-auc:0.720697
[103]	eval-auc:0.70215	train-auc:0.720907
[104]	eval-auc:0.702851	train-auc:0.720935
[105]	eval-auc:0.702356	train-auc:0.72119
[106]	eval-auc:0.70249	train-auc:0.721217
[107]	eval-auc:0.702531	train-auc:0.721289
[108]	eval-auc:0.703279	train-auc:0.721165
[109]	eval-auc:0.703027	train-auc:0.721308
[110]	eval-auc:0.702772	train-auc:0.72138
[111]	eval-auc:0.702249	train-auc:0.7216
[112]	eval-auc:0.702522	train-auc:0.721828
[113]	eval-auc:0.701719	train-auc:0.721952
[114]	eval-auc:0.701605	train-auc:0.721827
[115]	eval-auc:0.701791	train-auc:0.721943
[116]	eval-auc:0.702013	train-auc:0.722043
[117]	eval-auc:0.702176	train-auc:0.722266
[118]	eval-auc:0.702692	train-auc:0.722225
[119]	eval-auc:0.702094	train-auc:0.722378
[120]	eval-auc:0.701981	train-auc:0.722362
[121]	eval-auc:0.701925	train-auc:0.72262
[122]	eval-auc:0.701924	train-auc:0.722803
[123]	eval-auc:0.701784	train-auc:0.722979
[124]	eval-auc:0.701569	train-auc:0.723055
[125]	eval-auc:0.701294	train-auc:0.72304
[126]	eval-auc:0.700816	train-auc:0.7231
[127]	eval-auc:0.700809	train-auc:0.723155
[128]	eval-auc:0.701152	train-auc:0.723257
[129]	eval-auc:0.70084	train-auc:0.723404
[130]	eval-auc:0.701173	train-auc:0.723419
[131]	eval-auc:0.70163	train-auc:0.723608
[132]	eval-auc:0.701846	train-auc:0.723903
[133]	eval-auc:0.701585	train-auc:0.723833
[134]	eval-auc:0.701789	train-auc:0.723999
[135]	eval-auc:0.70151	train-auc:0.724127
[136]	eval-auc:0.701313	train-auc:0.72427
[137]	eval-auc:0.701117	train-auc:0.724178
[138]	eval-auc:0.701131	train-auc:0.72428
[139]	eval-auc:0.701085	train-auc:0.724279
[140]	eval-auc:0.701129	train-auc:0.724171
[141]	eval-auc:0.701212	train-auc:0.724383
[142]	eval-auc:0.701298	train-auc:0.72447
[143]	eval-auc:0.701247	train-auc:0.724561
[144]	eval-auc:0.701272	train-auc:0.724675
[145]	eval-auc:0.701435	train-auc:0.724788
[146]	eval-auc:0.701558	train-auc:0.725035
[147]	eval-auc:0.701249	train-auc:0.725216
[148]	eval-auc:0.701174	train-auc:0.725245
[149]	eval-auc:0.701121	train-auc:0.725213
[150]	eval-auc:0.701077	train-auc:0.72525
[151]	eval-auc:0.701092	train-auc:0.725296
[152]	eval-auc:0.701135	train-auc:0.725121
[153]	eval-auc:0.701072	train-auc:0.725307
[154]	eval-auc:0.701272	train-auc:0.725404
[155]	eval-auc:0.700931	train-auc:0.725561
[156]	eval-auc:0.700947	train-auc:0.725673
[157]	eval-auc:0.700994	train-auc:0.725688
[158]	eval-auc:0.700913	train-auc:0.725856
[159]	eval-auc:0.701534	train-auc:0.725853
[160]	eval-auc:0.702282	train-auc:0.725974
[161]	eval-auc:0.702299	train-auc:0.726335
[162]	eval-auc:0.702034	train-auc:0.726338
[163]	eval-auc:0.701175	train-auc:0.72639
[164]	eval-auc:0.701187	train-auc:0.726388
[165]	eval-auc:0.700647	train-auc:0.726504
[166]	eval-auc:0.700805	train-auc:0.726233
[167]	eval-auc:0.700762	train-auc:0.726326
[168]	eval-auc:0.70132	train-auc:0.726409
[169]	eval-auc:0.701307	train-auc:0.726512
[170]	eval-auc:0.701282	train-auc:0.726574
[171]	eval-auc:0.701557	train-auc:0.726662
[172]	eval-auc:0.701711	train-auc:0.726898
[173]	eval-auc:0.701947	train-auc:0.727043
[174]	eval-auc:0.701836	train-auc:0.727098
[175]	eval-auc:0.701903	train-auc:0.727345
[176]	eval-auc:0.702507	train-auc:0.727434
[177]	eval-auc:0.701065	train-auc:0.727595
[178]	eval-auc:0.700848	train-auc:0.727615
[179]	eval-auc:0.701699	train-auc:0.727682
[180]	eval-auc:0.701447	train-auc:0.727829
[181]	eval-auc:0.701598	train-auc:0.728026
[182]	eval-auc:0.701301	train-auc:0.728079
[183]	eval-auc:0.701446	train-auc:0.728181
[184]	eval-auc:0.701225	train-auc:0.72808
[185]	eval-auc:0.701525	train-auc:0.728245
[186]	eval-auc:0.702265	train-auc:0.728311
[187]	eval-auc:0.701441	train-auc:0.728416
[188]	eval-auc:0.701288	train-auc:0.728525
[189]	eval-auc:0.701534	train-auc:0.7286
[190]	eval-auc:0.702008	train-auc:0.728659
[191]	eval-auc:0.70138	train-auc:0.728825
[192]	eval-auc:0.700835	train-auc:0.728744
[193]	eval-auc:0.701591	train-auc:0.728799
[194]	eval-auc:0.701039	train-auc:0.72897
[195]	eval-auc:0.700991	train-auc:0.728866
[196]	eval-auc:0.701044	train-auc:0.729136
[197]	eval-auc:0.700963	train-auc:0.728869
[198]	eval-auc:0.700883	train-auc:0.729016
[199]	eval-auc:0.701056	train-auc:0.729083
[200]	eval-auc:0.701513	train-auc:0.729128
[201]	eval-auc:0.701582	train-auc:0.729227
[202]	eval-auc:0.701411	train-auc:0.729412
[203]	eval-auc:0.701537	train-auc:0.729788
[204]	eval-auc:0.701714	train-auc:0.729928
[205]	eval-auc:0.70155	train-auc:0.729838
[206]	eval-auc:0.701475	train-auc:0.729864
[207]	eval-auc:0.70124	train-auc:0.7299
[208]	eval-auc:0.701135	train-auc:0.729986
[209]	eval-auc:0.701064	train-auc:0.730013
[210]	eval-auc:0.700994	train-auc:0.729953
[211]	eval-auc:0.701119	train-auc:0.729983
[212]	eval-auc:0.701225	train-auc:0.730359
[213]	eval-auc:0.701317	train-auc:0.730597
[214]	eval-auc:0.700717	train-auc:0.730784
[215]	eval-auc:0.700781	train-auc:0.731056
[216]	eval-auc:0.701167	train-auc:0.731085
[217]	eval-auc:0.701444	train-auc:0.731276
[218]	eval-auc:0.701412	train-auc:0.731262
[219]	eval-auc:0.701585	train-auc:0.731523
[220]	eval-auc:0.701825	train-auc:0.731753
[221]	eval-auc:0.701644	train-auc:0.731778
[222]	eval-auc:0.700759	train-auc:0.731607
[223]	eval-auc:0.700621	train-auc:0.731623
[224]	eval-auc:0.700541	train-auc:0.731706
[225]	eval-auc:0.699964	train-auc:0.731757
[226]	eval-auc:0.700295	train-auc:0.731958
[227]	eval-auc:0.699728	train-auc:0.731899
[228]	eval-auc:0.699736	train-auc:0.732046
[229]	eval-auc:0.699349	train-auc:0.732132
[230]	eval-auc:0.699305	train-auc:0.731927
[231]	eval-auc:0.69887	train-auc:0.732008
[232]	eval-auc:0.698844	train-auc:0.731976
[233]	eval-auc:0.698898	train-auc:0.732098
[234]	eval-auc:0.698486	train-auc:0.732151
[235]	eval-auc:0.698288	train-auc:0.731979
[236]	eval-auc:0.698722	train-auc:0.73215
[237]	eval-auc:0.698372	train-auc:0.73223
[238]	eval-auc:0.697776	train-auc:0.732224
[239]	eval-auc:0.69779	train-auc:0.732291
[240]	eval-auc:0.697773	train-auc:0.73227
[241]	eval-auc:0.696792	train-auc:0.732393
[242]	eval-auc:0.696856	train-auc:0.732065
[243]	eval-auc:0.696875	train-auc:0.732159
[244]	eval-auc:0.696633	train-auc:0.732234
[245]	eval-auc:0.696722	train-auc:0.732398
[246]	eval-auc:0.696654	train-auc:0.732419
[247]	eval-auc:0.696569	train-auc:0.732538
[248]	eval-auc:0.696636	train-auc:0.732705
[249]	eval-auc:0.696773	train-auc:0.73288
[250]	eval-auc:0.697458	train-auc:0.73294
[251]	eval-auc:0.69754	train-auc:0.733111
[252]	eval-auc:0.697418	train-auc:0.733187
[253]	eval-auc:0.697423	train-auc:0.73295
[254]	eval-auc:0.697604	train-auc:0.733237
[255]	eval-auc:0.69779	train-auc:0.73335
[256]	eval-auc:0.698012	train-auc:0.733402
[257]	eval-auc:0.697539	train-auc:0.733582
	Score 0.6975386470781711


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.35000000000000003, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 5, 'min_child_weight': 5.0, 'n_estimators': 326.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.639168	train-auc:0.720253
[1]	eval-auc:0.655175	train-auc:0.749694
[2]	eval-auc:0.655858	train-auc:0.776775
[3]	eval-auc:0.662619	train-auc:0.790919
[4]	eval-auc:0.689753	train-auc:0.825488
[5]	eval-auc:0.6934	train-auc:0.834575
[6]	eval-auc:0.697708	train-auc:0.838234
[7]	eval-auc:0.697541	train-auc:0.844557
[8]	eval-auc:0.695043	train-auc:0.857015
[9]	eval-auc:0.692935	train-auc:0.86396
[10]	eval-auc:0.693723	train-auc:0.867885
[11]	eval-auc:0.693761	train-auc:0.869446
[12]	eval-auc:0.691618	train-auc:0.870738
[13]	eval-auc:0.691539	train-auc:0.876123
[14]	eval-auc:0.688803	train-auc:0.882754
[15]	eval-auc:0.686999	train-auc:0.890334
[16]	eval-auc:0.687806	train-auc:0.897768
[17]	eval-auc:0.686707	train-auc:0.899701
[18]	eval-auc:0.683792	train-auc:0.903804
[19]	eval-auc:0.683796	train-auc:0.906925
[20]	eval-auc:0.683055	train-auc:0.911113
[21]	eval-auc:0.684142	train-auc:0.914576
[22]	eval-auc:0.682519	train-auc:0.919328
[23]	eval-auc:0.680633	train-auc:0.923842
[24]	eval-auc:0.680418	train-auc:0.926215
[25]	eval-auc:0.681801	train-auc:0.929406
[26]	eval-auc:0.679424	train-auc:0.931441
[27]	eval-auc:0.683461	train-auc:0.935751
[28]	eval-auc:0.687201	train-auc:0.937815
[29]	eval-auc:0.686012	train-auc:0.938221
[30]	eval-auc:0.687469	train-auc:0.943312
[31]	eval-auc:0.686957	train-auc:0.944659
[32]	eval-auc:0.685011	train-auc:0.946178
[33]	eval-auc:0.684065	train-auc:0.948933
[34]	eval-auc:0.682823	train-auc:0.952293
[35]	eval-auc:0.685081	train-auc:0.954657
[36]	eval-auc:0.684713	train-auc:0.956657
[37]	eval-auc:0.684413	train-auc:0.959181
[38]	eval-auc:0.684385	train-auc:0.961166
[39]	eval-auc:0.683569	train-auc:0.962688
[40]	eval-auc:0.680894	train-auc:0.963559
[41]	eval-auc:0.67838	train-auc:0.964625
[42]	eval-auc:0.677659	train-auc:0.964944
[43]	eval-auc:0.677169	train-auc:0.965098
[44]	eval-auc:0.675815	train-auc:0.966066
[45]	eval-auc:0.673249	train-auc:0.966967
[46]	eval-auc:0.678584	train-auc:0.969782
[47]	eval-auc:0.677155	train-auc:0.970449
[48]	eval-auc:0.676472	train-auc:0.971449
[49]	eval-auc:0.677845	train-auc:0.972898
[50]	eval-auc:0.679292	train-auc:0.973557
[51]	eval-auc:0.676242	train-auc:0.974674
[52]	eval-auc:0.67555	train-auc:0.974825
[53]	eval-auc:0.675591	train-auc:0.974941
[54]	eval-auc:0.674667	train-auc:0.975438
[55]	eval-auc:0.67469	train-auc:0.976386
[56]	eval-auc:0.675453	train-auc:0.977957
[57]	eval-auc:0.675955	train-auc:0.97826
[58]	eval-auc:0.675348	train-auc:0.978691
[59]	eval-auc:0.675637	train-auc:0.979465
[60]	eval-auc:0.674381	train-auc:0.980102
[61]	eval-auc:0.675212	train-auc:0.980847
[62]	eval-auc:0.67441	train-auc:0.981156
[63]	eval-auc:0.677301	train-auc:0.98261
[64]	eval-auc:0.679834	train-auc:0.983015
[65]	eval-auc:0.680062	train-auc:0.983282
[66]	eval-auc:0.68024	train-auc:0.98361
[67]	eval-auc:0.679898	train-auc:0.984527
[68]	eval-auc:0.680012	train-auc:0.984791
[69]	eval-auc:0.677932	train-auc:0.985154
[70]	eval-auc:0.677023	train-auc:0.985602
[71]	eval-auc:0.676888	train-auc:0.98601
[72]	eval-auc:0.67555	train-auc:0.986248
[73]	eval-auc:0.675424	train-auc:0.986604
[74]	eval-auc:0.674507	train-auc:0.987153
[75]	eval-auc:0.674991	train-auc:0.987933
[76]	eval-auc:0.675354	train-auc:0.988117
[77]	eval-auc:0.676293	train-auc:0.988411
[78]	eval-auc:0.677026	train-auc:0.988864
[79]	eval-auc:0.677271	train-auc:0.988952
[80]	eval-auc:0.676872	train-auc:0.989788
[81]	eval-auc:0.677802	train-auc:0.990064
[82]	eval-auc:0.677422	train-auc:0.990223
[83]	eval-auc:0.678894	train-auc:0.99059
[84]	eval-auc:0.68116	train-auc:0.990992
[85]	eval-auc:0.682331	train-auc:0.991584
[86]	eval-auc:0.681806	train-auc:0.99169
[87]	eval-auc:0.682657	train-auc:0.991771
[88]	eval-auc:0.683025	train-auc:0.991834
[89]	eval-auc:0.682777	train-auc:0.992023
[90]	eval-auc:0.682961	train-auc:0.99244
[91]	eval-auc:0.683	train-auc:0.992611
[92]	eval-auc:0.683166	train-auc:0.992744
[93]	eval-auc:0.683325	train-auc:0.992797
[94]	eval-auc:0.682291	train-auc:0.99306
[95]	eval-auc:0.681692	train-auc:0.993295
[96]	eval-auc:0.681169	train-auc:0.99346
[97]	eval-auc:0.681673	train-auc:0.993868
[98]	eval-auc:0.683166	train-auc:0.993937
[99]	eval-auc:0.683031	train-auc:0.994097
[100]	eval-auc:0.683511	train-auc:0.994219
[101]	eval-auc:0.683039	train-auc:0.994496
[102]	eval-auc:0.682718	train-auc:0.994682
[103]	eval-auc:0.682543	train-auc:0.99483
[104]	eval-auc:0.683564	train-auc:0.995143
[105]	eval-auc:0.683883	train-auc:0.99526
[106]	eval-auc:0.682986	train-auc:0.99553
[107]	eval-auc:0.68336	train-auc:0.995646
[108]	eval-auc:0.68329	train-auc:0.995837
[109]	eval-auc:0.684429	train-auc:0.996019
[110]	eval-auc:0.684343	train-auc:0.9961
[111]	eval-auc:0.683204	train-auc:0.996303
[112]	eval-auc:0.682573	train-auc:0.996369
[113]	eval-auc:0.683141	train-auc:0.996519
[114]	eval-auc:0.682926	train-auc:0.996745
[115]	eval-auc:0.682059	train-auc:0.99681
[116]	eval-auc:0.68307	train-auc:0.997003
[117]	eval-auc:0.682754	train-auc:0.997093
[118]	eval-auc:0.682683	train-auc:0.997137
[119]	eval-auc:0.684107	train-auc:0.997127
[120]	eval-auc:0.683536	train-auc:0.997313
[121]	eval-auc:0.682805	train-auc:0.997406
[122]	eval-auc:0.681844	train-auc:0.997536
[123]	eval-auc:0.681408	train-auc:0.997617
[124]	eval-auc:0.683263	train-auc:0.997767
[125]	eval-auc:0.683472	train-auc:0.997846
[126]	eval-auc:0.682899	train-auc:0.99801
[127]	eval-auc:0.683123	train-auc:0.998018
[128]	eval-auc:0.68123	train-auc:0.998078
[129]	eval-auc:0.681009	train-auc:0.998114
[130]	eval-auc:0.679473	train-auc:0.99817
[131]	eval-auc:0.678801	train-auc:0.99811
[132]	eval-auc:0.679753	train-auc:0.998183
[133]	eval-auc:0.679235	train-auc:0.998261
[134]	eval-auc:0.678244	train-auc:0.998361
[135]	eval-auc:0.677636	train-auc:0.998421
[136]	eval-auc:0.678777	train-auc:0.998479
[137]	eval-auc:0.678815	train-auc:0.998537
[138]	eval-auc:0.680059	train-auc:0.998601
[139]	eval-auc:0.679156	train-auc:0.998611
[140]	eval-auc:0.678252	train-auc:0.998655
[141]	eval-auc:0.679261	train-auc:0.998718
[142]	eval-auc:0.678468	train-auc:0.998755
[143]	eval-auc:0.677671	train-auc:0.998795
[144]	eval-auc:0.676884	train-auc:0.998845
[145]	eval-auc:0.677431	train-auc:0.998858
[146]	eval-auc:0.676429	train-auc:0.99895
[147]	eval-auc:0.676609	train-auc:0.998998
[148]	eval-auc:0.677461	train-auc:0.99903
[149]	eval-auc:0.677961	train-auc:0.999044
[150]	eval-auc:0.679421	train-auc:0.999111
[151]	eval-auc:0.678613	train-auc:0.999134
[152]	eval-auc:0.677892	train-auc:0.999193
[153]	eval-auc:0.678246	train-auc:0.999261
[154]	eval-auc:0.678789	train-auc:0.999326
[155]	eval-auc:0.678951	train-auc:0.999323
[156]	eval-auc:0.679229	train-auc:0.999352
[157]	eval-auc:0.679316	train-auc:0.999336
[158]	eval-auc:0.67965	train-auc:0.99937
[159]	eval-auc:0.679167	train-auc:0.999386
[160]	eval-auc:0.680027	train-auc:0.99946
[161]	eval-auc:0.678788	train-auc:0.999532
[162]	eval-auc:0.678606	train-auc:0.999544
[163]	eval-auc:0.677419	train-auc:0.999567
[164]	eval-auc:0.677964	train-auc:0.999635
[165]	eval-auc:0.677394	train-auc:0.999641
[166]	eval-auc:0.676089	train-auc:0.999649
[167]	eval-auc:0.675902	train-auc:0.999656
[168]	eval-auc:0.675753	train-auc:0.999677
[169]	eval-auc:0.675753	train-auc:0.999708
[170]	eval-auc:0.675558	train-auc:0.999713
[171]	eval-auc:0.675305	train-auc:0.999704
[172]	eval-auc:0.674792	train-auc:0.999693
[173]	eval-auc:0.674964	train-auc:0.999718
[174]	eval-auc:0.67495	train-auc:0.99974
[175]	eval-auc:0.67423	train-auc:0.999767
[176]	eval-auc:0.674506	train-auc:0.999758
[177]	eval-auc:0.674209	train-auc:0.999764
[178]	eval-auc:0.67517	train-auc:0.999745
[179]	eval-auc:0.675689	train-auc:0.999748
[180]	eval-auc:0.675159	train-auc:0.999823
[181]	eval-auc:0.674469	train-auc:0.999839
[182]	eval-auc:0.673517	train-auc:0.999852
[183]	eval-auc:0.672458	train-auc:0.999853
[184]	eval-auc:0.67127	train-auc:0.999875
[185]	eval-auc:0.671393	train-auc:0.999876
[186]	eval-auc:0.672681	train-auc:0.999898
[187]	eval-auc:0.67347	train-auc:0.999894
[188]	eval-auc:0.672403	train-auc:0.99991
[189]	eval-auc:0.67286	train-auc:0.999938
[190]	eval-auc:0.672688	train-auc:0.999948
[191]	eval-auc:0.671616	train-auc:0.999956
[192]	eval-auc:0.672168	train-auc:0.999956
[193]	eval-auc:0.673769	train-auc:0.999951
[194]	eval-auc:0.67628	train-auc:0.999956
[195]	eval-auc:0.676461	train-auc:0.999952
[196]	eval-auc:0.676867	train-auc:0.99996
[197]	eval-auc:0.67612	train-auc:0.999961
[198]	eval-auc:0.676056	train-auc:0.999953
[199]	eval-auc:0.676039	train-auc:0.999956
[200]	eval-auc:0.675887	train-auc:0.999965
[201]	eval-auc:0.675812	train-auc:0.999979
[202]	eval-auc:0.675884	train-auc:0.999981
[203]	eval-auc:0.676344	train-auc:0.999978
[204]	eval-auc:0.676482	train-auc:0.999979
[205]	eval-auc:0.676435	train-auc:0.999981
[206]	eval-auc:0.676383	train-auc:0.999983
[207]	eval-auc:0.676609	train-auc:0.999982
[208]	eval-auc:0.67712	train-auc:0.999983
[209]	eval-auc:0.677839	train-auc:0.999985
[210]	eval-auc:0.677358	train-auc:0.999985
[211]	eval-auc:0.678262	train-auc:0.999987
[212]	eval-auc:0.677883	train-auc:0.999989
[213]	eval-auc:0.678447	train-auc:0.999991
[214]	eval-auc:0.679155	train-auc:0.999993
[215]	eval-auc:0.679666	train-auc:0.999995
[216]	eval-auc:0.679851	train-auc:0.999997
[217]	eval-auc:0.680038	train-auc:0.999998
[218]	eval-auc:0.680801	train-auc:0.999998
[219]	eval-auc:0.680898	train-auc:0.999998
[220]	eval-auc:0.680479	train-auc:0.999998
[221]	eval-auc:0.681226	train-auc:0.999998
[222]	eval-auc:0.681312	train-auc:0.999998
[223]	eval-auc:0.681157	train-auc:0.999998
[224]	eval-auc:0.681105	train-auc:0.999998
[225]	eval-auc:0.681469	train-auc:0.999998
[226]	eval-auc:0.680927	train-auc:0.999999
[227]	eval-auc:0.680754	train-auc:0.999999
[228]	eval-auc:0.680932	train-auc:0.999999
[229]	eval-auc:0.680941	train-auc:0.999998
[230]	eval-auc:0.680729	train-auc:0.999996
[231]	eval-auc:0.680338	train-auc:0.999997
[232]	eval-auc:0.680385	train-auc:0.999997
[233]	eval-auc:0.680455	train-auc:0.999998
[234]	eval-auc:0.680843	train-auc:0.999998
[235]	eval-auc:0.681621	train-auc:0.999998
[236]	eval-auc:0.68175	train-auc:0.999998
[237]	eval-auc:0.682018	train-auc:0.999998
[238]	eval-auc:0.682127	train-auc:0.999999
[239]	eval-auc:0.682859	train-auc:1
[240]	eval-auc:0.682687	train-auc:1
[241]	eval-auc:0.682753	train-auc:1
[242]	eval-auc:0.682209	train-auc:1
[243]	eval-auc:0.682692	train-auc:1
[244]	eval-auc:0.683242	train-auc:1
[245]	eval-auc:0.683041	train-auc:1
[246]	eval-auc:0.683333	train-auc:1
[247]	eval-auc:0.683499	train-auc:1
[248]	eval-auc:0.683671	train-auc:1
[249]	eval-auc:0.683545	train-auc:1
[250]	eval-auc:0.683621	train-auc:1
[251]	eval-auc:0.683781	train-auc:1
[252]	eval-auc:0.68416	train-auc:1
[253]	eval-auc:0.684428	train-auc:1
[254]	eval-auc:0.683653	train-auc:1
[255]	eval-auc:0.683732	train-auc:1
[256]	eval-auc:0.683887	train-auc:1
[257]	eval-auc:0.683705	train-auc:1
[258]	eval-auc:0.683893	train-auc:1
[259]	eval-auc:0.683603	train-auc:1
[260]	eval-auc:0.684288	train-auc:1
[261]	eval-auc:0.684201	train-auc:1
[262]	eval-auc:0.683804	train-auc:1
[263]	eval-auc:0.683019	train-auc:1
[264]	eval-auc:0.682693	train-auc:1
[265]	eval-auc:0.683158	train-auc:1
[266]	eval-auc:0.684177	train-auc:1
[267]	eval-auc:0.683781	train-auc:1
[268]	eval-auc:0.682866	train-auc:1
[269]	eval-auc:0.682535	train-auc:1
[270]	eval-auc:0.682774	train-auc:1
[271]	eval-auc:0.682774	train-auc:1
[272]	eval-auc:0.68255	train-auc:1
[273]	eval-auc:0.682948	train-auc:1
[274]	eval-auc:0.683324	train-auc:1
[275]	eval-auc:0.682984	train-auc:1
[276]	eval-auc:0.68342	train-auc:1
[277]	eval-auc:0.683545	train-auc:1
[278]	eval-auc:0.683778	train-auc:1
[279]	eval-auc:0.683695	train-auc:1
[280]	eval-auc:0.68338	train-auc:1
[281]	eval-auc:0.682739	train-auc:1
[282]	eval-auc:0.682666	train-auc:1
[283]	eval-auc:0.683048	train-auc:1
[284]	eval-auc:0.682506	train-auc:1
[285]	eval-auc:0.682782	train-auc:1
[286]	eval-auc:0.683004	train-auc:1
[287]	eval-auc:0.682995	train-auc:1
[288]	eval-auc:0.682459	train-auc:1
[289]	eval-auc:0.682643	train-auc:1
[290]	eval-auc:0.687048	train-auc:1
[291]	eval-auc:0.687006	train-auc:1
[292]	eval-auc:0.687122	train-auc:1
[293]	eval-auc:0.686978	train-auc:1
[294]	eval-auc:0.686459	train-auc:1
[295]	eval-auc:0.686304	train-auc:1
[296]	eval-auc:0.686378	train-auc:1
[297]	eval-auc:0.686471	train-auc:1
[298]	eval-auc:0.686528	train-auc:1
[299]	eval-auc:0.687428	train-auc:1
[300]	eval-auc:0.687581	train-auc:1
[301]	eval-auc:0.687009	train-auc:1
[302]	eval-auc:0.686976	train-auc:1
[303]	eval-auc:0.6869	train-auc:1
[304]	eval-auc:0.686337	train-auc:1
[305]	eval-auc:0.685447	train-auc:1
[306]	eval-auc:0.685492	train-auc:1
[307]	eval-auc:0.68495	train-auc:1
[308]	eval-auc:0.685177	train-auc:1
[309]	eval-auc:0.684467	train-auc:1
[310]	eval-auc:0.684761	train-auc:1
[311]	eval-auc:0.685232	train-auc:1
[312]	eval-auc:0.685319	train-auc:1
[313]	eval-auc:0.685849	train-auc:1
[314]	eval-auc:0.685809	train-auc:1
[315]	eval-auc:0.685788	train-auc:1
[316]	eval-auc:0.685804	train-auc:1
[317]	eval-auc:0.685722	train-auc:1
[318]	eval-auc:0.685905	train-auc:1
[319]	eval-auc:0.68501	train-auc:1
[320]	eval-auc:0.684755	train-auc:1
[321]	eval-auc:0.684196	train-auc:1
[322]	eval-auc:0.684196	train-auc:1
[323]	eval-auc:0.684451	train-auc:1
[324]	eval-auc:0.684204	train-auc:1
[325]	eval-auc:0.684428	train-auc:1
	Score 0.6844278770602639


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 11, 'min_child_weight': 4.0, 'n_estimators': 394.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.622444	train-auc:0.797154
[1]	eval-auc:0.613128	train-auc:0.860588
[2]	eval-auc:0.607397	train-auc:0.920133
[3]	eval-auc:0.629168	train-auc:0.939014
[4]	eval-auc:0.646314	train-auc:0.958604
[5]	eval-auc:0.648679	train-auc:0.97358
[6]	eval-auc:0.656771	train-auc:0.977947
[7]	eval-auc:0.652389	train-auc:0.983033
[8]	eval-auc:0.652356	train-auc:0.987316
[9]	eval-auc:0.648409	train-auc:0.989729
[10]	eval-auc:0.647871	train-auc:0.99182
[11]	eval-auc:0.64797	train-auc:0.992506
[12]	eval-auc:0.64545	train-auc:0.993486
[13]	eval-auc:0.649292	train-auc:0.995069
[14]	eval-auc:0.649441	train-auc:0.996228
[15]	eval-auc:0.646375	train-auc:0.99681
[16]	eval-auc:0.645566	train-auc:0.997009
[17]	eval-auc:0.660542	train-auc:0.997729
[18]	eval-auc:0.659157	train-auc:0.997973
[19]	eval-auc:0.671475	train-auc:0.998564
[20]	eval-auc:0.671613	train-auc:0.998878
[21]	eval-auc:0.672602	train-auc:0.999017
[22]	eval-auc:0.672485	train-auc:0.999123
[23]	eval-auc:0.673489	train-auc:0.999256
[24]	eval-auc:0.671375	train-auc:0.999338
[25]	eval-auc:0.668911	train-auc:0.99951
[26]	eval-auc:0.669304	train-auc:0.999609
[27]	eval-auc:0.670594	train-auc:0.999665
[28]	eval-auc:0.672208	train-auc:0.999698
[29]	eval-auc:0.670844	train-auc:0.999739
[30]	eval-auc:0.670879	train-auc:0.999867
[31]	eval-auc:0.671961	train-auc:0.999883
[32]	eval-auc:0.674216	train-auc:0.999872
[33]	eval-auc:0.675674	train-auc:0.9999
[34]	eval-auc:0.673899	train-auc:0.999879
[35]	eval-auc:0.674034	train-auc:0.999911
[36]	eval-auc:0.672659	train-auc:0.999901
[37]	eval-auc:0.671801	train-auc:0.999928
[38]	eval-auc:0.671844	train-auc:0.999937
[39]	eval-auc:0.669155	train-auc:0.99995
[40]	eval-auc:0.670198	train-auc:0.999946
[41]	eval-auc:0.670536	train-auc:0.999948
[42]	eval-auc:0.671133	train-auc:0.999969
[43]	eval-auc:0.669679	train-auc:0.99997
[44]	eval-auc:0.676353	train-auc:0.999985
[45]	eval-auc:0.677777	train-auc:0.999984
[46]	eval-auc:0.678022	train-auc:0.999985
[47]	eval-auc:0.67777	train-auc:0.999983
[48]	eval-auc:0.676622	train-auc:0.999992
[49]	eval-auc:0.676586	train-auc:0.999994
[50]	eval-auc:0.676802	train-auc:0.999996
[51]	eval-auc:0.676942	train-auc:0.999996
[52]	eval-auc:0.676583	train-auc:0.999996
[53]	eval-auc:0.677017	train-auc:0.999996
[54]	eval-auc:0.677037	train-auc:0.999996
[55]	eval-auc:0.676001	train-auc:0.999999
[56]	eval-auc:0.673971	train-auc:0.999998
[57]	eval-auc:0.673671	train-auc:0.999998
[58]	eval-auc:0.674681	train-auc:0.999999
[59]	eval-auc:0.677988	train-auc:0.999999
[60]	eval-auc:0.678637	train-auc:0.999999
[61]	eval-auc:0.679062	train-auc:0.999999
[62]	eval-auc:0.679742	train-auc:1
[63]	eval-auc:0.678302	train-auc:1
[64]	eval-auc:0.6794	train-auc:1
[65]	eval-auc:0.679832	train-auc:1
[66]	eval-auc:0.679404	train-auc:1
[67]	eval-auc:0.678725	train-auc:1
[68]	eval-auc:0.679343	train-auc:1
[69]	eval-auc:0.679421	train-auc:1
[70]	eval-auc:0.682217	train-auc:1
[71]	eval-auc:0.683076	train-auc:1
[72]	eval-auc:0.682893	train-auc:1
[73]	eval-auc:0.682124	train-auc:1
[74]	eval-auc:0.682496	train-auc:1
[75]	eval-auc:0.682908	train-auc:1
[76]	eval-auc:0.68284	train-auc:1
[77]	eval-auc:0.683033	train-auc:1
[78]	eval-auc:0.681938	train-auc:1
[79]	eval-auc:0.681667	train-auc:1
[80]	eval-auc:0.681462	train-auc:1
[81]	eval-auc:0.680379	train-auc:1
[82]	eval-auc:0.680645	train-auc:1
[83]	eval-auc:0.681372	train-auc:1
[84]	eval-auc:0.682115	train-auc:1
[85]	eval-auc:0.681565	train-auc:1
[86]	eval-auc:0.682678	train-auc:1
[87]	eval-auc:0.682881	train-auc:1
[88]	eval-auc:0.682837	train-auc:1
[89]	eval-auc:0.682279	train-auc:1
[90]	eval-auc:0.682171	train-auc:1
[91]	eval-auc:0.681157	train-auc:1
[92]	eval-auc:0.680469	train-auc:1
[93]	eval-auc:0.679372	train-auc:1
[94]	eval-auc:0.679653	train-auc:1
[95]	eval-auc:0.68002	train-auc:1
[96]	eval-auc:0.679983	train-auc:1
[97]	eval-auc:0.67975	train-auc:1
[98]	eval-auc:0.679547	train-auc:1
[99]	eval-auc:0.67885	train-auc:1
[100]	eval-auc:0.678986	train-auc:1
[101]	eval-auc:0.679374	train-auc:1
[102]	eval-auc:0.679413	train-auc:1
[103]	eval-auc:0.684094	train-auc:1
[104]	eval-auc:0.683947	train-auc:1
[105]	eval-auc:0.684959	train-auc:1
[106]	eval-auc:0.686921	train-auc:1
[107]	eval-auc:0.687103	train-auc:1
[108]	eval-auc:0.686785	train-auc:1
[109]	eval-auc:0.687076	train-auc:1
[110]	eval-auc:0.688232	train-auc:1
[111]	eval-auc:0.688823	train-auc:1
[112]	eval-auc:0.688398	train-auc:1
[113]	eval-auc:0.688346	train-auc:1
[114]	eval-auc:0.688408	train-auc:1
[115]	eval-auc:0.68842	train-auc:1
[116]	eval-auc:0.688328	train-auc:1
[117]	eval-auc:0.688401	train-auc:1
[118]	eval-auc:0.688128	train-auc:1
[119]	eval-auc:0.688108	train-auc:1
[120]	eval-auc:0.688518	train-auc:1
[121]	eval-auc:0.687601	train-auc:1
[122]	eval-auc:0.687933	train-auc:1
[123]	eval-auc:0.687537	train-auc:1
[124]	eval-auc:0.687734	train-auc:1
[125]	eval-auc:0.687376	train-auc:1
[126]	eval-auc:0.687574	train-auc:1
[127]	eval-auc:0.687342	train-auc:1
[128]	eval-auc:0.687868	train-auc:1
[129]	eval-auc:0.688159	train-auc:1
[130]	eval-auc:0.688137	train-auc:1
[131]	eval-auc:0.687796	train-auc:1
[132]	eval-auc:0.687426	train-auc:1
[133]	eval-auc:0.687268	train-auc:1
[134]	eval-auc:0.687693	train-auc:1
[135]	eval-auc:0.687699	train-auc:1
[136]	eval-auc:0.687048	train-auc:1
[137]	eval-auc:0.687345	train-auc:1
[138]	eval-auc:0.68728	train-auc:1
[139]	eval-auc:0.690484	train-auc:1
[140]	eval-auc:0.69033	train-auc:1
[141]	eval-auc:0.690293	train-auc:1
[142]	eval-auc:0.690507	train-auc:1
[143]	eval-auc:0.690158	train-auc:1
[144]	eval-auc:0.689914	train-auc:1
[145]	eval-auc:0.689809	train-auc:1
[146]	eval-auc:0.689342	train-auc:1
[147]	eval-auc:0.689342	train-auc:1
[148]	eval-auc:0.68998	train-auc:1
[149]	eval-auc:0.690015	train-auc:1
[150]	eval-auc:0.689881	train-auc:1
[151]	eval-auc:0.689879	train-auc:1
[152]	eval-auc:0.689675	train-auc:1
[153]	eval-auc:0.689584	train-auc:1
[154]	eval-auc:0.689378	train-auc:1
[155]	eval-auc:0.68947	train-auc:1
[156]	eval-auc:0.689683	train-auc:1
[157]	eval-auc:0.689683	train-auc:1
[158]	eval-auc:0.689365	train-auc:1
[159]	eval-auc:0.690383	train-auc:1
[160]	eval-auc:0.690328	train-auc:1
[161]	eval-auc:0.69082	train-auc:1
[162]	eval-auc:0.690989	train-auc:1
[163]	eval-auc:0.690784	train-auc:1
[164]	eval-auc:0.690682	train-auc:1
[165]	eval-auc:0.691085	train-auc:1
[166]	eval-auc:0.691018	train-auc:1
[167]	eval-auc:0.690747	train-auc:1
[168]	eval-auc:0.690747	train-auc:1
[169]	eval-auc:0.690648	train-auc:1
[170]	eval-auc:0.690636	train-auc:1
[171]	eval-auc:0.690899	train-auc:1
[172]	eval-auc:0.690702	train-auc:1
[173]	eval-auc:0.690995	train-auc:1
[174]	eval-auc:0.690577	train-auc:1
[175]	eval-auc:0.691093	train-auc:1
[176]	eval-auc:0.690869	train-auc:1
[177]	eval-auc:0.690738	train-auc:1
[178]	eval-auc:0.690622	train-auc:1
[179]	eval-auc:0.690871	train-auc:1
[180]	eval-auc:0.690583	train-auc:1
[181]	eval-auc:0.690752	train-auc:1
[182]	eval-auc:0.690344	train-auc:1
[183]	eval-auc:0.69067	train-auc:1
[184]	eval-auc:0.690671	train-auc:1
[185]	eval-auc:0.690832	train-auc:1
[186]	eval-auc:0.690642	train-auc:1
[187]	eval-auc:0.690642	train-auc:1
[188]	eval-auc:0.690979	train-auc:1
[189]	eval-auc:0.69081	train-auc:1
[190]	eval-auc:0.691579	train-auc:1
[191]	eval-auc:0.6914	train-auc:1
[192]	eval-auc:0.691122	train-auc:1
[193]	eval-auc:0.69086	train-auc:1
[194]	eval-auc:0.691155	train-auc:1
[195]	eval-auc:0.691155	train-auc:1
[196]	eval-auc:0.690992	train-auc:1
[197]	eval-auc:0.690595	train-auc:1
[198]	eval-auc:0.690322	train-auc:1
[199]	eval-auc:0.690233	train-auc:1
[200]	eval-auc:0.690077	train-auc:1
[201]	eval-auc:0.690077	train-auc:1
[202]	eval-auc:0.690365	train-auc:1
[203]	eval-auc:0.690271	train-auc:1
[204]	eval-auc:0.690441	train-auc:1
[205]	eval-auc:0.690307	train-auc:1
[206]	eval-auc:0.690481	train-auc:1
[207]	eval-auc:0.690481	train-auc:1
[208]	eval-auc:0.690071	train-auc:1
[209]	eval-auc:0.690118	train-auc:1
[210]	eval-auc:0.690141	train-auc:1
[211]	eval-auc:0.690159	train-auc:1
[212]	eval-auc:0.68993	train-auc:1
[213]	eval-auc:0.690258	train-auc:1
[214]	eval-auc:0.689914	train-auc:1
[215]	eval-auc:0.689925	train-auc:1
[216]	eval-auc:0.688993	train-auc:1
[217]	eval-auc:0.688993	train-auc:1
[218]	eval-auc:0.688993	train-auc:1
[219]	eval-auc:0.689375	train-auc:1
[220]	eval-auc:0.689416	train-auc:1
[221]	eval-auc:0.689043	train-auc:1
[222]	eval-auc:0.689165	train-auc:1
[223]	eval-auc:0.688734	train-auc:1
[224]	eval-auc:0.688293	train-auc:1
[225]	eval-auc:0.688806	train-auc:1
[226]	eval-auc:0.689097	train-auc:1
[227]	eval-auc:0.68929	train-auc:1
[228]	eval-auc:0.68929	train-auc:1
[229]	eval-auc:0.689803	train-auc:1
[230]	eval-auc:0.689494	train-auc:1
[231]	eval-auc:0.689643	train-auc:1
[232]	eval-auc:0.689643	train-auc:1
[233]	eval-auc:0.689774	train-auc:1
[234]	eval-auc:0.68982	train-auc:1
[235]	eval-auc:0.68982	train-auc:1
[236]	eval-auc:0.689668	train-auc:1
[237]	eval-auc:0.689668	train-auc:1
[238]	eval-auc:0.689625	train-auc:1
[239]	eval-auc:0.689314	train-auc:1
[240]	eval-auc:0.689314	train-auc:1
[241]	eval-auc:0.689654	train-auc:1
[242]	eval-auc:0.689654	train-auc:1
[243]	eval-auc:0.690016	train-auc:1
[244]	eval-auc:0.690016	train-auc:1
[245]	eval-auc:0.690016	train-auc:1
[246]	eval-auc:0.690016	train-auc:1
[247]	eval-auc:0.689739	train-auc:1
[248]	eval-auc:0.689739	train-auc:1
[249]	eval-auc:0.689946	train-auc:1
[250]	eval-auc:0.689946	train-auc:1
[251]	eval-auc:0.689537	train-auc:1
[252]	eval-auc:0.689059	train-auc:1
[253]	eval-auc:0.689319	train-auc:1
[254]	eval-auc:0.689226	train-auc:1
[255]	eval-auc:0.689358	train-auc:1
[256]	eval-auc:0.68943	train-auc:1
[257]	eval-auc:0.689608	train-auc:1
[258]	eval-auc:0.689756	train-auc:1
[259]	eval-auc:0.689654	train-auc:1
[260]	eval-auc:0.689654	train-auc:1
[261]	eval-auc:0.689493	train-auc:1
[262]	eval-auc:0.68913	train-auc:1
[263]	eval-auc:0.68913	train-auc:1
[264]	eval-auc:0.68883	train-auc:1
[265]	eval-auc:0.688911	train-auc:1
[266]	eval-auc:0.688871	train-auc:1
[267]	eval-auc:0.688742	train-auc:1
[268]	eval-auc:0.68925	train-auc:1
[269]	eval-auc:0.689474	train-auc:1
[270]	eval-auc:0.689165	train-auc:1
[271]	eval-auc:0.689165	train-auc:1
[272]	eval-auc:0.689279	train-auc:1
[273]	eval-auc:0.68927	train-auc:1
[274]	eval-auc:0.68927	train-auc:1
[275]	eval-auc:0.689112	train-auc:1
[276]	eval-auc:0.69047	train-auc:1
[277]	eval-auc:0.69047	train-auc:1
[278]	eval-auc:0.69047	train-auc:1
[279]	eval-auc:0.69047	train-auc:1
[280]	eval-auc:0.69047	train-auc:1
[281]	eval-auc:0.690552	train-auc:1
[282]	eval-auc:0.690552	train-auc:1
[283]	eval-auc:0.690552	train-auc:1
[284]	eval-auc:0.690552	train-auc:1
[285]	eval-auc:0.690843	train-auc:1
[286]	eval-auc:0.690804	train-auc:1
[287]	eval-auc:0.690441	train-auc:1
[288]	eval-auc:0.690395	train-auc:1
[289]	eval-auc:0.690395	train-auc:1
[290]	eval-auc:0.690479	train-auc:1
[291]	eval-auc:0.690501	train-auc:1
[292]	eval-auc:0.690892	train-auc:1
[293]	eval-auc:0.690866	train-auc:1
[294]	eval-auc:0.690866	train-auc:1
[295]	eval-auc:0.690866	train-auc:1
[296]	eval-auc:0.690502	train-auc:1
[297]	eval-auc:0.690776	train-auc:1
[298]	eval-auc:0.690776	train-auc:1
[299]	eval-auc:0.690776	train-auc:1
[300]	eval-auc:0.690427	train-auc:1
[301]	eval-auc:0.690462	train-auc:1
[302]	eval-auc:0.69067	train-auc:1
[303]	eval-auc:0.690726	train-auc:1
[304]	eval-auc:0.690726	train-auc:1
[305]	eval-auc:0.690726	train-auc:1
[306]	eval-auc:0.690545	train-auc:1
[307]	eval-auc:0.690545	train-auc:1
[308]	eval-auc:0.690545	train-auc:1
[309]	eval-auc:0.691061	train-auc:1
[310]	eval-auc:0.690692	train-auc:1
[311]	eval-auc:0.690692	train-auc:1
[312]	eval-auc:0.690692	train-auc:1
[313]	eval-auc:0.690692	train-auc:1
[314]	eval-auc:0.690494	train-auc:1
[315]	eval-auc:0.690494	train-auc:1
[316]	eval-auc:0.690362	train-auc:1
[317]	eval-auc:0.690843	train-auc:1
[318]	eval-auc:0.690843	train-auc:1
[319]	eval-auc:0.690638	train-auc:1
[320]	eval-auc:0.690638	train-auc:1
[321]	eval-auc:0.690659	train-auc:1
[322]	eval-auc:0.690494	train-auc:1
[323]	eval-auc:0.690654	train-auc:1
[324]	eval-auc:0.690318	train-auc:1
[325]	eval-auc:0.690252	train-auc:1
[326]	eval-auc:0.690252	train-auc:1
[327]	eval-auc:0.690156	train-auc:1
[328]	eval-auc:0.690156	train-auc:1
[329]	eval-auc:0.690156	train-auc:1
[330]	eval-auc:0.690156	train-auc:1
[331]	eval-auc:0.690156	train-auc:1
[332]	eval-auc:0.690156	train-auc:1
[333]	eval-auc:0.689687	train-auc:1
[334]	eval-auc:0.689687	train-auc:1
[335]	eval-auc:0.689821	train-auc:1
[336]	eval-auc:0.689821	train-auc:1
[337]	eval-auc:0.689966	train-auc:1
[338]	eval-auc:0.690217	train-auc:1
[339]	eval-auc:0.690159	train-auc:1
[340]	eval-auc:0.689931	train-auc:1
[341]	eval-auc:0.689931	train-auc:1
[342]	eval-auc:0.689931	train-auc:1
[343]	eval-auc:0.690191	train-auc:1
[344]	eval-auc:0.690191	train-auc:1
[345]	eval-auc:0.690191	train-auc:1
[346]	eval-auc:0.690191	train-auc:1
[347]	eval-auc:0.690191	train-auc:1
[348]	eval-auc:0.689958	train-auc:1
[349]	eval-auc:0.690178	train-auc:1
[350]	eval-auc:0.690051	train-auc:1
[351]	eval-auc:0.690051	train-auc:1
[352]	eval-auc:0.690051	train-auc:1
[353]	eval-auc:0.690051	train-auc:1
[354]	eval-auc:0.690179	train-auc:1
[355]	eval-auc:0.690179	train-auc:1
[356]	eval-auc:0.690179	train-auc:1
[357]	eval-auc:0.690179	train-auc:1
[358]	eval-auc:0.690179	train-auc:1
[359]	eval-auc:0.690566	train-auc:1
[360]	eval-auc:0.690566	train-auc:1
[361]	eval-auc:0.690569	train-auc:1
[362]	eval-auc:0.690635	train-auc:1
[363]	eval-auc:0.690635	train-auc:1
[364]	eval-auc:0.690621	train-auc:1
[365]	eval-auc:0.690804	train-auc:1
[366]	eval-auc:0.691078	train-auc:1
[367]	eval-auc:0.691078	train-auc:1
[368]	eval-auc:0.690584	train-auc:1
[369]	eval-auc:0.690584	train-auc:1
[370]	eval-auc:0.690584	train-auc:1
[371]	eval-auc:0.690584	train-auc:1
[372]	eval-auc:0.690135	train-auc:1
[373]	eval-auc:0.690135	train-auc:1
[374]	eval-auc:0.690135	train-auc:1
[375]	eval-auc:0.690135	train-auc:1
[376]	eval-auc:0.69036	train-auc:1
[377]	eval-auc:0.690166	train-auc:1
[378]	eval-auc:0.690102	train-auc:1
[379]	eval-auc:0.690102	train-auc:1
[380]	eval-auc:0.690102	train-auc:1
[381]	eval-auc:0.690102	train-auc:1
[382]	eval-auc:0.690102	train-auc:1
[383]	eval-auc:0.689776	train-auc:1
[384]	eval-auc:0.689776	train-auc:1
[385]	eval-auc:0.689625	train-auc:1
[386]	eval-auc:0.689625	train-auc:1
[387]	eval-auc:0.689625	train-auc:1
[388]	eval-auc:0.689625	train-auc:1
[389]	eval-auc:0.689625	train-auc:1
[390]	eval-auc:0.68941	train-auc:1
[391]	eval-auc:0.68941	train-auc:1
[392]	eval-auc:0.68941	train-auc:1
[393]	eval-auc:0.68941	train-auc:1
	Score 0.6894102742145719


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 294.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.66852	train-auc:0.685548
[1]	eval-auc:0.664934	train-auc:0.693984
[2]	eval-auc:0.684161	train-auc:0.706185
[3]	eval-auc:0.682778	train-auc:0.713965
[4]	eval-auc:0.693452	train-auc:0.712696
[5]	eval-auc:0.691732	train-auc:0.711877
[6]	eval-auc:0.695206	train-auc:0.711781
[7]	eval-auc:0.689751	train-auc:0.714261
[8]	eval-auc:0.694454	train-auc:0.712126
[9]	eval-auc:0.695411	train-auc:0.712671
[10]	eval-auc:0.694247	train-auc:0.7113
[11]	eval-auc:0.6958	train-auc:0.712612
[12]	eval-auc:0.694932	train-auc:0.711827
[13]	eval-auc:0.696045	train-auc:0.71313
[14]	eval-auc:0.697727	train-auc:0.715194
[15]	eval-auc:0.696247	train-auc:0.714389
[16]	eval-auc:0.694128	train-auc:0.714163
[17]	eval-auc:0.693251	train-auc:0.714021
[18]	eval-auc:0.693778	train-auc:0.715046
[19]	eval-auc:0.693924	train-auc:0.715485
[20]	eval-auc:0.695213	train-auc:0.715888
[21]	eval-auc:0.695551	train-auc:0.71606
[22]	eval-auc:0.696172	train-auc:0.715645
[23]	eval-auc:0.696346	train-auc:0.715932
[24]	eval-auc:0.696893	train-auc:0.715855
[25]	eval-auc:0.696187	train-auc:0.71577
[26]	eval-auc:0.69619	train-auc:0.715489
[27]	eval-auc:0.696661	train-auc:0.715794
[28]	eval-auc:0.696955	train-auc:0.716448
[29]	eval-auc:0.697669	train-auc:0.716847
[30]	eval-auc:0.696771	train-auc:0.716409
[31]	eval-auc:0.696884	train-auc:0.716549
[32]	eval-auc:0.698168	train-auc:0.717067
[33]	eval-auc:0.698338	train-auc:0.717086
[34]	eval-auc:0.697773	train-auc:0.716508
[35]	eval-auc:0.698268	train-auc:0.716556
[36]	eval-auc:0.697916	train-auc:0.716572
[37]	eval-auc:0.698325	train-auc:0.716994
[38]	eval-auc:0.698343	train-auc:0.71741
[39]	eval-auc:0.698736	train-auc:0.718161
[40]	eval-auc:0.698847	train-auc:0.718395
[41]	eval-auc:0.699112	train-auc:0.718123
[42]	eval-auc:0.698721	train-auc:0.717871
[43]	eval-auc:0.698697	train-auc:0.71801
[44]	eval-auc:0.698404	train-auc:0.718147
[45]	eval-auc:0.698939	train-auc:0.718035
[46]	eval-auc:0.698735	train-auc:0.718056
[47]	eval-auc:0.699027	train-auc:0.718232
[48]	eval-auc:0.699083	train-auc:0.718181
[49]	eval-auc:0.698561	train-auc:0.717587
[50]	eval-auc:0.698646	train-auc:0.717533
[51]	eval-auc:0.698129	train-auc:0.717109
[52]	eval-auc:0.697558	train-auc:0.716888
[53]	eval-auc:0.697212	train-auc:0.717181
[54]	eval-auc:0.697036	train-auc:0.717525
[55]	eval-auc:0.696997	train-auc:0.717698
[56]	eval-auc:0.696654	train-auc:0.717721
[57]	eval-auc:0.696698	train-auc:0.717974
[58]	eval-auc:0.696929	train-auc:0.717977
[59]	eval-auc:0.69708	train-auc:0.718497
[60]	eval-auc:0.696824	train-auc:0.718032
[61]	eval-auc:0.696895	train-auc:0.717944
[62]	eval-auc:0.697237	train-auc:0.718026
[63]	eval-auc:0.697469	train-auc:0.718757
[64]	eval-auc:0.697389	train-auc:0.718464
[65]	eval-auc:0.697858	train-auc:0.71916
[66]	eval-auc:0.697967	train-auc:0.719302
[67]	eval-auc:0.697798	train-auc:0.719158
[68]	eval-auc:0.698187	train-auc:0.719701
[69]	eval-auc:0.698691	train-auc:0.719944
[70]	eval-auc:0.697788	train-auc:0.719625
[71]	eval-auc:0.697718	train-auc:0.719221
[72]	eval-auc:0.697592	train-auc:0.718901
[73]	eval-auc:0.697378	train-auc:0.718719
[74]	eval-auc:0.69785	train-auc:0.719022
[75]	eval-auc:0.698056	train-auc:0.719418
[76]	eval-auc:0.698168	train-auc:0.719541
[77]	eval-auc:0.697901	train-auc:0.719532
[78]	eval-auc:0.697747	train-auc:0.719405
[79]	eval-auc:0.697798	train-auc:0.719118
[80]	eval-auc:0.69758	train-auc:0.718934
[81]	eval-auc:0.697568	train-auc:0.718739
[82]	eval-auc:0.697914	train-auc:0.718969
[83]	eval-auc:0.697536	train-auc:0.718938
[84]	eval-auc:0.697617	train-auc:0.719369
[85]	eval-auc:0.697562	train-auc:0.71954
[86]	eval-auc:0.697591	train-auc:0.719901
[87]	eval-auc:0.698022	train-auc:0.72067
[88]	eval-auc:0.698452	train-auc:0.721047
[89]	eval-auc:0.698423	train-auc:0.72105
[90]	eval-auc:0.698389	train-auc:0.721089
[91]	eval-auc:0.698193	train-auc:0.721065
[92]	eval-auc:0.697922	train-auc:0.720736
[93]	eval-auc:0.698339	train-auc:0.721308
[94]	eval-auc:0.698296	train-auc:0.72127
[95]	eval-auc:0.698323	train-auc:0.721766
[96]	eval-auc:0.698586	train-auc:0.72219
[97]	eval-auc:0.698434	train-auc:0.72245
[98]	eval-auc:0.698236	train-auc:0.722642
[99]	eval-auc:0.698632	train-auc:0.722813
[100]	eval-auc:0.698927	train-auc:0.722892
[101]	eval-auc:0.698873	train-auc:0.723062
[102]	eval-auc:0.69912	train-auc:0.723443
[103]	eval-auc:0.69893	train-auc:0.722982
[104]	eval-auc:0.699099	train-auc:0.723162
[105]	eval-auc:0.69917	train-auc:0.72373
[106]	eval-auc:0.698607	train-auc:0.723251
[107]	eval-auc:0.698913	train-auc:0.723477
[108]	eval-auc:0.699286	train-auc:0.723644
[109]	eval-auc:0.699715	train-auc:0.724179
[110]	eval-auc:0.700047	train-auc:0.724692
[111]	eval-auc:0.70039	train-auc:0.72498
[112]	eval-auc:0.700099	train-auc:0.724772
[113]	eval-auc:0.700254	train-auc:0.725074
[114]	eval-auc:0.699752	train-auc:0.72478
[115]	eval-auc:0.699403	train-auc:0.724439
[116]	eval-auc:0.699626	train-auc:0.724897
[117]	eval-auc:0.699723	train-auc:0.724778
[118]	eval-auc:0.700005	train-auc:0.725034
[119]	eval-auc:0.700449	train-auc:0.72528
[120]	eval-auc:0.699936	train-auc:0.725064
[121]	eval-auc:0.699796	train-auc:0.724594
[122]	eval-auc:0.699847	train-auc:0.725082
[123]	eval-auc:0.700178	train-auc:0.725467
[124]	eval-auc:0.699908	train-auc:0.725069
[125]	eval-auc:0.700056	train-auc:0.725342
[126]	eval-auc:0.700021	train-auc:0.725498
[127]	eval-auc:0.700331	train-auc:0.72579
[128]	eval-auc:0.700404	train-auc:0.726097
[129]	eval-auc:0.700336	train-auc:0.726208
[130]	eval-auc:0.699926	train-auc:0.725841
[131]	eval-auc:0.699466	train-auc:0.725633
[132]	eval-auc:0.699574	train-auc:0.726033
[133]	eval-auc:0.699605	train-auc:0.726216
[134]	eval-auc:0.699774	train-auc:0.726464
[135]	eval-auc:0.699911	train-auc:0.726728
[136]	eval-auc:0.700088	train-auc:0.726987
[137]	eval-auc:0.699823	train-auc:0.726801
[138]	eval-auc:0.700079	train-auc:0.72705
[139]	eval-auc:0.700139	train-auc:0.726963
[140]	eval-auc:0.700182	train-auc:0.727409
[141]	eval-auc:0.700525	train-auc:0.727795
[142]	eval-auc:0.700723	train-auc:0.727729
[143]	eval-auc:0.700857	train-auc:0.727869
[144]	eval-auc:0.701027	train-auc:0.728188
[145]	eval-auc:0.701205	train-auc:0.728359
[146]	eval-auc:0.70089	train-auc:0.728156
[147]	eval-auc:0.701023	train-auc:0.728361
[148]	eval-auc:0.701196	train-auc:0.72859
[149]	eval-auc:0.700937	train-auc:0.72842
[150]	eval-auc:0.701208	train-auc:0.728643
[151]	eval-auc:0.701189	train-auc:0.728733
[152]	eval-auc:0.700974	train-auc:0.728619
[153]	eval-auc:0.70084	train-auc:0.728456
[154]	eval-auc:0.700932	train-auc:0.728705
[155]	eval-auc:0.701441	train-auc:0.729151
[156]	eval-auc:0.701409	train-auc:0.729243
[157]	eval-auc:0.701032	train-auc:0.729446
[158]	eval-auc:0.701003	train-auc:0.729795
[159]	eval-auc:0.701294	train-auc:0.730268
[160]	eval-auc:0.701422	train-auc:0.730394
[161]	eval-auc:0.70172	train-auc:0.730748
[162]	eval-auc:0.701927	train-auc:0.730998
[163]	eval-auc:0.701999	train-auc:0.731304
[164]	eval-auc:0.702217	train-auc:0.731356
[165]	eval-auc:0.702375	train-auc:0.731449
[166]	eval-auc:0.702372	train-auc:0.731757
[167]	eval-auc:0.702275	train-auc:0.731844
[168]	eval-auc:0.702478	train-auc:0.731957
[169]	eval-auc:0.702621	train-auc:0.732188
[170]	eval-auc:0.70265	train-auc:0.732183
[171]	eval-auc:0.70286	train-auc:0.732382
[172]	eval-auc:0.702647	train-auc:0.732583
[173]	eval-auc:0.70274	train-auc:0.732814
[174]	eval-auc:0.702881	train-auc:0.732858
[175]	eval-auc:0.702995	train-auc:0.7329
[176]	eval-auc:0.703056	train-auc:0.732967
[177]	eval-auc:0.703481	train-auc:0.733395
[178]	eval-auc:0.703741	train-auc:0.73361
[179]	eval-auc:0.70385	train-auc:0.733557
[180]	eval-auc:0.703726	train-auc:0.733645
[181]	eval-auc:0.703792	train-auc:0.733699
[182]	eval-auc:0.703728	train-auc:0.733685
[183]	eval-auc:0.703863	train-auc:0.734011
[184]	eval-auc:0.703969	train-auc:0.734408
[185]	eval-auc:0.704091	train-auc:0.734632
[186]	eval-auc:0.704278	train-auc:0.734997
[187]	eval-auc:0.704283	train-auc:0.735222
[188]	eval-auc:0.704312	train-auc:0.735216
[189]	eval-auc:0.704593	train-auc:0.735606
[190]	eval-auc:0.70477	train-auc:0.73564
[191]	eval-auc:0.704673	train-auc:0.735616
[192]	eval-auc:0.704781	train-auc:0.735731
[193]	eval-auc:0.704234	train-auc:0.735956
[194]	eval-auc:0.704153	train-auc:0.735908
[195]	eval-auc:0.704121	train-auc:0.736146
[196]	eval-auc:0.704303	train-auc:0.736438
[197]	eval-auc:0.70447	train-auc:0.7366
[198]	eval-auc:0.704357	train-auc:0.736484
[199]	eval-auc:0.704399	train-auc:0.736581
[200]	eval-auc:0.704202	train-auc:0.736696
[201]	eval-auc:0.704409	train-auc:0.736806
[202]	eval-auc:0.704466	train-auc:0.736984
[203]	eval-auc:0.7047	train-auc:0.737326
[204]	eval-auc:0.704761	train-auc:0.7374
[205]	eval-auc:0.704909	train-auc:0.737498
[206]	eval-auc:0.704677	train-auc:0.737398
[207]	eval-auc:0.704225	train-auc:0.737586
[208]	eval-auc:0.704443	train-auc:0.738031
[209]	eval-auc:0.704242	train-auc:0.738079
[210]	eval-auc:0.704292	train-auc:0.738138
[211]	eval-auc:0.704339	train-auc:0.738253
[212]	eval-auc:0.704163	train-auc:0.738291
[213]	eval-auc:0.704342	train-auc:0.738318
[214]	eval-auc:0.704469	train-auc:0.738432
[215]	eval-auc:0.704459	train-auc:0.738522
[216]	eval-auc:0.7043	train-auc:0.738589
[217]	eval-auc:0.704213	train-auc:0.738608
[218]	eval-auc:0.704473	train-auc:0.738956
[219]	eval-auc:0.704679	train-auc:0.739084
[220]	eval-auc:0.704709	train-auc:0.739141
[221]	eval-auc:0.704309	train-auc:0.73929
[222]	eval-auc:0.704523	train-auc:0.739537
[223]	eval-auc:0.70477	train-auc:0.739475
[224]	eval-auc:0.704763	train-auc:0.739648
[225]	eval-auc:0.704833	train-auc:0.73971
[226]	eval-auc:0.705005	train-auc:0.739933
[227]	eval-auc:0.70479	train-auc:0.739851
[228]	eval-auc:0.705023	train-auc:0.740076
[229]	eval-auc:0.705221	train-auc:0.740222
[230]	eval-auc:0.7052	train-auc:0.740776
[231]	eval-auc:0.705305	train-auc:0.740927
[232]	eval-auc:0.705467	train-auc:0.741015
[233]	eval-auc:0.705108	train-auc:0.74099
[234]	eval-auc:0.705308	train-auc:0.741291
[235]	eval-auc:0.705332	train-auc:0.7414
[236]	eval-auc:0.705466	train-auc:0.741765
[237]	eval-auc:0.705327	train-auc:0.741668
[238]	eval-auc:0.705289	train-auc:0.741863
[239]	eval-auc:0.705174	train-auc:0.742062
[240]	eval-auc:0.705224	train-auc:0.742181
[241]	eval-auc:0.705113	train-auc:0.742215
[242]	eval-auc:0.70528	train-auc:0.742337
[243]	eval-auc:0.705667	train-auc:0.742382
[244]	eval-auc:0.705822	train-auc:0.742438
[245]	eval-auc:0.705749	train-auc:0.742219
[246]	eval-auc:0.705694	train-auc:0.742416
[247]	eval-auc:0.705763	train-auc:0.742727
[248]	eval-auc:0.705771	train-auc:0.7428
[249]	eval-auc:0.705669	train-auc:0.743034
[250]	eval-auc:0.705676	train-auc:0.743161
[251]	eval-auc:0.705801	train-auc:0.743221
[252]	eval-auc:0.705978	train-auc:0.743313
[253]	eval-auc:0.705997	train-auc:0.743418
[254]	eval-auc:0.705968	train-auc:0.743639
[255]	eval-auc:0.705924	train-auc:0.743702
[256]	eval-auc:0.705932	train-auc:0.743737
[257]	eval-auc:0.705997	train-auc:0.743787
[258]	eval-auc:0.70594	train-auc:0.74385
[259]	eval-auc:0.70634	train-auc:0.744304
[260]	eval-auc:0.70636	train-auc:0.74437
[261]	eval-auc:0.706361	train-auc:0.744497
[262]	eval-auc:0.706268	train-auc:0.744715
[263]	eval-auc:0.706278	train-auc:0.744753
[264]	eval-auc:0.706133	train-auc:0.745028
[265]	eval-auc:0.706106	train-auc:0.745087
[266]	eval-auc:0.705576	train-auc:0.745277
[267]	eval-auc:0.705408	train-auc:0.745322
[268]	eval-auc:0.705338	train-auc:0.745373
[269]	eval-auc:0.705314	train-auc:0.745459
[270]	eval-auc:0.705461	train-auc:0.745674
[271]	eval-auc:0.705524	train-auc:0.745745
[272]	eval-auc:0.705857	train-auc:0.745946
[273]	eval-auc:0.705856	train-auc:0.746017
[274]	eval-auc:0.705733	train-auc:0.746079
[275]	eval-auc:0.705844	train-auc:0.746187
[276]	eval-auc:0.706002	train-auc:0.746365
[277]	eval-auc:0.706192	train-auc:0.746547
[278]	eval-auc:0.706025	train-auc:0.746497
[279]	eval-auc:0.705912	train-auc:0.746745
[280]	eval-auc:0.705724	train-auc:0.746867
[281]	eval-auc:0.705701	train-auc:0.747184
[282]	eval-auc:0.705688	train-auc:0.747225
[283]	eval-auc:0.705731	train-auc:0.747451
[284]	eval-auc:0.705592	train-auc:0.747593
[285]	eval-auc:0.705739	train-auc:0.747812
[286]	eval-auc:0.705803	train-auc:0.747816
[287]	eval-auc:0.705804	train-auc:0.747867
[288]	eval-auc:0.705769	train-auc:0.748044
[289]	eval-auc:0.705882	train-auc:0.748118
[290]	eval-auc:0.705664	train-auc:0.748175
[291]	eval-auc:0.705976	train-auc:0.748255
[292]	eval-auc:0.706278	train-auc:0.748544
[293]	eval-auc:0.70617	train-auc:0.748537
	Score 0.7061695233222478


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 10, 'min_child_weight': 3.0, 'n_estimators': 458.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.635058	train-auc:0.810974
[1]	eval-auc:0.640057	train-auc:0.888416
[2]	eval-auc:0.628362	train-auc:0.927698
[3]	eval-auc:0.639908	train-auc:0.950517
[4]	eval-auc:0.659869	train-auc:0.965025
[5]	eval-auc:0.657376	train-auc:0.974376
[6]	eval-auc:0.660856	train-auc:0.975459
[7]	eval-auc:0.662532	train-auc:0.979321
[8]	eval-auc:0.668055	train-auc:0.986384
[9]	eval-auc:0.672052	train-auc:0.990056
[10]	eval-auc:0.67681	train-auc:0.992997
[11]	eval-auc:0.67879	train-auc:0.993904
[12]	eval-auc:0.675429	train-auc:0.994977
[13]	eval-auc:0.678681	train-auc:0.996458
[14]	eval-auc:0.678594	train-auc:0.996728
[15]	eval-auc:0.67612	train-auc:0.996814
[16]	eval-auc:0.675625	train-auc:0.99689
[17]	eval-auc:0.684349	train-auc:0.997609
[18]	eval-auc:0.682665	train-auc:0.997652
[19]	eval-auc:0.685663	train-auc:0.998116
[20]	eval-auc:0.68791	train-auc:0.998448
[21]	eval-auc:0.690424	train-auc:0.998612
[22]	eval-auc:0.690589	train-auc:0.998733
[23]	eval-auc:0.694024	train-auc:0.998945
[24]	eval-auc:0.695277	train-auc:0.999136
[25]	eval-auc:0.696418	train-auc:0.999323
[26]	eval-auc:0.697688	train-auc:0.999527
[27]	eval-auc:0.700615	train-auc:0.999623
[28]	eval-auc:0.700345	train-auc:0.999634
[29]	eval-auc:0.700724	train-auc:0.999713
[30]	eval-auc:0.697586	train-auc:0.999762
[31]	eval-auc:0.696593	train-auc:0.999809
[32]	eval-auc:0.696176	train-auc:0.999825
[33]	eval-auc:0.698644	train-auc:0.999837
[34]	eval-auc:0.697632	train-auc:0.999835
[35]	eval-auc:0.697712	train-auc:0.999886
[36]	eval-auc:0.698608	train-auc:0.999875
[37]	eval-auc:0.69793	train-auc:0.999899
[38]	eval-auc:0.69788	train-auc:0.999907
[39]	eval-auc:0.698282	train-auc:0.999922
[40]	eval-auc:0.697622	train-auc:0.999943
[41]	eval-auc:0.698119	train-auc:0.999947
[42]	eval-auc:0.697158	train-auc:0.999941
[43]	eval-auc:0.697283	train-auc:0.999945
[44]	eval-auc:0.696138	train-auc:0.999947
[45]	eval-auc:0.696965	train-auc:0.999953
[46]	eval-auc:0.697068	train-auc:0.999953
[47]	eval-auc:0.697628	train-auc:0.999962
[48]	eval-auc:0.697391	train-auc:0.999963
[49]	eval-auc:0.697906	train-auc:0.999968
[50]	eval-auc:0.69754	train-auc:0.999969
[51]	eval-auc:0.697659	train-auc:0.999972
[52]	eval-auc:0.696954	train-auc:0.99998
[53]	eval-auc:0.697234	train-auc:0.999987
[54]	eval-auc:0.698046	train-auc:0.999991
[55]	eval-auc:0.698146	train-auc:0.999991
[56]	eval-auc:0.697974	train-auc:0.999991
[57]	eval-auc:0.69735	train-auc:0.999992
[58]	eval-auc:0.696971	train-auc:0.999992
[59]	eval-auc:0.697616	train-auc:0.999996
[60]	eval-auc:0.697568	train-auc:0.999996
[61]	eval-auc:0.697545	train-auc:0.999996
[62]	eval-auc:0.696808	train-auc:0.999997
[63]	eval-auc:0.696675	train-auc:0.999998
[64]	eval-auc:0.696636	train-auc:0.999998
[65]	eval-auc:0.697836	train-auc:0.999998
[66]	eval-auc:0.698449	train-auc:0.999999
[67]	eval-auc:0.697822	train-auc:0.999999
[68]	eval-auc:0.696806	train-auc:1
[69]	eval-auc:0.696919	train-auc:1
[70]	eval-auc:0.69737	train-auc:1
[71]	eval-auc:0.698414	train-auc:1
[72]	eval-auc:0.698544	train-auc:1
[73]	eval-auc:0.699046	train-auc:1
[74]	eval-auc:0.698937	train-auc:1
[75]	eval-auc:0.698658	train-auc:1
[76]	eval-auc:0.698131	train-auc:1
[77]	eval-auc:0.697761	train-auc:1
[78]	eval-auc:0.698184	train-auc:1
[79]	eval-auc:0.697758	train-auc:1
[80]	eval-auc:0.698111	train-auc:1
[81]	eval-auc:0.697711	train-auc:1
[82]	eval-auc:0.698311	train-auc:1
[83]	eval-auc:0.699057	train-auc:1
[84]	eval-auc:0.698353	train-auc:1
[85]	eval-auc:0.69887	train-auc:1
[86]	eval-auc:0.698845	train-auc:1
[87]	eval-auc:0.699371	train-auc:1
[88]	eval-auc:0.699413	train-auc:1
[89]	eval-auc:0.699377	train-auc:1
[90]	eval-auc:0.699069	train-auc:1
[91]	eval-auc:0.699186	train-auc:1
[92]	eval-auc:0.698404	train-auc:1
[93]	eval-auc:0.698099	train-auc:1
[94]	eval-auc:0.697933	train-auc:1
[95]	eval-auc:0.69767	train-auc:1
[96]	eval-auc:0.697798	train-auc:1
[97]	eval-auc:0.697729	train-auc:1
[98]	eval-auc:0.698122	train-auc:1
[99]	eval-auc:0.697781	train-auc:1
[100]	eval-auc:0.697618	train-auc:1
[101]	eval-auc:0.697839	train-auc:1
[102]	eval-auc:0.697811	train-auc:1
[103]	eval-auc:0.698145	train-auc:1
[104]	eval-auc:0.697892	train-auc:1
[105]	eval-auc:0.697315	train-auc:1
[106]	eval-auc:0.696867	train-auc:1
[107]	eval-auc:0.697458	train-auc:1
[108]	eval-auc:0.69812	train-auc:1
[109]	eval-auc:0.698189	train-auc:1
[110]	eval-auc:0.698548	train-auc:1
[111]	eval-auc:0.698215	train-auc:1
[112]	eval-auc:0.698143	train-auc:1
[113]	eval-auc:0.698087	train-auc:1
[114]	eval-auc:0.698273	train-auc:1
[115]	eval-auc:0.698064	train-auc:1
[116]	eval-auc:0.698352	train-auc:1
[117]	eval-auc:0.698168	train-auc:1
[118]	eval-auc:0.698391	train-auc:1
[119]	eval-auc:0.698373	train-auc:1
[120]	eval-auc:0.698216	train-auc:1
[121]	eval-auc:0.697845	train-auc:1
[122]	eval-auc:0.697954	train-auc:1
[123]	eval-auc:0.697869	train-auc:1
[124]	eval-auc:0.698204	train-auc:1
[125]	eval-auc:0.698299	train-auc:1
[126]	eval-auc:0.698434	train-auc:1
[127]	eval-auc:0.698774	train-auc:1
[128]	eval-auc:0.698591	train-auc:1
[129]	eval-auc:0.697953	train-auc:1
[130]	eval-auc:0.697772	train-auc:1
[131]	eval-auc:0.697865	train-auc:1
[132]	eval-auc:0.698609	train-auc:1
[133]	eval-auc:0.69839	train-auc:1
[134]	eval-auc:0.698513	train-auc:1
[135]	eval-auc:0.698302	train-auc:1
[136]	eval-auc:0.698192	train-auc:1
[137]	eval-auc:0.698533	train-auc:1
[138]	eval-auc:0.698457	train-auc:1
[139]	eval-auc:0.6985	train-auc:1
[140]	eval-auc:0.698637	train-auc:1
[141]	eval-auc:0.699535	train-auc:1
[142]	eval-auc:0.699087	train-auc:1
[143]	eval-auc:0.699381	train-auc:1
[144]	eval-auc:0.699142	train-auc:1
[145]	eval-auc:0.700083	train-auc:1
[146]	eval-auc:0.699862	train-auc:1
[147]	eval-auc:0.699788	train-auc:1
[148]	eval-auc:0.699407	train-auc:1
[149]	eval-auc:0.699416	train-auc:1
[150]	eval-auc:0.69915	train-auc:1
[151]	eval-auc:0.698644	train-auc:1
[152]	eval-auc:0.698093	train-auc:1
[153]	eval-auc:0.698111	train-auc:1
[154]	eval-auc:0.697674	train-auc:1
[155]	eval-auc:0.697367	train-auc:1
[156]	eval-auc:0.697086	train-auc:1
[157]	eval-auc:0.696898	train-auc:1
[158]	eval-auc:0.697025	train-auc:1
[159]	eval-auc:0.698114	train-auc:1
[160]	eval-auc:0.697738	train-auc:1
[161]	eval-auc:0.697223	train-auc:1
[162]	eval-auc:0.696784	train-auc:1
[163]	eval-auc:0.697046	train-auc:1
[164]	eval-auc:0.697103	train-auc:1
[165]	eval-auc:0.696645	train-auc:1
[166]	eval-auc:0.69684	train-auc:1
[167]	eval-auc:0.696611	train-auc:1
[168]	eval-auc:0.696593	train-auc:1
[169]	eval-auc:0.696454	train-auc:1
[170]	eval-auc:0.696199	train-auc:1
[171]	eval-auc:0.695783	train-auc:1
[172]	eval-auc:0.695702	train-auc:1
[173]	eval-auc:0.695749	train-auc:1
[174]	eval-auc:0.695835	train-auc:1
[175]	eval-auc:0.696759	train-auc:1
[176]	eval-auc:0.696221	train-auc:1
[177]	eval-auc:0.696063	train-auc:1
[178]	eval-auc:0.69624	train-auc:1
[179]	eval-auc:0.696069	train-auc:1
[180]	eval-auc:0.696237	train-auc:1
[181]	eval-auc:0.696229	train-auc:1
[182]	eval-auc:0.696515	train-auc:1
[183]	eval-auc:0.696671	train-auc:1
[184]	eval-auc:0.696692	train-auc:1
[185]	eval-auc:0.696493	train-auc:1
[186]	eval-auc:0.69668	train-auc:1
[187]	eval-auc:0.696927	train-auc:1
[188]	eval-auc:0.69722	train-auc:1
[189]	eval-auc:0.69663	train-auc:1
[190]	eval-auc:0.696706	train-auc:1
[191]	eval-auc:0.69654	train-auc:1
[192]	eval-auc:0.696882	train-auc:1
[193]	eval-auc:0.696701	train-auc:1
[194]	eval-auc:0.697068	train-auc:1
[195]	eval-auc:0.696764	train-auc:1
[196]	eval-auc:0.696905	train-auc:1
[197]	eval-auc:0.696876	train-auc:1
[198]	eval-auc:0.696754	train-auc:1
[199]	eval-auc:0.696927	train-auc:1
[200]	eval-auc:0.696837	train-auc:1
[201]	eval-auc:0.69685	train-auc:1
[202]	eval-auc:0.69693	train-auc:1
[203]	eval-auc:0.696898	train-auc:1
[204]	eval-auc:0.697245	train-auc:1
[205]	eval-auc:0.697421	train-auc:1
[206]	eval-auc:0.697257	train-auc:1
[207]	eval-auc:0.697252	train-auc:1
[208]	eval-auc:0.697134	train-auc:1
[209]	eval-auc:0.697134	train-auc:1
[210]	eval-auc:0.697379	train-auc:1
[211]	eval-auc:0.696958	train-auc:1
[212]	eval-auc:0.697102	train-auc:1
[213]	eval-auc:0.697071	train-auc:1
[214]	eval-auc:0.697103	train-auc:1
[215]	eval-auc:0.69678	train-auc:1
[216]	eval-auc:0.696882	train-auc:1
[217]	eval-auc:0.697013	train-auc:1
[218]	eval-auc:0.696913	train-auc:1
[219]	eval-auc:0.696916	train-auc:1
[220]	eval-auc:0.697278	train-auc:1
[221]	eval-auc:0.697278	train-auc:1
[222]	eval-auc:0.697013	train-auc:1
[223]	eval-auc:0.697325	train-auc:1
[224]	eval-auc:0.697336	train-auc:1
[225]	eval-auc:0.697006	train-auc:1
[226]	eval-auc:0.697179	train-auc:1
[227]	eval-auc:0.696895	train-auc:1
[228]	eval-auc:0.696824	train-auc:1
[229]	eval-auc:0.696955	train-auc:1
[230]	eval-auc:0.696954	train-auc:1
[231]	eval-auc:0.697065	train-auc:1
[232]	eval-auc:0.697153	train-auc:1
[233]	eval-auc:0.697146	train-auc:1
[234]	eval-auc:0.696908	train-auc:1
[235]	eval-auc:0.696648	train-auc:1
[236]	eval-auc:0.696727	train-auc:1
[237]	eval-auc:0.696727	train-auc:1
[238]	eval-auc:0.696846	train-auc:1
[239]	eval-auc:0.696506	train-auc:1
[240]	eval-auc:0.696658	train-auc:1
[241]	eval-auc:0.696735	train-auc:1
[242]	eval-auc:0.696427	train-auc:1
[243]	eval-auc:0.696034	train-auc:1
[244]	eval-auc:0.695848	train-auc:1
[245]	eval-auc:0.696573	train-auc:1
[246]	eval-auc:0.696707	train-auc:1
[247]	eval-auc:0.696654	train-auc:1
[248]	eval-auc:0.696791	train-auc:1
[249]	eval-auc:0.696646	train-auc:1
[250]	eval-auc:0.696646	train-auc:1
[251]	eval-auc:0.696703	train-auc:1
[252]	eval-auc:0.696703	train-auc:1
[253]	eval-auc:0.696607	train-auc:1
[254]	eval-auc:0.69691	train-auc:1
[255]	eval-auc:0.696847	train-auc:1
[256]	eval-auc:0.696843	train-auc:1
[257]	eval-auc:0.69722	train-auc:1
[258]	eval-auc:0.697214	train-auc:1
[259]	eval-auc:0.697179	train-auc:1
[260]	eval-auc:0.697379	train-auc:1
[261]	eval-auc:0.697449	train-auc:1
[262]	eval-auc:0.697586	train-auc:1
[263]	eval-auc:0.697641	train-auc:1
[264]	eval-auc:0.697601	train-auc:1
[265]	eval-auc:0.69874	train-auc:1
[266]	eval-auc:0.698754	train-auc:1
[267]	eval-auc:0.698933	train-auc:1
[268]	eval-auc:0.698862	train-auc:1
[269]	eval-auc:0.699864	train-auc:1
[270]	eval-auc:0.700118	train-auc:1
[271]	eval-auc:0.700118	train-auc:1
[272]	eval-auc:0.700039	train-auc:1
[273]	eval-auc:0.700111	train-auc:1
[274]	eval-auc:0.700025	train-auc:1
[275]	eval-auc:0.699917	train-auc:1
[276]	eval-auc:0.6992	train-auc:1
[277]	eval-auc:0.699214	train-auc:1
[278]	eval-auc:0.699016	train-auc:1
[279]	eval-auc:0.699131	train-auc:1
[280]	eval-auc:0.699131	train-auc:1
[281]	eval-auc:0.698912	train-auc:1
[282]	eval-auc:0.698967	train-auc:1
[283]	eval-auc:0.698667	train-auc:1
[284]	eval-auc:0.698492	train-auc:1
[285]	eval-auc:0.698492	train-auc:1
[286]	eval-auc:0.698458	train-auc:1
[287]	eval-auc:0.698458	train-auc:1
[288]	eval-auc:0.698458	train-auc:1
[289]	eval-auc:0.698501	train-auc:1
[290]	eval-auc:0.69855	train-auc:1
[291]	eval-auc:0.698206	train-auc:1
[292]	eval-auc:0.698206	train-auc:1
[293]	eval-auc:0.698035	train-auc:1
[294]	eval-auc:0.698	train-auc:1
[295]	eval-auc:0.697921	train-auc:1
[296]	eval-auc:0.698021	train-auc:1
[297]	eval-auc:0.6979	train-auc:1
[298]	eval-auc:0.697726	train-auc:1
[299]	eval-auc:0.697746	train-auc:1
[300]	eval-auc:0.697974	train-auc:1
[301]	eval-auc:0.698067	train-auc:1
[302]	eval-auc:0.698067	train-auc:1
[303]	eval-auc:0.698053	train-auc:1
[304]	eval-auc:0.697731	train-auc:1
[305]	eval-auc:0.697735	train-auc:1
[306]	eval-auc:0.69777	train-auc:1
[307]	eval-auc:0.69777	train-auc:1
[308]	eval-auc:0.697892	train-auc:1
[309]	eval-auc:0.697994	train-auc:1
[310]	eval-auc:0.697994	train-auc:1
[311]	eval-auc:0.698123	train-auc:1
[312]	eval-auc:0.698134	train-auc:1
[313]	eval-auc:0.698134	train-auc:1
[314]	eval-auc:0.698134	train-auc:1
[315]	eval-auc:0.698189	train-auc:1
[316]	eval-auc:0.698364	train-auc:1
[317]	eval-auc:0.698364	train-auc:1
[318]	eval-auc:0.698289	train-auc:1
[319]	eval-auc:0.698251	train-auc:1
[320]	eval-auc:0.697954	train-auc:1
[321]	eval-auc:0.698047	train-auc:1
[322]	eval-auc:0.698302	train-auc:1
[323]	eval-auc:0.698375	train-auc:1
[324]	eval-auc:0.698375	train-auc:1
[325]	eval-auc:0.698375	train-auc:1
[326]	eval-auc:0.698375	train-auc:1
[327]	eval-auc:0.698282	train-auc:1
[328]	eval-auc:0.698369	train-auc:1
[329]	eval-auc:0.698376	train-auc:1
[330]	eval-auc:0.698442	train-auc:1
[331]	eval-auc:0.698388	train-auc:1
[332]	eval-auc:0.698373	train-auc:1
[333]	eval-auc:0.698315	train-auc:1
[334]	eval-auc:0.6982	train-auc:1
[335]	eval-auc:0.698439	train-auc:1
[336]	eval-auc:0.698361	train-auc:1
[337]	eval-auc:0.698443	train-auc:1
[338]	eval-auc:0.698352	train-auc:1
[339]	eval-auc:0.698391	train-auc:1
[340]	eval-auc:0.698503	train-auc:1
[341]	eval-auc:0.69855	train-auc:1
[342]	eval-auc:0.69865	train-auc:1
[343]	eval-auc:0.698673	train-auc:1
[344]	eval-auc:0.698673	train-auc:1
[345]	eval-auc:0.69869	train-auc:1
[346]	eval-auc:0.698624	train-auc:1
[347]	eval-auc:0.698626	train-auc:1
[348]	eval-auc:0.698548	train-auc:1
[349]	eval-auc:0.698667	train-auc:1
[350]	eval-auc:0.698771	train-auc:1
[351]	eval-auc:0.69851	train-auc:1
[352]	eval-auc:0.698661	train-auc:1
[353]	eval-auc:0.698784	train-auc:1
[354]	eval-auc:0.698772	train-auc:1
[355]	eval-auc:0.698722	train-auc:1
[356]	eval-auc:0.698722	train-auc:1
[357]	eval-auc:0.698841	train-auc:1
[358]	eval-auc:0.69892	train-auc:1
[359]	eval-auc:0.698917	train-auc:1
[360]	eval-auc:0.698917	train-auc:1
[361]	eval-auc:0.698915	train-auc:1
[362]	eval-auc:0.698693	train-auc:1
[363]	eval-auc:0.698602	train-auc:1
[364]	eval-auc:0.6986	train-auc:1
[365]	eval-auc:0.698306	train-auc:1
[366]	eval-auc:0.698311	train-auc:1
[367]	eval-auc:0.698311	train-auc:1
[368]	eval-auc:0.698311	train-auc:1
[369]	eval-auc:0.698207	train-auc:1
[370]	eval-auc:0.698203	train-auc:1
[371]	eval-auc:0.698174	train-auc:1
[372]	eval-auc:0.698139	train-auc:1
[373]	eval-auc:0.698215	train-auc:1
[374]	eval-auc:0.698215	train-auc:1
[375]	eval-auc:0.698236	train-auc:1
[376]	eval-auc:0.698219	train-auc:1
[377]	eval-auc:0.698196	train-auc:1
[378]	eval-auc:0.6983	train-auc:1
[379]	eval-auc:0.698213	train-auc:1
[380]	eval-auc:0.697995	train-auc:1
[381]	eval-auc:0.697995	train-auc:1
[382]	eval-auc:0.697967	train-auc:1
[383]	eval-auc:0.697837	train-auc:1
[384]	eval-auc:0.697945	train-auc:1
[385]	eval-auc:0.697945	train-auc:1
[386]	eval-auc:0.698219	train-auc:1
[387]	eval-auc:0.698075	train-auc:1
[388]	eval-auc:0.698075	train-auc:1
[389]	eval-auc:0.698181	train-auc:1
[390]	eval-auc:0.697919	train-auc:1
[391]	eval-auc:0.697919	train-auc:1
[392]	eval-auc:0.697915	train-auc:1
[393]	eval-auc:0.69793	train-auc:1
[394]	eval-auc:0.698024	train-auc:1
[395]	eval-auc:0.698024	train-auc:1
[396]	eval-auc:0.697909	train-auc:1
[397]	eval-auc:0.697977	train-auc:1
[398]	eval-auc:0.697977	train-auc:1
[399]	eval-auc:0.697892	train-auc:1
[400]	eval-auc:0.697895	train-auc:1
[401]	eval-auc:0.697896	train-auc:1
[402]	eval-auc:0.698101	train-auc:1
[403]	eval-auc:0.698038	train-auc:1
[404]	eval-auc:0.698084	train-auc:1
[405]	eval-auc:0.698084	train-auc:1
[406]	eval-auc:0.698084	train-auc:1
[407]	eval-auc:0.698084	train-auc:1
[408]	eval-auc:0.698084	train-auc:1
[409]	eval-auc:0.698014	train-auc:1
[410]	eval-auc:0.698014	train-auc:1
[411]	eval-auc:0.698047	train-auc:1
[412]	eval-auc:0.697884	train-auc:1
[413]	eval-auc:0.697884	train-auc:1
[414]	eval-auc:0.697884	train-auc:1
[415]	eval-auc:0.69777	train-auc:1
[416]	eval-auc:0.69777	train-auc:1
[417]	eval-auc:0.697802	train-auc:1
[418]	eval-auc:0.697936	train-auc:1
[419]	eval-auc:0.697989	train-auc:1
[420]	eval-auc:0.697989	train-auc:1
[421]	eval-auc:0.697813	train-auc:1
[422]	eval-auc:0.697829	train-auc:1
[423]	eval-auc:0.698027	train-auc:1
[424]	eval-auc:0.698027	train-auc:1
[425]	eval-auc:0.698219	train-auc:1
[426]	eval-auc:0.698219	train-auc:1
[427]	eval-auc:0.698075	train-auc:1
[428]	eval-auc:0.698075	train-auc:1
[429]	eval-auc:0.698075	train-auc:1
[430]	eval-auc:0.698075	train-auc:1
[431]	eval-auc:0.698274	train-auc:1
[432]	eval-auc:0.698111	train-auc:1
[433]	eval-auc:0.698152	train-auc:1
[434]	eval-auc:0.698349	train-auc:1
[435]	eval-auc:0.698349	train-auc:1
[436]	eval-auc:0.698349	train-auc:1
[437]	eval-auc:0.698349	train-auc:1
[438]	eval-auc:0.698312	train-auc:1
[439]	eval-auc:0.698312	train-auc:1
[440]	eval-auc:0.698155	train-auc:1
[441]	eval-auc:0.698008	train-auc:1
[442]	eval-auc:0.698008	train-auc:1
[443]	eval-auc:0.698024	train-auc:1
[444]	eval-auc:0.698029	train-auc:1
[445]	eval-auc:0.697935	train-auc:1
[446]	eval-auc:0.697935	train-auc:1
[447]	eval-auc:0.697935	train-auc:1
[448]	eval-auc:0.697959	train-auc:1
[449]	eval-auc:0.697808	train-auc:1
[450]	eval-auc:0.697808	train-auc:1
[451]	eval-auc:0.69767	train-auc:1
[452]	eval-auc:0.69767	train-auc:1
[453]	eval-auc:0.69767	train-auc:1
[454]	eval-auc:0.697577	train-auc:1
[455]	eval-auc:0.697577	train-auc:1
[456]	eval-auc:0.69766	train-auc:1
[457]	eval-auc:0.697513	train-auc:1
	Score 0.697512760540389


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 8, 'min_child_weight': 4.0, 'n_estimators': 210.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.710539	train-auc:0.810355
[1]	eval-auc:0.698439	train-auc:0.855482
[2]	eval-auc:0.691596	train-auc:0.884104
[3]	eval-auc:0.693987	train-auc:0.911074
[4]	eval-auc:0.685321	train-auc:0.922647
[5]	eval-auc:0.678985	train-auc:0.931565
[6]	eval-auc:0.668131	train-auc:0.940809
[7]	eval-auc:0.670093	train-auc:0.959116
[8]	eval-auc:0.6768	train-auc:0.969661
[9]	eval-auc:0.684019	train-auc:0.976651
[10]	eval-auc:0.687456	train-auc:0.981394
[11]	eval-auc:0.685905	train-auc:0.9831
[12]	eval-auc:0.68786	train-auc:0.98824
[13]	eval-auc:0.686607	train-auc:0.989088
[14]	eval-auc:0.685106	train-auc:0.991367
[15]	eval-auc:0.681326	train-auc:0.991829
[16]	eval-auc:0.680415	train-auc:0.99324
[17]	eval-auc:0.685402	train-auc:0.99406
[18]	eval-auc:0.686927	train-auc:0.994837
[19]	eval-auc:0.686497	train-auc:0.994982
[20]	eval-auc:0.685987	train-auc:0.995258
[21]	eval-auc:0.684866	train-auc:0.995833
[22]	eval-auc:0.686296	train-auc:0.99632
[23]	eval-auc:0.68561	train-auc:0.996442
[24]	eval-auc:0.6859	train-auc:0.996998
[25]	eval-auc:0.685532	train-auc:0.997144
[26]	eval-auc:0.684933	train-auc:0.997274
[27]	eval-auc:0.683095	train-auc:0.997549
[28]	eval-auc:0.68263	train-auc:0.997728
[29]	eval-auc:0.684812	train-auc:0.998338
[30]	eval-auc:0.683992	train-auc:0.998439
[31]	eval-auc:0.68448	train-auc:0.998582
[32]	eval-auc:0.684933	train-auc:0.998594
[33]	eval-auc:0.684317	train-auc:0.998715
[34]	eval-auc:0.684317	train-auc:0.998953
[35]	eval-auc:0.684318	train-auc:0.999022
[36]	eval-auc:0.685658	train-auc:0.999047
[37]	eval-auc:0.684825	train-auc:0.999177
[38]	eval-auc:0.685039	train-auc:0.999168
[39]	eval-auc:0.68574	train-auc:0.999265
[40]	eval-auc:0.686717	train-auc:0.999297
[41]	eval-auc:0.686637	train-auc:0.999328
[42]	eval-auc:0.687866	train-auc:0.999414
[43]	eval-auc:0.688089	train-auc:0.999514
[44]	eval-auc:0.687498	train-auc:0.999514
[45]	eval-auc:0.687491	train-auc:0.999564
[46]	eval-auc:0.688935	train-auc:0.999705
[47]	eval-auc:0.688821	train-auc:0.999719
[48]	eval-auc:0.688935	train-auc:0.999706
[49]	eval-auc:0.68844	train-auc:0.999711
[50]	eval-auc:0.68783	train-auc:0.999711
[51]	eval-auc:0.686869	train-auc:0.999739
[52]	eval-auc:0.686398	train-auc:0.999755
[53]	eval-auc:0.688044	train-auc:0.999762
[54]	eval-auc:0.688116	train-auc:0.999779
[55]	eval-auc:0.687053	train-auc:0.999795
[56]	eval-auc:0.686802	train-auc:0.999782
[57]	eval-auc:0.687572	train-auc:0.999782
[58]	eval-auc:0.687982	train-auc:0.999805
[59]	eval-auc:0.688471	train-auc:0.999821
[60]	eval-auc:0.688244	train-auc:0.999833
[61]	eval-auc:0.68804	train-auc:0.999841
[62]	eval-auc:0.688025	train-auc:0.999839
[63]	eval-auc:0.688192	train-auc:0.999839
[64]	eval-auc:0.688163	train-auc:0.999879
[65]	eval-auc:0.688128	train-auc:0.999885
[66]	eval-auc:0.687146	train-auc:0.999922
[67]	eval-auc:0.688073	train-auc:0.999941
[68]	eval-auc:0.687591	train-auc:0.999945
[69]	eval-auc:0.687467	train-auc:0.999953
[70]	eval-auc:0.686962	train-auc:0.999959
[71]	eval-auc:0.686934	train-auc:0.99996
[72]	eval-auc:0.686513	train-auc:0.999961
[73]	eval-auc:0.686947	train-auc:0.999962
[74]	eval-auc:0.687345	train-auc:0.999966
[75]	eval-auc:0.686532	train-auc:0.999965
[76]	eval-auc:0.686913	train-auc:0.999971
[77]	eval-auc:0.68589	train-auc:0.999976
[78]	eval-auc:0.685576	train-auc:0.999977
[79]	eval-auc:0.685678	train-auc:0.999976
[80]	eval-auc:0.685425	train-auc:0.99998
[81]	eval-auc:0.684238	train-auc:0.999979
[82]	eval-auc:0.685235	train-auc:0.999978
[83]	eval-auc:0.68485	train-auc:0.999975
[84]	eval-auc:0.684799	train-auc:0.99998
[85]	eval-auc:0.684842	train-auc:0.99998
[86]	eval-auc:0.684522	train-auc:0.999981
[87]	eval-auc:0.685125	train-auc:0.999981
[88]	eval-auc:0.684719	train-auc:0.999987
[89]	eval-auc:0.685261	train-auc:0.999988
[90]	eval-auc:0.683826	train-auc:0.99999
[91]	eval-auc:0.683799	train-auc:0.99999
[92]	eval-auc:0.683928	train-auc:0.999992
[93]	eval-auc:0.68317	train-auc:0.999993
[94]	eval-auc:0.683306	train-auc:0.999993
[95]	eval-auc:0.685267	train-auc:0.999994
[96]	eval-auc:0.685136	train-auc:0.999994
[97]	eval-auc:0.685514	train-auc:0.999994
[98]	eval-auc:0.685364	train-auc:0.999994
[99]	eval-auc:0.684145	train-auc:0.999994
[100]	eval-auc:0.684178	train-auc:0.999997
[101]	eval-auc:0.684079	train-auc:0.999997
[102]	eval-auc:0.683717	train-auc:0.999997
[103]	eval-auc:0.684865	train-auc:0.999998
[104]	eval-auc:0.685434	train-auc:0.999998
[105]	eval-auc:0.685067	train-auc:0.999998
[106]	eval-auc:0.684524	train-auc:0.999998
[107]	eval-auc:0.684877	train-auc:0.999998
[108]	eval-auc:0.684181	train-auc:1
[109]	eval-auc:0.684653	train-auc:1
[110]	eval-auc:0.685075	train-auc:1
[111]	eval-auc:0.685236	train-auc:1
[112]	eval-auc:0.686846	train-auc:1
[113]	eval-auc:0.685899	train-auc:1
[114]	eval-auc:0.685824	train-auc:1
[115]	eval-auc:0.685986	train-auc:1
[116]	eval-auc:0.686517	train-auc:1
[117]	eval-auc:0.686517	train-auc:1
[118]	eval-auc:0.686517	train-auc:1
[119]	eval-auc:0.686517	train-auc:1
[120]	eval-auc:0.686517	train-auc:1
[121]	eval-auc:0.686596	train-auc:1
[122]	eval-auc:0.686494	train-auc:1
[123]	eval-auc:0.686817	train-auc:1
[124]	eval-auc:0.686779	train-auc:1
[125]	eval-auc:0.686622	train-auc:1
[126]	eval-auc:0.686546	train-auc:1
[127]	eval-auc:0.686637	train-auc:1
[128]	eval-auc:0.686401	train-auc:1
[129]	eval-auc:0.686097	train-auc:1
[130]	eval-auc:0.685873	train-auc:1
[131]	eval-auc:0.685736	train-auc:1
[132]	eval-auc:0.685765	train-auc:1
[133]	eval-auc:0.685696	train-auc:1
[134]	eval-auc:0.685638	train-auc:1
[135]	eval-auc:0.685419	train-auc:1
[136]	eval-auc:0.68483	train-auc:1
[137]	eval-auc:0.684897	train-auc:1
[138]	eval-auc:0.684585	train-auc:1
[139]	eval-auc:0.684585	train-auc:1
[140]	eval-auc:0.684723	train-auc:1
[141]	eval-auc:0.684714	train-auc:1
[142]	eval-auc:0.684574	train-auc:1
[143]	eval-auc:0.68449	train-auc:1
[144]	eval-auc:0.68449	train-auc:1
[145]	eval-auc:0.684043	train-auc:1
[146]	eval-auc:0.684035	train-auc:1
[147]	eval-auc:0.684035	train-auc:1
[148]	eval-auc:0.683787	train-auc:1
[149]	eval-auc:0.683371	train-auc:1
[150]	eval-auc:0.683574	train-auc:1
[151]	eval-auc:0.683488	train-auc:1
[152]	eval-auc:0.683482	train-auc:1
[153]	eval-auc:0.683651	train-auc:1
[154]	eval-auc:0.683642	train-auc:1
[155]	eval-auc:0.683642	train-auc:1
[156]	eval-auc:0.683507	train-auc:1
[157]	eval-auc:0.68342	train-auc:1
[158]	eval-auc:0.683415	train-auc:1
[159]	eval-auc:0.683385	train-auc:1
[160]	eval-auc:0.68337	train-auc:1
[161]	eval-auc:0.683979	train-auc:1
[162]	eval-auc:0.683959	train-auc:1
[163]	eval-auc:0.684169	train-auc:1
[164]	eval-auc:0.684169	train-auc:1
[165]	eval-auc:0.68395	train-auc:1
[166]	eval-auc:0.684026	train-auc:1
[167]	eval-auc:0.684099	train-auc:1
[168]	eval-auc:0.684099	train-auc:1
[169]	eval-auc:0.684553	train-auc:1
[170]	eval-auc:0.684248	train-auc:1
[171]	eval-auc:0.684711	train-auc:1
[172]	eval-auc:0.683883	train-auc:1
[173]	eval-auc:0.683059	train-auc:1
[174]	eval-auc:0.6833	train-auc:1
[175]	eval-auc:0.683161	train-auc:1
[176]	eval-auc:0.68349	train-auc:1
[177]	eval-auc:0.68349	train-auc:1
[178]	eval-auc:0.683325	train-auc:1
[179]	eval-auc:0.683394	train-auc:1
[180]	eval-auc:0.683182	train-auc:1
[181]	eval-auc:0.684105	train-auc:1
[182]	eval-auc:0.684146	train-auc:1
[183]	eval-auc:0.684146	train-auc:1
[184]	eval-auc:0.684493	train-auc:1
[185]	eval-auc:0.684885	train-auc:1
[186]	eval-auc:0.684885	train-auc:1
[187]	eval-auc:0.68437	train-auc:1
[188]	eval-auc:0.68437	train-auc:1
[189]	eval-auc:0.68437	train-auc:1
[190]	eval-auc:0.684157	train-auc:1
[191]	eval-auc:0.684466	train-auc:1
[192]	eval-auc:0.684282	train-auc:1
[193]	eval-auc:0.684301	train-auc:1
[194]	eval-auc:0.684111	train-auc:1
[195]	eval-auc:0.683549	train-auc:1
[196]	eval-auc:0.683656	train-auc:1
[197]	eval-auc:0.683647	train-auc:1
[198]	eval-auc:0.68361	train-auc:1
[199]	eval-auc:0.68361	train-auc:1
[200]	eval-auc:0.68361	train-auc:1
[201]	eval-auc:0.68361	train-auc:1
[202]	eval-auc:0.68361	train-auc:1
[203]	eval-auc:0.68361	train-auc:1
[204]	eval-auc:0.683928	train-auc:1
[205]	eval-auc:0.683928	train-auc:1
[206]	eval-auc:0.683928	train-auc:1
[207]	eval-auc:0.683928	train-auc:1
[208]	eval-auc:0.683589	train-auc:1
[209]	eval-auc:0.683589	train-auc:1
	Score 0.6835888486886184


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.55, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 7, 'min_child_weight': 5.0, 'n_estimators': 233.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.541948	train-auc:0.656086
[1]	eval-auc:0.647709	train-auc:0.809707
[2]	eval-auc:0.637245	train-auc:0.819582
[3]	eval-auc:0.650279	train-auc:0.85251
[4]	eval-auc:0.668537	train-auc:0.856638
[5]	eval-auc:0.67109	train-auc:0.876879
[6]	eval-auc:0.671929	train-auc:0.881301
[7]	eval-auc:0.669094	train-auc:0.883808
[8]	eval-auc:0.675884	train-auc:0.898846
[9]	eval-auc:0.688499	train-auc:0.912234
[10]	eval-auc:0.687301	train-auc:0.920434
[11]	eval-auc:0.68612	train-auc:0.923527
[12]	eval-auc:0.686597	train-auc:0.924715
[13]	eval-auc:0.68896	train-auc:0.928141
[14]	eval-auc:0.688464	train-auc:0.931258
[15]	eval-auc:0.685558	train-auc:0.934876
[16]	eval-auc:0.684697	train-auc:0.935912
[17]	eval-auc:0.694346	train-auc:0.946474
[18]	eval-auc:0.68991	train-auc:0.953498
[19]	eval-auc:0.694049	train-auc:0.960753
[20]	eval-auc:0.692337	train-auc:0.961848
[21]	eval-auc:0.689718	train-auc:0.963779
[22]	eval-auc:0.689873	train-auc:0.965581
[23]	eval-auc:0.68892	train-auc:0.967371
[24]	eval-auc:0.690458	train-auc:0.968488
[25]	eval-auc:0.690194	train-auc:0.968629
[26]	eval-auc:0.689419	train-auc:0.971395
[27]	eval-auc:0.687926	train-auc:0.973182
[28]	eval-auc:0.6871	train-auc:0.974277
[29]	eval-auc:0.686493	train-auc:0.975089
[30]	eval-auc:0.687211	train-auc:0.976754
[31]	eval-auc:0.687545	train-auc:0.977596
[32]	eval-auc:0.687627	train-auc:0.978673
[33]	eval-auc:0.688638	train-auc:0.979736
[34]	eval-auc:0.690225	train-auc:0.980822
[35]	eval-auc:0.689634	train-auc:0.98175
[36]	eval-auc:0.689384	train-auc:0.982683
[37]	eval-auc:0.691796	train-auc:0.983507
[38]	eval-auc:0.692311	train-auc:0.983754
[39]	eval-auc:0.692737	train-auc:0.984661
[40]	eval-auc:0.692607	train-auc:0.985715
[41]	eval-auc:0.692887	train-auc:0.986742
[42]	eval-auc:0.693109	train-auc:0.986773
[43]	eval-auc:0.694755	train-auc:0.98761
[44]	eval-auc:0.69552	train-auc:0.988286
[45]	eval-auc:0.695344	train-auc:0.988675
[46]	eval-auc:0.695501	train-auc:0.989378
[47]	eval-auc:0.694572	train-auc:0.990495
[48]	eval-auc:0.693612	train-auc:0.991169
[49]	eval-auc:0.690508	train-auc:0.991859
[50]	eval-auc:0.690482	train-auc:0.991987
[51]	eval-auc:0.690676	train-auc:0.992099
[52]	eval-auc:0.690089	train-auc:0.99246
[53]	eval-auc:0.68989	train-auc:0.992907
[54]	eval-auc:0.690613	train-auc:0.993849
[55]	eval-auc:0.690312	train-auc:0.994118
[56]	eval-auc:0.690261	train-auc:0.994406
[57]	eval-auc:0.688752	train-auc:0.994781
[58]	eval-auc:0.689479	train-auc:0.994902
[59]	eval-auc:0.689508	train-auc:0.995206
[60]	eval-auc:0.689136	train-auc:0.995629
[61]	eval-auc:0.690744	train-auc:0.995829
[62]	eval-auc:0.690849	train-auc:0.996031
[63]	eval-auc:0.694408	train-auc:0.996358
[64]	eval-auc:0.694181	train-auc:0.996451
[65]	eval-auc:0.69414	train-auc:0.996497
[66]	eval-auc:0.694916	train-auc:0.996613
[67]	eval-auc:0.694452	train-auc:0.996653
[68]	eval-auc:0.693528	train-auc:0.996627
[69]	eval-auc:0.692655	train-auc:0.996886
[70]	eval-auc:0.694202	train-auc:0.996918
[71]	eval-auc:0.694246	train-auc:0.997074
[72]	eval-auc:0.694042	train-auc:0.997141
[73]	eval-auc:0.693905	train-auc:0.997312
[74]	eval-auc:0.693659	train-auc:0.997456
[75]	eval-auc:0.692878	train-auc:0.997562
[76]	eval-auc:0.691975	train-auc:0.997596
[77]	eval-auc:0.691513	train-auc:0.997621
[78]	eval-auc:0.691475	train-auc:0.997677
[79]	eval-auc:0.690523	train-auc:0.997843
[80]	eval-auc:0.689843	train-auc:0.99788
[81]	eval-auc:0.689173	train-auc:0.997915
[82]	eval-auc:0.688809	train-auc:0.997965
[83]	eval-auc:0.688392	train-auc:0.99808
[84]	eval-auc:0.689978	train-auc:0.998198
[85]	eval-auc:0.688727	train-auc:0.998364
[86]	eval-auc:0.68811	train-auc:0.998397
[87]	eval-auc:0.688376	train-auc:0.998496
[88]	eval-auc:0.688768	train-auc:0.998504
[89]	eval-auc:0.688809	train-auc:0.99855
[90]	eval-auc:0.688306	train-auc:0.998553
[91]	eval-auc:0.688261	train-auc:0.998545
[92]	eval-auc:0.688341	train-auc:0.998753
[93]	eval-auc:0.687377	train-auc:0.998787
[94]	eval-auc:0.686915	train-auc:0.998818
[95]	eval-auc:0.68698	train-auc:0.998966
[96]	eval-auc:0.686782	train-auc:0.998995
[97]	eval-auc:0.6871	train-auc:0.998998
[98]	eval-auc:0.687607	train-auc:0.999129
[99]	eval-auc:0.687419	train-auc:0.999158
[100]	eval-auc:0.68735	train-auc:0.999223
[101]	eval-auc:0.686921	train-auc:0.999259
[102]	eval-auc:0.686374	train-auc:0.999333
[103]	eval-auc:0.686369	train-auc:0.999343
[104]	eval-auc:0.686864	train-auc:0.999343
[105]	eval-auc:0.687221	train-auc:0.999342
[106]	eval-auc:0.686659	train-auc:0.999345
[107]	eval-auc:0.686811	train-auc:0.999402
[108]	eval-auc:0.686126	train-auc:0.999444
[109]	eval-auc:0.687563	train-auc:0.999487
[110]	eval-auc:0.689115	train-auc:0.999547
[111]	eval-auc:0.687936	train-auc:0.999529
[112]	eval-auc:0.687607	train-auc:0.999577
[113]	eval-auc:0.687202	train-auc:0.999627
[114]	eval-auc:0.68635	train-auc:0.999646
[115]	eval-auc:0.685931	train-auc:0.999648
[116]	eval-auc:0.685654	train-auc:0.999649
[117]	eval-auc:0.68552	train-auc:0.999676
[118]	eval-auc:0.685383	train-auc:0.999695
[119]	eval-auc:0.68617	train-auc:0.999718
[120]	eval-auc:0.687502	train-auc:0.999724
[121]	eval-auc:0.687466	train-auc:0.999754
[122]	eval-auc:0.686465	train-auc:0.999799
[123]	eval-auc:0.685514	train-auc:0.999819
[124]	eval-auc:0.685655	train-auc:0.999821
[125]	eval-auc:0.685115	train-auc:0.999827
[126]	eval-auc:0.685043	train-auc:0.999841
[127]	eval-auc:0.684767	train-auc:0.999845
[128]	eval-auc:0.685239	train-auc:0.999849
[129]	eval-auc:0.685069	train-auc:0.999855
[130]	eval-auc:0.685779	train-auc:0.99986
[131]	eval-auc:0.685585	train-auc:0.999847
[132]	eval-auc:0.68568	train-auc:0.999856
[133]	eval-auc:0.68583	train-auc:0.999855
[134]	eval-auc:0.684999	train-auc:0.999856
[135]	eval-auc:0.68501	train-auc:0.999855
[136]	eval-auc:0.685377	train-auc:0.999857
[137]	eval-auc:0.685511	train-auc:0.999861
[138]	eval-auc:0.685865	train-auc:0.999873
[139]	eval-auc:0.68598	train-auc:0.999885
[140]	eval-auc:0.685515	train-auc:0.999885
[141]	eval-auc:0.685165	train-auc:0.999894
[142]	eval-auc:0.685504	train-auc:0.999887
[143]	eval-auc:0.685477	train-auc:0.999886
[144]	eval-auc:0.684962	train-auc:0.99989
[145]	eval-auc:0.684277	train-auc:0.999887
[146]	eval-auc:0.684108	train-auc:0.999889
[147]	eval-auc:0.684251	train-auc:0.999889
[148]	eval-auc:0.684283	train-auc:0.999896
[149]	eval-auc:0.68465	train-auc:0.9999
[150]	eval-auc:0.68523	train-auc:0.999898
[151]	eval-auc:0.684892	train-auc:0.999913
[152]	eval-auc:0.685969	train-auc:0.99994
[153]	eval-auc:0.685884	train-auc:0.999957
[154]	eval-auc:0.686414	train-auc:0.999964
[155]	eval-auc:0.685978	train-auc:0.999964
[156]	eval-auc:0.68654	train-auc:0.999957
[157]	eval-auc:0.686315	train-auc:0.999961
[158]	eval-auc:0.686481	train-auc:0.999959
[159]	eval-auc:0.68714	train-auc:0.999965
[160]	eval-auc:0.686608	train-auc:0.999973
[161]	eval-auc:0.686575	train-auc:0.999973
[162]	eval-auc:0.686636	train-auc:0.999973
[163]	eval-auc:0.686234	train-auc:0.999973
[164]	eval-auc:0.684565	train-auc:0.999977
[165]	eval-auc:0.684545	train-auc:0.999976
[166]	eval-auc:0.684588	train-auc:0.999979
[167]	eval-auc:0.684949	train-auc:0.999982
[168]	eval-auc:0.684638	train-auc:0.999986
[169]	eval-auc:0.684238	train-auc:0.999985
[170]	eval-auc:0.684745	train-auc:0.999985
[171]	eval-auc:0.684263	train-auc:0.999983
[172]	eval-auc:0.684292	train-auc:0.99999
[173]	eval-auc:0.683983	train-auc:0.999991
[174]	eval-auc:0.684104	train-auc:0.99999
[175]	eval-auc:0.683787	train-auc:0.999988
[176]	eval-auc:0.684865	train-auc:0.999988
[177]	eval-auc:0.684318	train-auc:0.999988
[178]	eval-auc:0.684096	train-auc:0.999988
[179]	eval-auc:0.684046	train-auc:0.999988
[180]	eval-auc:0.683945	train-auc:0.999989
[181]	eval-auc:0.684294	train-auc:0.999989
[182]	eval-auc:0.684279	train-auc:0.999989
[183]	eval-auc:0.684452	train-auc:0.999988
[184]	eval-auc:0.684933	train-auc:0.999988
[185]	eval-auc:0.685035	train-auc:0.999988
[186]	eval-auc:0.68495	train-auc:0.999988
[187]	eval-auc:0.685265	train-auc:0.999986
[188]	eval-auc:0.685447	train-auc:0.999986
[189]	eval-auc:0.685591	train-auc:0.999986
[190]	eval-auc:0.685147	train-auc:0.999985
[191]	eval-auc:0.684834	train-auc:0.999984
[192]	eval-auc:0.68481	train-auc:0.999983
[193]	eval-auc:0.685183	train-auc:0.999986
[194]	eval-auc:0.685147	train-auc:0.999988
[195]	eval-auc:0.684854	train-auc:0.999989
[196]	eval-auc:0.685285	train-auc:0.999988
[197]	eval-auc:0.685419	train-auc:0.99999
[198]	eval-auc:0.685297	train-auc:0.999989
[199]	eval-auc:0.685136	train-auc:0.999989
[200]	eval-auc:0.68483	train-auc:0.999989
[201]	eval-auc:0.684891	train-auc:0.999989
[202]	eval-auc:0.684967	train-auc:0.999992
[203]	eval-auc:0.68536	train-auc:0.999992
[204]	eval-auc:0.685153	train-auc:0.999993
[205]	eval-auc:0.685179	train-auc:0.999993
[206]	eval-auc:0.684865	train-auc:0.999993
[207]	eval-auc:0.68504	train-auc:0.999993
[208]	eval-auc:0.684172	train-auc:0.999995
[209]	eval-auc:0.684571	train-auc:0.999996
[210]	eval-auc:0.68486	train-auc:0.999996
[211]	eval-auc:0.684935	train-auc:0.999996
[212]	eval-auc:0.684962	train-auc:0.999996
[213]	eval-auc:0.684608	train-auc:0.999997
[214]	eval-auc:0.684845	train-auc:0.999997
[215]	eval-auc:0.684402	train-auc:0.999997
[216]	eval-auc:0.684321	train-auc:0.999997
[217]	eval-auc:0.683531	train-auc:0.999998
[218]	eval-auc:0.682823	train-auc:0.999997
[219]	eval-auc:0.683082	train-auc:0.999998
[220]	eval-auc:0.682989	train-auc:0.999997
[221]	eval-auc:0.683099	train-auc:0.999998
[222]	eval-auc:0.682849	train-auc:0.999998
[223]	eval-auc:0.683182	train-auc:0.999998
[224]	eval-auc:0.682942	train-auc:0.999999
[225]	eval-auc:0.682511	train-auc:0.999998
[226]	eval-auc:0.682859	train-auc:0.999998
[227]	eval-auc:0.682829	train-auc:0.999998
[228]	eval-auc:0.682479	train-auc:0.999998
[229]	eval-auc:0.682681	train-auc:0.999998
[230]	eval-auc:0.682301	train-auc:0.999998
[231]	eval-auc:0.682441	train-auc:0.999998
[232]	eval-auc:0.682777	train-auc:0.999998
	Score 0.6827772295922718


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 9, 'min_child_weight': 4.0, 'n_estimators': 142.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.686258	train-auc:0.823629
[1]	eval-auc:0.669685	train-auc:0.879806
[2]	eval-auc:0.689962	train-auc:0.905482
[3]	eval-auc:0.688881	train-auc:0.928215
[4]	eval-auc:0.685316	train-auc:0.939985
[5]	eval-auc:0.683943	train-auc:0.952209
[6]	eval-auc:0.682065	train-auc:0.955185
[7]	eval-auc:0.687926	train-auc:0.960201
[8]	eval-auc:0.689879	train-auc:0.96881
[9]	eval-auc:0.693817	train-auc:0.975857
[10]	eval-auc:0.693304	train-auc:0.980817
[11]	eval-auc:0.695111	train-auc:0.982954
[12]	eval-auc:0.693356	train-auc:0.984499
[13]	eval-auc:0.693027	train-auc:0.987569
[14]	eval-auc:0.692061	train-auc:0.988841
[15]	eval-auc:0.692996	train-auc:0.990299
[16]	eval-auc:0.69245	train-auc:0.991429
[17]	eval-auc:0.694359	train-auc:0.992602
[18]	eval-auc:0.694143	train-auc:0.993428
[19]	eval-auc:0.695944	train-auc:0.993721
[20]	eval-auc:0.6965	train-auc:0.994493
[21]	eval-auc:0.695396	train-auc:0.995431
[22]	eval-auc:0.696191	train-auc:0.995852
[23]	eval-auc:0.696267	train-auc:0.996044
[24]	eval-auc:0.697368	train-auc:0.996819
[25]	eval-auc:0.696888	train-auc:0.997299
[26]	eval-auc:0.697159	train-auc:0.997704
[27]	eval-auc:0.697228	train-auc:0.997816
[28]	eval-auc:0.697411	train-auc:0.997991
[29]	eval-auc:0.697924	train-auc:0.998103
[30]	eval-auc:0.696381	train-auc:0.998318
[31]	eval-auc:0.695588	train-auc:0.998414
[32]	eval-auc:0.69657	train-auc:0.998457
[33]	eval-auc:0.694973	train-auc:0.998572
[34]	eval-auc:0.694557	train-auc:0.998604
[35]	eval-auc:0.694248	train-auc:0.998686
[36]	eval-auc:0.694256	train-auc:0.998712
[37]	eval-auc:0.695227	train-auc:0.99884
[38]	eval-auc:0.694769	train-auc:0.999071
[39]	eval-auc:0.695139	train-auc:0.999301
[40]	eval-auc:0.695008	train-auc:0.999292
[41]	eval-auc:0.694186	train-auc:0.999385
[42]	eval-auc:0.694746	train-auc:0.999428
[43]	eval-auc:0.694231	train-auc:0.999436
[44]	eval-auc:0.694062	train-auc:0.99947
[45]	eval-auc:0.695351	train-auc:0.999495
[46]	eval-auc:0.695397	train-auc:0.999499
[47]	eval-auc:0.694827	train-auc:0.999525
[48]	eval-auc:0.695224	train-auc:0.999542
[49]	eval-auc:0.695419	train-auc:0.999565
[50]	eval-auc:0.695315	train-auc:0.999591
[51]	eval-auc:0.694406	train-auc:0.99962
[52]	eval-auc:0.694394	train-auc:0.999644
[53]	eval-auc:0.693487	train-auc:0.999694
[54]	eval-auc:0.693881	train-auc:0.999701
[55]	eval-auc:0.693531	train-auc:0.99973
[56]	eval-auc:0.693636	train-auc:0.999731
[57]	eval-auc:0.693312	train-auc:0.999732
[58]	eval-auc:0.694428	train-auc:0.999739
[59]	eval-auc:0.693908	train-auc:0.999764
[60]	eval-auc:0.694269	train-auc:0.999776
[61]	eval-auc:0.693683	train-auc:0.999808
[62]	eval-auc:0.693115	train-auc:0.999808
[63]	eval-auc:0.692894	train-auc:0.999847
[64]	eval-auc:0.692788	train-auc:0.999851
[65]	eval-auc:0.692782	train-auc:0.99987
[66]	eval-auc:0.691891	train-auc:0.999863
[67]	eval-auc:0.692529	train-auc:0.999861
[68]	eval-auc:0.692811	train-auc:0.999865
[69]	eval-auc:0.69229	train-auc:0.999875
[70]	eval-auc:0.693823	train-auc:0.999892
[71]	eval-auc:0.69297	train-auc:0.999907
[72]	eval-auc:0.692712	train-auc:0.999908
[73]	eval-auc:0.692591	train-auc:0.999911
[74]	eval-auc:0.692469	train-auc:0.999916
[75]	eval-auc:0.692395	train-auc:0.999917
[76]	eval-auc:0.692407	train-auc:0.99993
[77]	eval-auc:0.692756	train-auc:0.999944
[78]	eval-auc:0.692858	train-auc:0.999949
[79]	eval-auc:0.692608	train-auc:0.99995
[80]	eval-auc:0.692299	train-auc:0.99995
[81]	eval-auc:0.692253	train-auc:0.99995
[82]	eval-auc:0.692955	train-auc:0.999951
[83]	eval-auc:0.693864	train-auc:0.999952
[84]	eval-auc:0.69423	train-auc:0.999958
[85]	eval-auc:0.693628	train-auc:0.999961
[86]	eval-auc:0.69394	train-auc:0.999961
[87]	eval-auc:0.694088	train-auc:0.999961
[88]	eval-auc:0.694712	train-auc:0.999961
[89]	eval-auc:0.695019	train-auc:0.999964
[90]	eval-auc:0.694671	train-auc:0.999964
[91]	eval-auc:0.694288	train-auc:0.999966
[92]	eval-auc:0.693968	train-auc:0.999964
[93]	eval-auc:0.694041	train-auc:0.999965
[94]	eval-auc:0.693781	train-auc:0.999964
[95]	eval-auc:0.694155	train-auc:0.999965
[96]	eval-auc:0.693965	train-auc:0.999966
[97]	eval-auc:0.693707	train-auc:0.999966
[98]	eval-auc:0.694344	train-auc:0.999972
[99]	eval-auc:0.693229	train-auc:0.999976
[100]	eval-auc:0.692727	train-auc:0.999975
[101]	eval-auc:0.692268	train-auc:0.999978
[102]	eval-auc:0.692847	train-auc:0.999981
[103]	eval-auc:0.692501	train-auc:0.999982
[104]	eval-auc:0.692043	train-auc:0.999982
[105]	eval-auc:0.691731	train-auc:0.999984
[106]	eval-auc:0.691017	train-auc:0.999983
[107]	eval-auc:0.690618	train-auc:0.999991
[108]	eval-auc:0.689651	train-auc:0.999992
[109]	eval-auc:0.688673	train-auc:0.999991
[110]	eval-auc:0.689157	train-auc:0.999993
[111]	eval-auc:0.688523	train-auc:0.999993
[112]	eval-auc:0.688545	train-auc:0.999994
[113]	eval-auc:0.689086	train-auc:0.999995
[114]	eval-auc:0.688571	train-auc:0.999997
[115]	eval-auc:0.688685	train-auc:0.999997
[116]	eval-auc:0.688848	train-auc:0.999998
[117]	eval-auc:0.688862	train-auc:0.999998
[118]	eval-auc:0.688926	train-auc:0.999998
[119]	eval-auc:0.688641	train-auc:0.999998
[120]	eval-auc:0.68933	train-auc:0.999998
[121]	eval-auc:0.689084	train-auc:0.999998
[122]	eval-auc:0.689161	train-auc:0.999998
[123]	eval-auc:0.688338	train-auc:0.999998
[124]	eval-auc:0.688739	train-auc:0.999999
[125]	eval-auc:0.688943	train-auc:0.999999
[126]	eval-auc:0.688434	train-auc:0.999998
[127]	eval-auc:0.688154	train-auc:0.999998
[128]	eval-auc:0.688343	train-auc:0.999999
[129]	eval-auc:0.688099	train-auc:0.999998
[130]	eval-auc:0.688698	train-auc:0.999998
[131]	eval-auc:0.688434	train-auc:0.999999
[132]	eval-auc:0.688497	train-auc:0.999998
[133]	eval-auc:0.68844	train-auc:0.999998
[134]	eval-auc:0.688396	train-auc:0.999998
[135]	eval-auc:0.688241	train-auc:0.999998
[136]	eval-auc:0.688229	train-auc:0.999998
[137]	eval-auc:0.688705	train-auc:0.999998
[138]	eval-auc:0.688998	train-auc:0.999999
[139]	eval-auc:0.688809	train-auc:0.999999
[140]	eval-auc:0.688861	train-auc:0.999999
[141]	eval-auc:0.689017	train-auc:0.999999
	Score 0.6890166465665314


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 12, 'min_child_weight': 2.0, 'n_estimators': 540.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.607658	train-auc:0.825461
[1]	eval-auc:0.605881	train-auc:0.901924
[2]	eval-auc:0.60223	train-auc:0.944045
[3]	eval-auc:0.625567	train-auc:0.956719
[4]	eval-auc:0.645557	train-auc:0.969912
[5]	eval-auc:0.63999	train-auc:0.979986
[6]	eval-auc:0.650328	train-auc:0.98398
[7]	eval-auc:0.650072	train-auc:0.987513
[8]	eval-auc:0.652979	train-auc:0.991509
[9]	eval-auc:0.659163	train-auc:0.993836
[10]	eval-auc:0.654068	train-auc:0.995737
[11]	eval-auc:0.652377	train-auc:0.996569
[12]	eval-auc:0.655292	train-auc:0.997433
[13]	eval-auc:0.657357	train-auc:0.998074
[14]	eval-auc:0.660498	train-auc:0.9985
[15]	eval-auc:0.660355	train-auc:0.998741
[16]	eval-auc:0.659231	train-auc:0.999041
[17]	eval-auc:0.665098	train-auc:0.999345
[18]	eval-auc:0.661706	train-auc:0.999462
[19]	eval-auc:0.671678	train-auc:0.999549
[20]	eval-auc:0.669689	train-auc:0.99964
[21]	eval-auc:0.6682	train-auc:0.999707
[22]	eval-auc:0.670067	train-auc:0.999745
[23]	eval-auc:0.670151	train-auc:0.99977
[24]	eval-auc:0.669208	train-auc:0.99982
[25]	eval-auc:0.667239	train-auc:0.999828
[26]	eval-auc:0.668349	train-auc:0.999841
[27]	eval-auc:0.665028	train-auc:0.999857
[28]	eval-auc:0.665368	train-auc:0.999863
[29]	eval-auc:0.665351	train-auc:0.999869
[30]	eval-auc:0.667318	train-auc:0.999891
[31]	eval-auc:0.667259	train-auc:0.999895
[32]	eval-auc:0.665916	train-auc:0.999903
[33]	eval-auc:0.666386	train-auc:0.999912
[34]	eval-auc:0.667411	train-auc:0.999921
[35]	eval-auc:0.667343	train-auc:0.999935
[36]	eval-auc:0.669561	train-auc:0.999943
[37]	eval-auc:0.669855	train-auc:0.999948
[38]	eval-auc:0.669175	train-auc:0.999954
[39]	eval-auc:0.668721	train-auc:0.999968
[40]	eval-auc:0.668646	train-auc:0.999968
[41]	eval-auc:0.669082	train-auc:0.999965
[42]	eval-auc:0.669264	train-auc:0.999969
[43]	eval-auc:0.670335	train-auc:0.999968
[44]	eval-auc:0.672301	train-auc:0.999973
[45]	eval-auc:0.672519	train-auc:0.999971
[46]	eval-auc:0.672514	train-auc:0.999972
[47]	eval-auc:0.673607	train-auc:0.999977
[48]	eval-auc:0.673454	train-auc:0.999979
[49]	eval-auc:0.673393	train-auc:0.999982
[50]	eval-auc:0.673277	train-auc:0.999982
[51]	eval-auc:0.673405	train-auc:0.999981
[52]	eval-auc:0.673385	train-auc:0.999985
[53]	eval-auc:0.6731	train-auc:0.999991
[54]	eval-auc:0.673514	train-auc:0.999993
[55]	eval-auc:0.672346	train-auc:0.999996
[56]	eval-auc:0.672244	train-auc:0.999997
[57]	eval-auc:0.670285	train-auc:0.999998
[58]	eval-auc:0.671472	train-auc:0.999998
[59]	eval-auc:0.674527	train-auc:0.999999
[60]	eval-auc:0.677687	train-auc:0.999999
[61]	eval-auc:0.67737	train-auc:0.999999
[62]	eval-auc:0.676292	train-auc:0.999999
[63]	eval-auc:0.678957	train-auc:0.999999
[64]	eval-auc:0.677326	train-auc:0.999999
[65]	eval-auc:0.678754	train-auc:0.999999
[66]	eval-auc:0.67896	train-auc:0.999999
[67]	eval-auc:0.67839	train-auc:0.999999
[68]	eval-auc:0.679462	train-auc:0.999999
[69]	eval-auc:0.679034	train-auc:0.999999
[70]	eval-auc:0.680956	train-auc:0.999999
[71]	eval-auc:0.681303	train-auc:0.999999
[72]	eval-auc:0.682433	train-auc:0.999999
[73]	eval-auc:0.682485	train-auc:0.999999
[74]	eval-auc:0.681322	train-auc:0.999999
[75]	eval-auc:0.681236	train-auc:0.999999
[76]	eval-auc:0.681114	train-auc:1
[77]	eval-auc:0.681303	train-auc:0.999999
[78]	eval-auc:0.680731	train-auc:0.999999
[79]	eval-auc:0.680664	train-auc:0.999999
[80]	eval-auc:0.680294	train-auc:0.999999
[81]	eval-auc:0.680405	train-auc:1
[82]	eval-auc:0.679756	train-auc:1
[83]	eval-auc:0.68008	train-auc:1
[84]	eval-auc:0.681248	train-auc:1
[85]	eval-auc:0.681184	train-auc:1
[86]	eval-auc:0.681076	train-auc:1
[87]	eval-auc:0.682654	train-auc:1
[88]	eval-auc:0.682986	train-auc:1
[89]	eval-auc:0.684029	train-auc:1
[90]	eval-auc:0.683406	train-auc:1
[91]	eval-auc:0.683465	train-auc:1
[92]	eval-auc:0.684104	train-auc:1
[93]	eval-auc:0.684308	train-auc:1
[94]	eval-auc:0.683773	train-auc:1
[95]	eval-auc:0.685142	train-auc:1
[96]	eval-auc:0.685095	train-auc:1
[97]	eval-auc:0.684999	train-auc:1
[98]	eval-auc:0.684807	train-auc:1
[99]	eval-auc:0.685381	train-auc:1
[100]	eval-auc:0.68571	train-auc:1
[101]	eval-auc:0.685357	train-auc:1
[102]	eval-auc:0.685055	train-auc:1
[103]	eval-auc:0.686904	train-auc:1
[104]	eval-auc:0.687315	train-auc:1
[105]	eval-auc:0.686916	train-auc:1
[106]	eval-auc:0.688019	train-auc:1
[107]	eval-auc:0.688355	train-auc:1
[108]	eval-auc:0.688463	train-auc:1
[109]	eval-auc:0.690418	train-auc:1
[110]	eval-auc:0.6914	train-auc:1
[111]	eval-auc:0.691545	train-auc:1
[112]	eval-auc:0.691431	train-auc:1
[113]	eval-auc:0.692121	train-auc:1
[114]	eval-auc:0.691048	train-auc:1
[115]	eval-auc:0.691396	train-auc:1
[116]	eval-auc:0.692115	train-auc:1
[117]	eval-auc:0.692509	train-auc:1
[118]	eval-auc:0.692518	train-auc:1
[119]	eval-auc:0.693162	train-auc:1
[120]	eval-auc:0.693293	train-auc:1
[121]	eval-auc:0.694722	train-auc:1
[122]	eval-auc:0.694824	train-auc:1
[123]	eval-auc:0.694898	train-auc:1
[124]	eval-auc:0.694875	train-auc:1
[125]	eval-auc:0.69513	train-auc:1
[126]	eval-auc:0.694758	train-auc:1
[127]	eval-auc:0.694764	train-auc:1
[128]	eval-auc:0.694856	train-auc:1
[129]	eval-auc:0.695325	train-auc:1
[130]	eval-auc:0.694784	train-auc:1
[131]	eval-auc:0.694397	train-auc:1
[132]	eval-auc:0.694208	train-auc:1
[133]	eval-auc:0.693718	train-auc:1
[134]	eval-auc:0.693322	train-auc:1
[135]	eval-auc:0.69278	train-auc:1
[136]	eval-auc:0.692829	train-auc:1
[137]	eval-auc:0.692841	train-auc:1
[138]	eval-auc:0.692838	train-auc:1
[139]	eval-auc:0.692804	train-auc:1
[140]	eval-auc:0.69266	train-auc:1
[141]	eval-auc:0.692409	train-auc:1
[142]	eval-auc:0.692276	train-auc:1
[143]	eval-auc:0.692106	train-auc:1
[144]	eval-auc:0.692888	train-auc:1
[145]	eval-auc:0.693114	train-auc:1
[146]	eval-auc:0.693709	train-auc:1
[147]	eval-auc:0.693883	train-auc:1
[148]	eval-auc:0.694282	train-auc:1
[149]	eval-auc:0.693948	train-auc:1
[150]	eval-auc:0.694285	train-auc:1
[151]	eval-auc:0.693943	train-auc:1
[152]	eval-auc:0.693876	train-auc:1
[153]	eval-auc:0.693053	train-auc:1
[154]	eval-auc:0.693048	train-auc:1
[155]	eval-auc:0.693048	train-auc:1
[156]	eval-auc:0.693414	train-auc:1
[157]	eval-auc:0.693887	train-auc:1
[158]	eval-auc:0.693711	train-auc:1
[159]	eval-auc:0.693774	train-auc:1
[160]	eval-auc:0.693904	train-auc:1
[161]	eval-auc:0.694297	train-auc:1
[162]	eval-auc:0.694452	train-auc:1
[163]	eval-auc:0.693977	train-auc:1
[164]	eval-auc:0.694377	train-auc:1
[165]	eval-auc:0.694431	train-auc:1
[166]	eval-auc:0.694466	train-auc:1
[167]	eval-auc:0.694239	train-auc:1
[168]	eval-auc:0.694227	train-auc:1
[169]	eval-auc:0.694507	train-auc:1
[170]	eval-auc:0.69457	train-auc:1
[171]	eval-auc:0.694904	train-auc:1
[172]	eval-auc:0.694496	train-auc:1
[173]	eval-auc:0.694004	train-auc:1
[174]	eval-auc:0.694167	train-auc:1
[175]	eval-auc:0.694307	train-auc:1
[176]	eval-auc:0.694202	train-auc:1
[177]	eval-auc:0.694242	train-auc:1
[178]	eval-auc:0.694644	train-auc:1
[179]	eval-auc:0.694862	train-auc:1
[180]	eval-auc:0.694955	train-auc:1
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[224]	eval-auc:0.697211	train-auc:1
[225]	eval-auc:0.69678	train-auc:1
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[248]	eval-auc:0.698583	train-auc:1
[249]	eval-auc:0.69863	train-auc:1
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[266]	eval-auc:0.698101	train-auc:1
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[273]	eval-auc:0.697795	train-auc:1
[274]	eval-auc:0.697616	train-auc:1
[275]	eval-auc:0.697697	train-auc:1
[276]	eval-auc:0.697668	train-auc:1
[277]	eval-auc:0.697405	train-auc:1
[278]	eval-auc:0.697609	train-auc:1
[279]	eval-auc:0.697773	train-auc:1
[280]	eval-auc:0.697685	train-auc:1
[281]	eval-auc:0.697667	train-auc:1
[282]	eval-auc:0.697665	train-auc:1
[283]	eval-auc:0.697447	train-auc:1
[284]	eval-auc:0.697249	train-auc:1
[285]	eval-auc:0.697412	train-auc:1
[286]	eval-auc:0.697397	train-auc:1
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[302]	eval-auc:0.697674	train-auc:1
[303]	eval-auc:0.697455	train-auc:1
[304]	eval-auc:0.697246	train-auc:1
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[310]	eval-auc:0.696987	train-auc:1
[311]	eval-auc:0.696922	train-auc:1
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[315]	eval-auc:0.697354	train-auc:1
[316]	eval-auc:0.697205	train-auc:1
[317]	eval-auc:0.697124	train-auc:1
[318]	eval-auc:0.697065	train-auc:1
[319]	eval-auc:0.696995	train-auc:1
[320]	eval-auc:0.69702	train-auc:1
[321]	eval-auc:0.696973	train-auc:1
[322]	eval-auc:0.697068	train-auc:1
[323]	eval-auc:0.697068	train-auc:1
[324]	eval-auc:0.697047	train-auc:1
[325]	eval-auc:0.696777	train-auc:1
[326]	eval-auc:0.696654	train-auc:1
[327]	eval-auc:0.696931	train-auc:1
[328]	eval-auc:0.696984	train-auc:1
[329]	eval-auc:0.696817	train-auc:1
[330]	eval-auc:0.696628	train-auc:1
[331]	eval-auc:0.696907	train-auc:1
[332]	eval-auc:0.696959	train-auc:1
[333]	eval-auc:0.69698	train-auc:1
[334]	eval-auc:0.696864	train-auc:1
[335]	eval-auc:0.69749	train-auc:1
[336]	eval-auc:0.697418	train-auc:1
[337]	eval-auc:0.697545	train-auc:1
[338]	eval-auc:0.697773	train-auc:1
[339]	eval-auc:0.697624	train-auc:1
[340]	eval-auc:0.69756	train-auc:1
[341]	eval-auc:0.697574	train-auc:1
[342]	eval-auc:0.697653	train-auc:1
[343]	eval-auc:0.698066	train-auc:1
[344]	eval-auc:0.697988	train-auc:1
[345]	eval-auc:0.698105	train-auc:1
[346]	eval-auc:0.698128	train-auc:1
[347]	eval-auc:0.698024	train-auc:1
[348]	eval-auc:0.697968	train-auc:1
[349]	eval-auc:0.698235	train-auc:1
[350]	eval-auc:0.698294	train-auc:1
[351]	eval-auc:0.698204	train-auc:1
[352]	eval-auc:0.69793	train-auc:1
[353]	eval-auc:0.698481	train-auc:1
[354]	eval-auc:0.698641	train-auc:1
[355]	eval-auc:0.698483	train-auc:1
[356]	eval-auc:0.69853	train-auc:1
[357]	eval-auc:0.698557	train-auc:1
[358]	eval-auc:0.698554	train-auc:1
[359]	eval-auc:0.698646	train-auc:1
[360]	eval-auc:0.698665	train-auc:1
[361]	eval-auc:0.698725	train-auc:1
[362]	eval-auc:0.698774	train-auc:1
[363]	eval-auc:0.698757	train-auc:1
[364]	eval-auc:0.698736	train-auc:1
[365]	eval-auc:0.698795	train-auc:1
[366]	eval-auc:0.698804	train-auc:1
[367]	eval-auc:0.698952	train-auc:1
[368]	eval-auc:0.698952	train-auc:1
[369]	eval-auc:0.698673	train-auc:1
[370]	eval-auc:0.698714	train-auc:1
[371]	eval-auc:0.69848	train-auc:1
[372]	eval-auc:0.698402	train-auc:1
[373]	eval-auc:0.698452	train-auc:1
[374]	eval-auc:0.698889	train-auc:1
[375]	eval-auc:0.698965	train-auc:1
[376]	eval-auc:0.699096	train-auc:1
[377]	eval-auc:0.698821	train-auc:1
[378]	eval-auc:0.698975	train-auc:1
[379]	eval-auc:0.69894	train-auc:1
[380]	eval-auc:0.698952	train-auc:1
[381]	eval-auc:0.698901	train-auc:1
[382]	eval-auc:0.698803	train-auc:1
[383]	eval-auc:0.698941	train-auc:1
[384]	eval-auc:0.699083	train-auc:1
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[389]	eval-auc:0.698621	train-auc:1
[390]	eval-auc:0.698754	train-auc:1
[391]	eval-auc:0.698786	train-auc:1
[392]	eval-auc:0.698746	train-auc:1
[393]	eval-auc:0.698789	train-auc:1
[394]	eval-auc:0.699026	train-auc:1
[395]	eval-auc:0.699064	train-auc:1
[396]	eval-auc:0.699205	train-auc:1
[397]	eval-auc:0.699345	train-auc:1
[398]	eval-auc:0.699183	train-auc:1
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[400]	eval-auc:0.699377	train-auc:1
[401]	eval-auc:0.699381	train-auc:1
[402]	eval-auc:0.699335	train-auc:1
[403]	eval-auc:0.699412	train-auc:1
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[415]	eval-auc:0.699144	train-auc:1
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[419]	eval-auc:0.699237	train-auc:1
[420]	eval-auc:0.699282	train-auc:1
[421]	eval-auc:0.699328	train-auc:1
[422]	eval-auc:0.699431	train-auc:1
[423]	eval-auc:0.699431	train-auc:1
[424]	eval-auc:0.699291	train-auc:1
[425]	eval-auc:0.699367	train-auc:1
[426]	eval-auc:0.699367	train-auc:1
[427]	eval-auc:0.699367	train-auc:1
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[429]	eval-auc:0.699434	train-auc:1
[430]	eval-auc:0.699346	train-auc:1
[431]	eval-auc:0.699433	train-auc:1
[432]	eval-auc:0.699553	train-auc:1
[433]	eval-auc:0.699648	train-auc:1
[434]	eval-auc:0.699879	train-auc:1
[435]	eval-auc:0.699966	train-auc:1
[436]	eval-auc:0.700044	train-auc:1
[437]	eval-auc:0.699774	train-auc:1
[438]	eval-auc:0.699774	train-auc:1
[439]	eval-auc:0.699763	train-auc:1
[440]	eval-auc:0.700493	train-auc:1
[441]	eval-auc:0.700481	train-auc:1
[442]	eval-auc:0.700412	train-auc:1
[443]	eval-auc:0.700412	train-auc:1
[444]	eval-auc:0.700211	train-auc:1
[445]	eval-auc:0.70008	train-auc:1
[446]	eval-auc:0.700114	train-auc:1
[447]	eval-auc:0.700065	train-auc:1
[448]	eval-auc:0.700104	train-auc:1
[449]	eval-auc:0.700071	train-auc:1
[450]	eval-auc:0.700206	train-auc:1
[451]	eval-auc:0.700184	train-auc:1
[452]	eval-auc:0.700139	train-auc:1
[453]	eval-auc:0.700082	train-auc:1
[454]	eval-auc:0.700024	train-auc:1
[455]	eval-auc:0.700117	train-auc:1
[456]	eval-auc:0.700161	train-auc:1
[457]	eval-auc:0.700022	train-auc:1
[458]	eval-auc:0.700037	train-auc:1
[459]	eval-auc:0.700037	train-auc:1
[460]	eval-auc:0.699999	train-auc:1
[461]	eval-auc:0.699975	train-auc:1
[462]	eval-auc:0.699975	train-auc:1
[463]	eval-auc:0.69996	train-auc:1
[464]	eval-auc:0.700053	train-auc:1
[465]	eval-auc:0.700053	train-auc:1
[466]	eval-auc:0.700053	train-auc:1
[467]	eval-auc:0.699999	train-auc:1
[468]	eval-auc:0.69996	train-auc:1
[469]	eval-auc:0.699919	train-auc:1
[470]	eval-auc:0.700103	train-auc:1
[471]	eval-auc:0.69975	train-auc:1
[472]	eval-auc:0.699808	train-auc:1
[473]	eval-auc:0.699672	train-auc:1
[474]	eval-auc:0.699689	train-auc:1
[475]	eval-auc:0.699707	train-auc:1
[476]	eval-auc:0.699707	train-auc:1
[477]	eval-auc:0.699801	train-auc:1
[478]	eval-auc:0.699725	train-auc:1
[479]	eval-auc:0.699766	train-auc:1
[480]	eval-auc:0.699529	train-auc:1
[481]	eval-auc:0.699529	train-auc:1
[482]	eval-auc:0.699571	train-auc:1
[483]	eval-auc:0.699552	train-auc:1
[484]	eval-auc:0.699552	train-auc:1
[485]	eval-auc:0.699661	train-auc:1
[486]	eval-auc:0.69955	train-auc:1
[487]	eval-auc:0.699588	train-auc:1
[488]	eval-auc:0.699575	train-auc:1
[489]	eval-auc:0.699558	train-auc:1
[490]	eval-auc:0.699558	train-auc:1
[491]	eval-auc:0.699546	train-auc:1
[492]	eval-auc:0.699476	train-auc:1
[493]	eval-auc:0.699351	train-auc:1
[494]	eval-auc:0.699343	train-auc:1
[495]	eval-auc:0.699456	train-auc:1
[496]	eval-auc:0.700526	train-auc:1
[497]	eval-auc:0.700526	train-auc:1
[498]	eval-auc:0.70061	train-auc:1
[499]	eval-auc:0.700665	train-auc:1
[500]	eval-auc:0.700675	train-auc:1
[501]	eval-auc:0.700706	train-auc:1
[502]	eval-auc:0.700487	train-auc:1
[503]	eval-auc:0.700409	train-auc:1
[504]	eval-auc:0.700409	train-auc:1
[505]	eval-auc:0.700375	train-auc:1
[506]	eval-auc:0.700295	train-auc:1
[507]	eval-auc:0.700295	train-auc:1
[508]	eval-auc:0.700421	train-auc:1
[509]	eval-auc:0.700334	train-auc:1
[510]	eval-auc:0.700269	train-auc:1
[511]	eval-auc:0.700147	train-auc:1
[512]	eval-auc:0.699995	train-auc:1
[513]	eval-auc:0.700143	train-auc:1
[514]	eval-auc:0.7002	train-auc:1
[515]	eval-auc:0.7002	train-auc:1
[516]	eval-auc:0.70019	train-auc:1
[517]	eval-auc:0.700292	train-auc:1
[518]	eval-auc:0.700292	train-auc:1
[519]	eval-auc:0.700313	train-auc:1
[520]	eval-auc:0.700213	train-auc:1
[521]	eval-auc:0.699974	train-auc:1
[522]	eval-auc:0.700016	train-auc:1
[523]	eval-auc:0.699942	train-auc:1
[524]	eval-auc:0.699815	train-auc:1
[525]	eval-auc:0.699861	train-auc:1
[526]	eval-auc:0.699801	train-auc:1
[527]	eval-auc:0.699801	train-auc:1
[528]	eval-auc:0.699716	train-auc:1
[529]	eval-auc:0.699716	train-auc:1
[530]	eval-auc:0.699812	train-auc:1
[531]	eval-auc:0.69992	train-auc:1
[532]	eval-auc:0.699917	train-auc:1
[533]	eval-auc:0.699917	train-auc:1
[534]	eval-auc:0.699917	train-auc:1
[535]	eval-auc:0.699784	train-auc:1
[536]	eval-auc:0.699712	train-auc:1
[537]	eval-auc:0.699712	train-auc:1
[538]	eval-auc:0.699776	train-auc:1
[539]	eval-auc:0.699776	train-auc:1
	Score 0.6997755484900535


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.5, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 123.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.537188	train-auc:0.585223
[1]	eval-auc:0.665049	train-auc:0.710284
[2]	eval-auc:0.655649	train-auc:0.720498
[3]	eval-auc:0.661729	train-auc:0.749464
[4]	eval-auc:0.663231	train-auc:0.754254
[5]	eval-auc:0.671102	train-auc:0.779979
[6]	eval-auc:0.678582	train-auc:0.785075
[7]	eval-auc:0.675716	train-auc:0.788159
[8]	eval-auc:0.695	train-auc:0.798741
[9]	eval-auc:0.694466	train-auc:0.799471
[10]	eval-auc:0.69648	train-auc:0.809043
[11]	eval-auc:0.695724	train-auc:0.814538
[12]	eval-auc:0.697035	train-auc:0.818508
[13]	eval-auc:0.69838	train-auc:0.821125
[14]	eval-auc:0.698302	train-auc:0.824264
[15]	eval-auc:0.700532	train-auc:0.828439
[16]	eval-auc:0.700484	train-auc:0.830897
[17]	eval-auc:0.705187	train-auc:0.838172
[18]	eval-auc:0.703651	train-auc:0.842036
[19]	eval-auc:0.70807	train-auc:0.853062
[20]	eval-auc:0.709731	train-auc:0.853689
[21]	eval-auc:0.709188	train-auc:0.854982
[22]	eval-auc:0.710372	train-auc:0.859164
[23]	eval-auc:0.711734	train-auc:0.859822
[24]	eval-auc:0.711523	train-auc:0.862522
[25]	eval-auc:0.710914	train-auc:0.865642
[26]	eval-auc:0.710716	train-auc:0.869099
[27]	eval-auc:0.710473	train-auc:0.871188
[28]	eval-auc:0.712203	train-auc:0.873352
[29]	eval-auc:0.711622	train-auc:0.874104
[30]	eval-auc:0.711953	train-auc:0.875751
[31]	eval-auc:0.711734	train-auc:0.878082
[32]	eval-auc:0.712932	train-auc:0.88112
[33]	eval-auc:0.713005	train-auc:0.882
[34]	eval-auc:0.712524	train-auc:0.885074
[35]	eval-auc:0.712897	train-auc:0.889605
[36]	eval-auc:0.712976	train-auc:0.890145
[37]	eval-auc:0.713101	train-auc:0.892941
[38]	eval-auc:0.712714	train-auc:0.893752
[39]	eval-auc:0.711957	train-auc:0.895528
[40]	eval-auc:0.710838	train-auc:0.897897
[41]	eval-auc:0.7126	train-auc:0.90143
[42]	eval-auc:0.711827	train-auc:0.901748
[43]	eval-auc:0.712421	train-auc:0.904088
[44]	eval-auc:0.712725	train-auc:0.90911
[45]	eval-auc:0.712303	train-auc:0.911812
[46]	eval-auc:0.710604	train-auc:0.914694
[47]	eval-auc:0.71093	train-auc:0.917343
[48]	eval-auc:0.711093	train-auc:0.917995
[49]	eval-auc:0.709883	train-auc:0.920287
[50]	eval-auc:0.708265	train-auc:0.921121
[51]	eval-auc:0.708892	train-auc:0.921535
[52]	eval-auc:0.709797	train-auc:0.924924
[53]	eval-auc:0.709893	train-auc:0.927059
[54]	eval-auc:0.708516	train-auc:0.929545
[55]	eval-auc:0.708087	train-auc:0.931533
[56]	eval-auc:0.707656	train-auc:0.933968
[57]	eval-auc:0.708513	train-auc:0.935937
[58]	eval-auc:0.708065	train-auc:0.936398
[59]	eval-auc:0.706325	train-auc:0.937424
[60]	eval-auc:0.705699	train-auc:0.939811
[61]	eval-auc:0.706526	train-auc:0.941049
[62]	eval-auc:0.706786	train-auc:0.942546
[63]	eval-auc:0.70886	train-auc:0.946489
[64]	eval-auc:0.708542	train-auc:0.946557
[65]	eval-auc:0.707793	train-auc:0.946715
[66]	eval-auc:0.707793	train-auc:0.946599
[67]	eval-auc:0.707557	train-auc:0.947046
[68]	eval-auc:0.707047	train-auc:0.947687
[69]	eval-auc:0.707182	train-auc:0.947981
[70]	eval-auc:0.707613	train-auc:0.951372
[71]	eval-auc:0.708315	train-auc:0.952451
[72]	eval-auc:0.709381	train-auc:0.953037
[73]	eval-auc:0.709062	train-auc:0.953085
[74]	eval-auc:0.708757	train-auc:0.954268
[75]	eval-auc:0.70856	train-auc:0.954232
[76]	eval-auc:0.709754	train-auc:0.955175
[77]	eval-auc:0.708566	train-auc:0.955714
[78]	eval-auc:0.709864	train-auc:0.956969
[79]	eval-auc:0.709801	train-auc:0.956964
[80]	eval-auc:0.709363	train-auc:0.956996
[81]	eval-auc:0.709244	train-auc:0.957894
[82]	eval-auc:0.709011	train-auc:0.959007
[83]	eval-auc:0.709154	train-auc:0.960383
[84]	eval-auc:0.710549	train-auc:0.960812
[85]	eval-auc:0.710971	train-auc:0.961233
[86]	eval-auc:0.710458	train-auc:0.9611
[87]	eval-auc:0.710022	train-auc:0.961535
[88]	eval-auc:0.709536	train-auc:0.96208
[89]	eval-auc:0.708822	train-auc:0.962946
[90]	eval-auc:0.708563	train-auc:0.963029
[91]	eval-auc:0.70809	train-auc:0.963589
[92]	eval-auc:0.708518	train-auc:0.964739
[93]	eval-auc:0.70817	train-auc:0.965631
[94]	eval-auc:0.707567	train-auc:0.966693
[95]	eval-auc:0.709518	train-auc:0.966282
[96]	eval-auc:0.708944	train-auc:0.9666
[97]	eval-auc:0.709472	train-auc:0.967198
[98]	eval-auc:0.709518	train-auc:0.968271
[99]	eval-auc:0.709521	train-auc:0.969243
[100]	eval-auc:0.709191	train-auc:0.969563
[101]	eval-auc:0.709051	train-auc:0.969619
[102]	eval-auc:0.708697	train-auc:0.970561
[103]	eval-auc:0.708338	train-auc:0.970527
[104]	eval-auc:0.708786	train-auc:0.97124
[105]	eval-auc:0.708894	train-auc:0.971941
[106]	eval-auc:0.708376	train-auc:0.972824
[107]	eval-auc:0.70795	train-auc:0.973115
[108]	eval-auc:0.707806	train-auc:0.974403
[109]	eval-auc:0.708196	train-auc:0.974583
[110]	eval-auc:0.708056	train-auc:0.97494
[111]	eval-auc:0.706524	train-auc:0.97559
[112]	eval-auc:0.706383	train-auc:0.976206
[113]	eval-auc:0.707083	train-auc:0.976355
[114]	eval-auc:0.707538	train-auc:0.976469
[115]	eval-auc:0.707948	train-auc:0.976865
[116]	eval-auc:0.707441	train-auc:0.978219
[117]	eval-auc:0.706671	train-auc:0.978561
[118]	eval-auc:0.706071	train-auc:0.979196
[119]	eval-auc:0.706093	train-auc:0.979581
[120]	eval-auc:0.705947	train-auc:0.97977
[121]	eval-auc:0.705847	train-auc:0.980306
[122]	eval-auc:0.70556	train-auc:0.980451
	Score 0.7055604283156086


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 2, 'min_child_weight': 5.0, 'n_estimators': 428.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.673761	train-auc:0.684105
[1]	eval-auc:0.668297	train-auc:0.692726
[2]	eval-auc:0.679675	train-auc:0.697117
[3]	eval-auc:0.678812	train-auc:0.705093
[4]	eval-auc:0.696446	train-auc:0.710335
[5]	eval-auc:0.695557	train-auc:0.709476
[6]	eval-auc:0.696037	train-auc:0.710923
[7]	eval-auc:0.693385	train-auc:0.71608
[8]	eval-auc:0.69529	train-auc:0.715063
[9]	eval-auc:0.696736	train-auc:0.715426
[10]	eval-auc:0.696607	train-auc:0.716402
[11]	eval-auc:0.698357	train-auc:0.716731
[12]	eval-auc:0.697249	train-auc:0.71461
[13]	eval-auc:0.697813	train-auc:0.716101
[14]	eval-auc:0.698006	train-auc:0.717385
[15]	eval-auc:0.699577	train-auc:0.719311
[16]	eval-auc:0.700838	train-auc:0.721911
[17]	eval-auc:0.703205	train-auc:0.724941
[18]	eval-auc:0.704152	train-auc:0.726631
[19]	eval-auc:0.701932	train-auc:0.726399
[20]	eval-auc:0.701137	train-auc:0.725755
[21]	eval-auc:0.701611	train-auc:0.725715
[22]	eval-auc:0.701996	train-auc:0.727674
[23]	eval-auc:0.702773	train-auc:0.728688
[24]	eval-auc:0.704716	train-auc:0.729177
[25]	eval-auc:0.704452	train-auc:0.728953
[26]	eval-auc:0.705905	train-auc:0.730149
[27]	eval-auc:0.706584	train-auc:0.730659
[28]	eval-auc:0.707021	train-auc:0.731273
[29]	eval-auc:0.707768	train-auc:0.732985
[30]	eval-auc:0.70747	train-auc:0.734277
[31]	eval-auc:0.707683	train-auc:0.734967
[32]	eval-auc:0.708069	train-auc:0.735255
[33]	eval-auc:0.708347	train-auc:0.735558
[34]	eval-auc:0.708435	train-auc:0.735949
[35]	eval-auc:0.707924	train-auc:0.735756
[36]	eval-auc:0.708257	train-auc:0.736663
[37]	eval-auc:0.708599	train-auc:0.737965
[38]	eval-auc:0.709606	train-auc:0.739922
[39]	eval-auc:0.709569	train-auc:0.741269
[40]	eval-auc:0.708658	train-auc:0.741839
[41]	eval-auc:0.709674	train-auc:0.743072
[42]	eval-auc:0.710575	train-auc:0.743817
[43]	eval-auc:0.710203	train-auc:0.744301
[44]	eval-auc:0.710378	train-auc:0.744783
[45]	eval-auc:0.711057	train-auc:0.746742
[46]	eval-auc:0.710694	train-auc:0.748238
[47]	eval-auc:0.712152	train-auc:0.75025
[48]	eval-auc:0.711631	train-auc:0.750494
[49]	eval-auc:0.712684	train-auc:0.752051
[50]	eval-auc:0.712923	train-auc:0.75223
[51]	eval-auc:0.711585	train-auc:0.753687
[52]	eval-auc:0.71205	train-auc:0.753818
[53]	eval-auc:0.710473	train-auc:0.75474
[54]	eval-auc:0.711488	train-auc:0.755758
[55]	eval-auc:0.711969	train-auc:0.756108
[56]	eval-auc:0.712715	train-auc:0.756277
[57]	eval-auc:0.713612	train-auc:0.756671
[58]	eval-auc:0.71379	train-auc:0.757177
[59]	eval-auc:0.713268	train-auc:0.758814
[60]	eval-auc:0.712871	train-auc:0.760763
[61]	eval-auc:0.712997	train-auc:0.761013
[62]	eval-auc:0.713211	train-auc:0.761467
[63]	eval-auc:0.712573	train-auc:0.762276
[64]	eval-auc:0.711717	train-auc:0.762936
[65]	eval-auc:0.712234	train-auc:0.762707
[66]	eval-auc:0.713023	train-auc:0.763845
[67]	eval-auc:0.712258	train-auc:0.764112
[68]	eval-auc:0.712232	train-auc:0.764824
[69]	eval-auc:0.711488	train-auc:0.765642
[70]	eval-auc:0.711772	train-auc:0.765828
[71]	eval-auc:0.711862	train-auc:0.766868
[72]	eval-auc:0.711614	train-auc:0.767205
[73]	eval-auc:0.712098	train-auc:0.768501
[74]	eval-auc:0.712302	train-auc:0.769913
[75]	eval-auc:0.713135	train-auc:0.771266
[76]	eval-auc:0.71275	train-auc:0.771837
[77]	eval-auc:0.71217	train-auc:0.772188
[78]	eval-auc:0.712858	train-auc:0.772917
[79]	eval-auc:0.713218	train-auc:0.773925
[80]	eval-auc:0.712969	train-auc:0.774563
[81]	eval-auc:0.712101	train-auc:0.775544
[82]	eval-auc:0.710423	train-auc:0.776312
[83]	eval-auc:0.710488	train-auc:0.777692
[84]	eval-auc:0.710721	train-auc:0.779493
[85]	eval-auc:0.71126	train-auc:0.781487
[86]	eval-auc:0.711444	train-auc:0.782025
[87]	eval-auc:0.711065	train-auc:0.782171
[88]	eval-auc:0.710878	train-auc:0.783322
[89]	eval-auc:0.710674	train-auc:0.783953
[90]	eval-auc:0.71036	train-auc:0.784715
[91]	eval-auc:0.710745	train-auc:0.785972
[92]	eval-auc:0.710917	train-auc:0.786158
[93]	eval-auc:0.711465	train-auc:0.786224
[94]	eval-auc:0.711832	train-auc:0.786587
[95]	eval-auc:0.711702	train-auc:0.787568
[96]	eval-auc:0.712022	train-auc:0.787789
[97]	eval-auc:0.713032	train-auc:0.789206
[98]	eval-auc:0.713688	train-auc:0.790134
[99]	eval-auc:0.712924	train-auc:0.791059
[100]	eval-auc:0.71286	train-auc:0.791009
[101]	eval-auc:0.713061	train-auc:0.791028
[102]	eval-auc:0.713411	train-auc:0.7912
[103]	eval-auc:0.713023	train-auc:0.792407
[104]	eval-auc:0.712144	train-auc:0.792994
[105]	eval-auc:0.711512	train-auc:0.793287
[106]	eval-auc:0.712203	train-auc:0.793976
[107]	eval-auc:0.712149	train-auc:0.794768
[108]	eval-auc:0.712113	train-auc:0.795408
[109]	eval-auc:0.711559	train-auc:0.795658
[110]	eval-auc:0.711642	train-auc:0.796038
[111]	eval-auc:0.71123	train-auc:0.796549
[112]	eval-auc:0.71227	train-auc:0.797509
[113]	eval-auc:0.712889	train-auc:0.797303
[114]	eval-auc:0.712472	train-auc:0.797662
[115]	eval-auc:0.712332	train-auc:0.798252
[116]	eval-auc:0.712449	train-auc:0.798922
[117]	eval-auc:0.712055	train-auc:0.799667
[118]	eval-auc:0.712734	train-auc:0.80061
[119]	eval-auc:0.71292	train-auc:0.801291
[120]	eval-auc:0.712504	train-auc:0.802056
[121]	eval-auc:0.712027	train-auc:0.802788
[122]	eval-auc:0.711533	train-auc:0.80388
[123]	eval-auc:0.711559	train-auc:0.805051
[124]	eval-auc:0.711108	train-auc:0.806107
[125]	eval-auc:0.711476	train-auc:0.806928
[126]	eval-auc:0.711592	train-auc:0.807509
[127]	eval-auc:0.709957	train-auc:0.807124
[128]	eval-auc:0.70989	train-auc:0.807541
[129]	eval-auc:0.7096	train-auc:0.808091
[130]	eval-auc:0.709332	train-auc:0.808831
[131]	eval-auc:0.709532	train-auc:0.809271
[132]	eval-auc:0.709982	train-auc:0.81023
[133]	eval-auc:0.709897	train-auc:0.810558
[134]	eval-auc:0.709839	train-auc:0.810703
[135]	eval-auc:0.709647	train-auc:0.811045
[136]	eval-auc:0.708743	train-auc:0.811566
[137]	eval-auc:0.707925	train-auc:0.812173
[138]	eval-auc:0.708831	train-auc:0.812855
[139]	eval-auc:0.709768	train-auc:0.813319
[140]	eval-auc:0.71031	train-auc:0.815382
[141]	eval-auc:0.710681	train-auc:0.814897
[142]	eval-auc:0.709663	train-auc:0.815283
[143]	eval-auc:0.709724	train-auc:0.816012
[144]	eval-auc:0.710025	train-auc:0.816489
[145]	eval-auc:0.710397	train-auc:0.81676
[146]	eval-auc:0.709829	train-auc:0.81804
[147]	eval-auc:0.709474	train-auc:0.817682
[148]	eval-auc:0.710493	train-auc:0.817979
[149]	eval-auc:0.711044	train-auc:0.818158
[150]	eval-auc:0.710592	train-auc:0.818606
[151]	eval-auc:0.710578	train-auc:0.818562
[152]	eval-auc:0.71073	train-auc:0.818098
[153]	eval-auc:0.710776	train-auc:0.818471
[154]	eval-auc:0.711615	train-auc:0.818999
[155]	eval-auc:0.71189	train-auc:0.819486
[156]	eval-auc:0.712232	train-auc:0.81993
[157]	eval-auc:0.712472	train-auc:0.820545
[158]	eval-auc:0.712044	train-auc:0.821046
[159]	eval-auc:0.712481	train-auc:0.820527
[160]	eval-auc:0.712358	train-auc:0.820791
[161]	eval-auc:0.712687	train-auc:0.821697
[162]	eval-auc:0.712857	train-auc:0.82247
[163]	eval-auc:0.712259	train-auc:0.822903
[164]	eval-auc:0.71232	train-auc:0.823757
[165]	eval-auc:0.712559	train-auc:0.824324
[166]	eval-auc:0.711682	train-auc:0.825301
[167]	eval-auc:0.71158	train-auc:0.825647
[168]	eval-auc:0.711693	train-auc:0.825614
[169]	eval-auc:0.711228	train-auc:0.826108
[170]	eval-auc:0.710902	train-auc:0.826575
[171]	eval-auc:0.710707	train-auc:0.827226
[172]	eval-auc:0.71054	train-auc:0.827529
[173]	eval-auc:0.709795	train-auc:0.827895
[174]	eval-auc:0.709812	train-auc:0.828084
[175]	eval-auc:0.709865	train-auc:0.828387
[176]	eval-auc:0.709954	train-auc:0.829074
[177]	eval-auc:0.70988	train-auc:0.829687
[178]	eval-auc:0.709494	train-auc:0.829913
[179]	eval-auc:0.709503	train-auc:0.830177
[180]	eval-auc:0.709469	train-auc:0.830588
[181]	eval-auc:0.709745	train-auc:0.831543
[182]	eval-auc:0.70983	train-auc:0.832357
[183]	eval-auc:0.710249	train-auc:0.833136
[184]	eval-auc:0.710419	train-auc:0.833622
[185]	eval-auc:0.710925	train-auc:0.834339
[186]	eval-auc:0.711167	train-auc:0.83355
[187]	eval-auc:0.71124	train-auc:0.834001
[188]	eval-auc:0.711263	train-auc:0.834054
[189]	eval-auc:0.710595	train-auc:0.834709
[190]	eval-auc:0.710014	train-auc:0.835168
[191]	eval-auc:0.709619	train-auc:0.835822
[192]	eval-auc:0.70943	train-auc:0.835943
[193]	eval-auc:0.70878	train-auc:0.836887
[194]	eval-auc:0.709006	train-auc:0.837999
[195]	eval-auc:0.709102	train-auc:0.838118
[196]	eval-auc:0.708744	train-auc:0.838014
[197]	eval-auc:0.70883	train-auc:0.838008
[198]	eval-auc:0.709057	train-auc:0.839069
[199]	eval-auc:0.709483	train-auc:0.839365
[200]	eval-auc:0.708228	train-auc:0.840068
[201]	eval-auc:0.707881	train-auc:0.840311
[202]	eval-auc:0.706655	train-auc:0.840589
[203]	eval-auc:0.707213	train-auc:0.841321
[204]	eval-auc:0.708148	train-auc:0.842097
[205]	eval-auc:0.708282	train-auc:0.84236
[206]	eval-auc:0.708055	train-auc:0.842327
[207]	eval-auc:0.70779	train-auc:0.84289
[208]	eval-auc:0.708359	train-auc:0.843165
[209]	eval-auc:0.708275	train-auc:0.843377
[210]	eval-auc:0.707951	train-auc:0.843566
[211]	eval-auc:0.707988	train-auc:0.843901
[212]	eval-auc:0.708041	train-auc:0.844706
[213]	eval-auc:0.70825	train-auc:0.845094
[214]	eval-auc:0.708341	train-auc:0.845323
[215]	eval-auc:0.708595	train-auc:0.845974
[216]	eval-auc:0.708766	train-auc:0.846524
[217]	eval-auc:0.70881	train-auc:0.846373
[218]	eval-auc:0.707845	train-auc:0.84646
[219]	eval-auc:0.707444	train-auc:0.846632
[220]	eval-auc:0.706929	train-auc:0.846903
[221]	eval-auc:0.707041	train-auc:0.847254
[222]	eval-auc:0.707097	train-auc:0.847355
[223]	eval-auc:0.707467	train-auc:0.847859
[224]	eval-auc:0.707129	train-auc:0.847913
[225]	eval-auc:0.70743	train-auc:0.84773
[226]	eval-auc:0.707854	train-auc:0.848003
[227]	eval-auc:0.707494	train-auc:0.848322
[228]	eval-auc:0.707532	train-auc:0.848489
[229]	eval-auc:0.707685	train-auc:0.849413
[230]	eval-auc:0.708029	train-auc:0.849916
[231]	eval-auc:0.707651	train-auc:0.850239
[232]	eval-auc:0.707383	train-auc:0.850366
[233]	eval-auc:0.707937	train-auc:0.850951
[234]	eval-auc:0.707487	train-auc:0.850663
[235]	eval-auc:0.707869	train-auc:0.851475
[236]	eval-auc:0.708091	train-auc:0.851559
[237]	eval-auc:0.707943	train-auc:0.851865
[238]	eval-auc:0.70786	train-auc:0.852649
[239]	eval-auc:0.70812	train-auc:0.852695
[240]	eval-auc:0.708157	train-auc:0.85296
[241]	eval-auc:0.707979	train-auc:0.853154
[242]	eval-auc:0.70749	train-auc:0.853951
[243]	eval-auc:0.707082	train-auc:0.854273
[244]	eval-auc:0.707267	train-auc:0.854319
[245]	eval-auc:0.707085	train-auc:0.854795
[246]	eval-auc:0.707231	train-auc:0.855189
[247]	eval-auc:0.706867	train-auc:0.855379
[248]	eval-auc:0.707045	train-auc:0.855462
[249]	eval-auc:0.707359	train-auc:0.855406
[250]	eval-auc:0.707159	train-auc:0.855636
[251]	eval-auc:0.707628	train-auc:0.856055
[252]	eval-auc:0.707429	train-auc:0.856485
[253]	eval-auc:0.707659	train-auc:0.857168
[254]	eval-auc:0.707508	train-auc:0.857232
[255]	eval-auc:0.706846	train-auc:0.857243
[256]	eval-auc:0.706856	train-auc:0.857623
[257]	eval-auc:0.707012	train-auc:0.857627
[258]	eval-auc:0.707025	train-auc:0.85807
[259]	eval-auc:0.706896	train-auc:0.858717
[260]	eval-auc:0.706782	train-auc:0.858951
[261]	eval-auc:0.707178	train-auc:0.859219
[262]	eval-auc:0.706724	train-auc:0.859374
[263]	eval-auc:0.706489	train-auc:0.859619
[264]	eval-auc:0.706779	train-auc:0.859877
[265]	eval-auc:0.706099	train-auc:0.860029
[266]	eval-auc:0.705789	train-auc:0.860491
[267]	eval-auc:0.705895	train-auc:0.860659
[268]	eval-auc:0.705731	train-auc:0.86074
[269]	eval-auc:0.705819	train-auc:0.861286
[270]	eval-auc:0.705562	train-auc:0.861656
[271]	eval-auc:0.705294	train-auc:0.862533
[272]	eval-auc:0.705187	train-auc:0.862642
[273]	eval-auc:0.705262	train-auc:0.862679
[274]	eval-auc:0.705373	train-auc:0.862662
[275]	eval-auc:0.705538	train-auc:0.862792
[276]	eval-auc:0.705752	train-auc:0.863124
[277]	eval-auc:0.705525	train-auc:0.863335
[278]	eval-auc:0.705804	train-auc:0.863559
[279]	eval-auc:0.705835	train-auc:0.863603
[280]	eval-auc:0.705589	train-auc:0.863711
[281]	eval-auc:0.705815	train-auc:0.864249
[282]	eval-auc:0.705941	train-auc:0.864429
[283]	eval-auc:0.706224	train-auc:0.86482
[284]	eval-auc:0.705742	train-auc:0.865083
[285]	eval-auc:0.705964	train-auc:0.865215
[286]	eval-auc:0.705821	train-auc:0.865366
[287]	eval-auc:0.705895	train-auc:0.866131
[288]	eval-auc:0.70574	train-auc:0.866118
[289]	eval-auc:0.705563	train-auc:0.866571
[290]	eval-auc:0.705544	train-auc:0.866298
[291]	eval-auc:0.70586	train-auc:0.866534
[292]	eval-auc:0.705938	train-auc:0.866701
[293]	eval-auc:0.705681	train-auc:0.866753
[294]	eval-auc:0.705544	train-auc:0.86707
[295]	eval-auc:0.706142	train-auc:0.86773
[296]	eval-auc:0.706153	train-auc:0.867912
[297]	eval-auc:0.706237	train-auc:0.86801
[298]	eval-auc:0.706297	train-auc:0.868176
[299]	eval-auc:0.706089	train-auc:0.867908
[300]	eval-auc:0.705394	train-auc:0.868014
[301]	eval-auc:0.705839	train-auc:0.868069
[302]	eval-auc:0.705583	train-auc:0.868434
[303]	eval-auc:0.705458	train-auc:0.868875
[304]	eval-auc:0.704904	train-auc:0.869133
[305]	eval-auc:0.704868	train-auc:0.869291
[306]	eval-auc:0.704589	train-auc:0.8694
[307]	eval-auc:0.704103	train-auc:0.869581
[308]	eval-auc:0.70399	train-auc:0.869695
[309]	eval-auc:0.703528	train-auc:0.870145
[310]	eval-auc:0.70343	train-auc:0.870301
[311]	eval-auc:0.703518	train-auc:0.870774
[312]	eval-auc:0.703497	train-auc:0.870853
[313]	eval-auc:0.703869	train-auc:0.871165
[314]	eval-auc:0.703351	train-auc:0.871228
[315]	eval-auc:0.70322	train-auc:0.871643
[316]	eval-auc:0.703454	train-auc:0.871668
[317]	eval-auc:0.703529	train-auc:0.871497
[318]	eval-auc:0.703604	train-auc:0.871682
[319]	eval-auc:0.703418	train-auc:0.871775
[320]	eval-auc:0.703677	train-auc:0.871873
[321]	eval-auc:0.703582	train-auc:0.872077
[322]	eval-auc:0.703803	train-auc:0.872647
[323]	eval-auc:0.704111	train-auc:0.872791
[324]	eval-auc:0.704076	train-auc:0.872924
[325]	eval-auc:0.704026	train-auc:0.873287
[326]	eval-auc:0.703585	train-auc:0.872837
[327]	eval-auc:0.704153	train-auc:0.873176
[328]	eval-auc:0.704219	train-auc:0.873421
[329]	eval-auc:0.704041	train-auc:0.873455
[330]	eval-auc:0.703704	train-auc:0.873594
[331]	eval-auc:0.703654	train-auc:0.87375
[332]	eval-auc:0.703682	train-auc:0.873976
[333]	eval-auc:0.703682	train-auc:0.874297
[334]	eval-auc:0.704083	train-auc:0.874665
[335]	eval-auc:0.703618	train-auc:0.874921
[336]	eval-auc:0.704061	train-auc:0.875103
[337]	eval-auc:0.703758	train-auc:0.875153
[338]	eval-auc:0.703925	train-auc:0.875467
[339]	eval-auc:0.703611	train-auc:0.875628
[340]	eval-auc:0.703742	train-auc:0.875899
[341]	eval-auc:0.703744	train-auc:0.876266
[342]	eval-auc:0.703732	train-auc:0.876335
[343]	eval-auc:0.704027	train-auc:0.876585
[344]	eval-auc:0.7038	train-auc:0.876949
[345]	eval-auc:0.70384	train-auc:0.877094
[346]	eval-auc:0.703739	train-auc:0.877141
[347]	eval-auc:0.703485	train-auc:0.87704
[348]	eval-auc:0.703436	train-auc:0.877123
[349]	eval-auc:0.703518	train-auc:0.877259
[350]	eval-auc:0.703232	train-auc:0.877321
[351]	eval-auc:0.703435	train-auc:0.877762
[352]	eval-auc:0.703537	train-auc:0.87775
[353]	eval-auc:0.703416	train-auc:0.877688
[354]	eval-auc:0.703217	train-auc:0.878108
[355]	eval-auc:0.703335	train-auc:0.878368
[356]	eval-auc:0.703247	train-auc:0.878373
[357]	eval-auc:0.70313	train-auc:0.878558
[358]	eval-auc:0.703158	train-auc:0.878567
[359]	eval-auc:0.703142	train-auc:0.878708
[360]	eval-auc:0.702969	train-auc:0.878712
[361]	eval-auc:0.703231	train-auc:0.878795
[362]	eval-auc:0.703933	train-auc:0.879288
[363]	eval-auc:0.704006	train-auc:0.879892
[364]	eval-auc:0.703764	train-auc:0.880095
[365]	eval-auc:0.703881	train-auc:0.880324
[366]	eval-auc:0.703997	train-auc:0.880534
[367]	eval-auc:0.703955	train-auc:0.880778
[368]	eval-auc:0.704557	train-auc:0.881252
[369]	eval-auc:0.70435	train-auc:0.881289
[370]	eval-auc:0.703733	train-auc:0.88152
[371]	eval-auc:0.704204	train-auc:0.88213
[372]	eval-auc:0.704479	train-auc:0.882427
[373]	eval-auc:0.704528	train-auc:0.882482
[374]	eval-auc:0.704528	train-auc:0.882509
[375]	eval-auc:0.704511	train-auc:0.882468
[376]	eval-auc:0.704536	train-auc:0.882463
[377]	eval-auc:0.704571	train-auc:0.882354
[378]	eval-auc:0.704887	train-auc:0.882481
[379]	eval-auc:0.704951	train-auc:0.882512
[380]	eval-auc:0.704903	train-auc:0.882627
[381]	eval-auc:0.705295	train-auc:0.882775
[382]	eval-auc:0.705184	train-auc:0.882912
[383]	eval-auc:0.705006	train-auc:0.883074
[384]	eval-auc:0.704929	train-auc:0.883324
[385]	eval-auc:0.704787	train-auc:0.883403
[386]	eval-auc:0.704901	train-auc:0.883388
[387]	eval-auc:0.704685	train-auc:0.883539
[388]	eval-auc:0.704738	train-auc:0.883933
[389]	eval-auc:0.705164	train-auc:0.884128
[390]	eval-auc:0.705309	train-auc:0.884171
[391]	eval-auc:0.705288	train-auc:0.884399
[392]	eval-auc:0.705369	train-auc:0.884357
[393]	eval-auc:0.705404	train-auc:0.884566
[394]	eval-auc:0.705733	train-auc:0.885112
[395]	eval-auc:0.705248	train-auc:0.885184
[396]	eval-auc:0.705213	train-auc:0.885443
[397]	eval-auc:0.70493	train-auc:0.88564
[398]	eval-auc:0.70491	train-auc:0.885886
[399]	eval-auc:0.705126	train-auc:0.886063
[400]	eval-auc:0.705478	train-auc:0.886204
[401]	eval-auc:0.706112	train-auc:0.88634
[402]	eval-auc:0.706339	train-auc:0.8866
[403]	eval-auc:0.705699	train-auc:0.886824
[404]	eval-auc:0.705656	train-auc:0.886517
[405]	eval-auc:0.705591	train-auc:0.886529
[406]	eval-auc:0.705679	train-auc:0.886719
[407]	eval-auc:0.705617	train-auc:0.886972
[408]	eval-auc:0.70579	train-auc:0.887393
[409]	eval-auc:0.705725	train-auc:0.887513
[410]	eval-auc:0.705696	train-auc:0.887555
[411]	eval-auc:0.704755	train-auc:0.888179
[412]	eval-auc:0.705009	train-auc:0.888442
[413]	eval-auc:0.704941	train-auc:0.888483
[414]	eval-auc:0.704874	train-auc:0.888738
[415]	eval-auc:0.70496	train-auc:0.888824
[416]	eval-auc:0.704884	train-auc:0.889066
[417]	eval-auc:0.704903	train-auc:0.889006
[418]	eval-auc:0.704948	train-auc:0.888992
[419]	eval-auc:0.704763	train-auc:0.889095
[420]	eval-auc:0.705059	train-auc:0.889124
[421]	eval-auc:0.705218	train-auc:0.889061
[422]	eval-auc:0.705072	train-auc:0.889063
[423]	eval-auc:0.705496	train-auc:0.889347
[424]	eval-auc:0.705446	train-auc:0.889541
[425]	eval-auc:0.705605	train-auc:0.889503
[426]	eval-auc:0.705652	train-auc:0.889582
[427]	eval-auc:0.705682	train-auc:0.889643
	Score 0.7056822473169364


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 13, 'min_child_weight': 3.0, 'n_estimators': 190.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.624791	train-auc:0.816646
[1]	eval-auc:0.636283	train-auc:0.892981
[2]	eval-auc:0.628072	train-auc:0.933512
[3]	eval-auc:0.641916	train-auc:0.944809
[4]	eval-auc:0.663388	train-auc:0.962182
[5]	eval-auc:0.653392	train-auc:0.976416
[6]	eval-auc:0.65883	train-auc:0.982694
[7]	eval-auc:0.651821	train-auc:0.987434
[8]	eval-auc:0.651733	train-auc:0.991142
[9]	eval-auc:0.661205	train-auc:0.994149
[10]	eval-auc:0.65878	train-auc:0.995405
[11]	eval-auc:0.659035	train-auc:0.996634
[12]	eval-auc:0.658336	train-auc:0.997352
[13]	eval-auc:0.656333	train-auc:0.997923
[14]	eval-auc:0.660117	train-auc:0.998781
[15]	eval-auc:0.655951	train-auc:0.999115
[16]	eval-auc:0.652501	train-auc:0.999387
[17]	eval-auc:0.662759	train-auc:0.999593
[18]	eval-auc:0.661368	train-auc:0.999707
[19]	eval-auc:0.666679	train-auc:0.999765
[20]	eval-auc:0.664399	train-auc:0.999779
[21]	eval-auc:0.662983	train-auc:0.99979
[22]	eval-auc:0.662287	train-auc:0.999815
[23]	eval-auc:0.66254	train-auc:0.999823
[24]	eval-auc:0.662922	train-auc:0.999845
[25]	eval-auc:0.661651	train-auc:0.999844
[26]	eval-auc:0.661113	train-auc:0.999902
[27]	eval-auc:0.660053	train-auc:0.999931
[28]	eval-auc:0.662954	train-auc:0.999946
[29]	eval-auc:0.6615	train-auc:0.999959
[30]	eval-auc:0.662383	train-auc:0.999973
[31]	eval-auc:0.663012	train-auc:0.999981
[32]	eval-auc:0.662421	train-auc:0.999989
[33]	eval-auc:0.661876	train-auc:0.999989
[34]	eval-auc:0.662542	train-auc:0.999988
[35]	eval-auc:0.663716	train-auc:0.999989
[36]	eval-auc:0.663909	train-auc:0.999992
[37]	eval-auc:0.662668	train-auc:0.999992
[38]	eval-auc:0.663122	train-auc:0.999995
[39]	eval-auc:0.66161	train-auc:0.999995
[40]	eval-auc:0.663212	train-auc:0.999996
[41]	eval-auc:0.662768	train-auc:0.999996
[42]	eval-auc:0.662453	train-auc:0.999998
[43]	eval-auc:0.662409	train-auc:0.999999
[44]	eval-auc:0.667573	train-auc:0.999998
[45]	eval-auc:0.66816	train-auc:0.999999
[46]	eval-auc:0.66628	train-auc:0.999999
[47]	eval-auc:0.667821	train-auc:0.999999
[48]	eval-auc:0.668004	train-auc:0.999999
[49]	eval-auc:0.668252	train-auc:1
[50]	eval-auc:0.668084	train-auc:1
[51]	eval-auc:0.66836	train-auc:1
[52]	eval-auc:0.668409	train-auc:1
[53]	eval-auc:0.667536	train-auc:0.999999
[54]	eval-auc:0.668932	train-auc:1
[55]	eval-auc:0.668224	train-auc:1
[56]	eval-auc:0.668066	train-auc:1
[57]	eval-auc:0.667842	train-auc:1
[58]	eval-auc:0.668333	train-auc:1
[59]	eval-auc:0.671896	train-auc:0.999999
[60]	eval-auc:0.675989	train-auc:0.999999
[61]	eval-auc:0.674352	train-auc:1
[62]	eval-auc:0.674529	train-auc:1
[63]	eval-auc:0.678332	train-auc:1
[64]	eval-auc:0.678236	train-auc:1
[65]	eval-auc:0.677291	train-auc:1
[66]	eval-auc:0.677544	train-auc:1
[67]	eval-auc:0.678511	train-auc:1
[68]	eval-auc:0.677729	train-auc:1
[69]	eval-auc:0.675894	train-auc:1
[70]	eval-auc:0.677372	train-auc:1
[71]	eval-auc:0.677344	train-auc:1
[72]	eval-auc:0.677347	train-auc:1
[73]	eval-auc:0.677128	train-auc:1
[74]	eval-auc:0.678284	train-auc:1
[75]	eval-auc:0.678658	train-auc:1
[76]	eval-auc:0.678509	train-auc:1
[77]	eval-auc:0.67829	train-auc:1
[78]	eval-auc:0.678821	train-auc:1
[79]	eval-auc:0.679324	train-auc:1
[80]	eval-auc:0.678792	train-auc:1
[81]	eval-auc:0.67843	train-auc:1
[82]	eval-auc:0.678064	train-auc:1
[83]	eval-auc:0.677859	train-auc:1
[84]	eval-auc:0.67807	train-auc:1
[85]	eval-auc:0.677611	train-auc:1
[86]	eval-auc:0.677175	train-auc:1
[87]	eval-auc:0.679925	train-auc:1
[88]	eval-auc:0.680053	train-auc:1
[89]	eval-auc:0.68031	train-auc:1
[90]	eval-auc:0.680693	train-auc:1
[91]	eval-auc:0.679873	train-auc:1
[92]	eval-auc:0.67972	train-auc:1
[93]	eval-auc:0.67911	train-auc:1
[94]	eval-auc:0.679766	train-auc:1
[95]	eval-auc:0.680516	train-auc:1
[96]	eval-auc:0.680045	train-auc:1
[97]	eval-auc:0.679356	train-auc:1
[98]	eval-auc:0.679519	train-auc:1
[99]	eval-auc:0.67912	train-auc:1
[100]	eval-auc:0.679167	train-auc:1
[101]	eval-auc:0.678422	train-auc:1
[102]	eval-auc:0.678247	train-auc:1
[103]	eval-auc:0.681009	train-auc:1
[104]	eval-auc:0.680722	train-auc:1
[105]	eval-auc:0.680942	train-auc:1
[106]	eval-auc:0.68067	train-auc:1
[107]	eval-auc:0.679506	train-auc:1
[108]	eval-auc:0.679328	train-auc:1
[109]	eval-auc:0.678893	train-auc:1
[110]	eval-auc:0.680444	train-auc:1
[111]	eval-auc:0.680187	train-auc:1
[112]	eval-auc:0.679663	train-auc:1
[113]	eval-auc:0.679438	train-auc:1
[114]	eval-auc:0.680315	train-auc:1
[115]	eval-auc:0.68095	train-auc:1
[116]	eval-auc:0.681483	train-auc:1
[117]	eval-auc:0.681771	train-auc:1
[118]	eval-auc:0.681568	train-auc:1
[119]	eval-auc:0.682633	train-auc:1
[120]	eval-auc:0.682325	train-auc:1
[121]	eval-auc:0.683263	train-auc:1
[122]	eval-auc:0.683303	train-auc:1
[123]	eval-auc:0.682866	train-auc:1
[124]	eval-auc:0.682896	train-auc:1
[125]	eval-auc:0.683179	train-auc:1
[126]	eval-auc:0.682084	train-auc:1
[127]	eval-auc:0.682823	train-auc:1
[128]	eval-auc:0.683123	train-auc:1
[129]	eval-auc:0.683855	train-auc:1
[130]	eval-auc:0.683692	train-auc:1
[131]	eval-auc:0.683251	train-auc:1
[132]	eval-auc:0.683214	train-auc:1
[133]	eval-auc:0.682514	train-auc:1
[134]	eval-auc:0.682202	train-auc:1
[135]	eval-auc:0.682016	train-auc:1
[136]	eval-auc:0.681952	train-auc:1
[137]	eval-auc:0.681615	train-auc:1
[138]	eval-auc:0.681255	train-auc:1
[139]	eval-auc:0.680677	train-auc:1
[140]	eval-auc:0.681434	train-auc:1
[141]	eval-auc:0.681551	train-auc:1
[142]	eval-auc:0.68098	train-auc:1
[143]	eval-auc:0.681043	train-auc:1
[144]	eval-auc:0.682144	train-auc:1
[145]	eval-auc:0.68176	train-auc:1
[146]	eval-auc:0.681669	train-auc:1
[147]	eval-auc:0.681839	train-auc:1
[148]	eval-auc:0.681861	train-auc:1
[149]	eval-auc:0.681413	train-auc:1
[150]	eval-auc:0.681515	train-auc:1
[151]	eval-auc:0.681035	train-auc:1
[152]	eval-auc:0.68125	train-auc:1
[153]	eval-auc:0.681117	train-auc:1
[154]	eval-auc:0.68098	train-auc:1
[155]	eval-auc:0.680653	train-auc:1
[156]	eval-auc:0.681373	train-auc:1
[157]	eval-auc:0.680944	train-auc:1
[158]	eval-auc:0.680948	train-auc:1
[159]	eval-auc:0.681061	train-auc:1
[160]	eval-auc:0.680789	train-auc:1
[161]	eval-auc:0.680546	train-auc:1
[162]	eval-auc:0.680566	train-auc:1
[163]	eval-auc:0.680875	train-auc:1
[164]	eval-auc:0.680533	train-auc:1
[165]	eval-auc:0.680527	train-auc:1
[166]	eval-auc:0.680353	train-auc:1
[167]	eval-auc:0.68045	train-auc:1
[168]	eval-auc:0.680743	train-auc:1
[169]	eval-auc:0.68099	train-auc:1
[170]	eval-auc:0.681017	train-auc:1
[171]	eval-auc:0.680942	train-auc:1
[172]	eval-auc:0.681122	train-auc:1
[173]	eval-auc:0.681024	train-auc:1
[174]	eval-auc:0.680564	train-auc:1
[175]	eval-auc:0.680691	train-auc:1
[176]	eval-auc:0.680828	train-auc:1
[177]	eval-auc:0.680496	train-auc:1
[178]	eval-auc:0.680694	train-auc:1
[179]	eval-auc:0.680717	train-auc:1
[180]	eval-auc:0.68038	train-auc:1
[181]	eval-auc:0.680685	train-auc:1
[182]	eval-auc:0.680572	train-auc:1
[183]	eval-auc:0.680728	train-auc:1
[184]	eval-auc:0.680674	train-auc:1
[185]	eval-auc:0.680213	train-auc:1
[186]	eval-auc:0.680399	train-auc:1
[187]	eval-auc:0.680248	train-auc:1
[188]	eval-auc:0.679552	train-auc:1
[189]	eval-auc:0.679957	train-auc:1
	Score 0.6799571197115326


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 11, 'min_child_weight': 4.0, 'n_estimators': 357.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.632595	train-auc:0.801315
[1]	eval-auc:0.647745	train-auc:0.889282
[2]	eval-auc:0.643115	train-auc:0.925881
[3]	eval-auc:0.660381	train-auc:0.946564
[4]	eval-auc:0.68519	train-auc:0.957591
[5]	eval-auc:0.680904	train-auc:0.969103
[6]	eval-auc:0.681567	train-auc:0.972483
[7]	eval-auc:0.675896	train-auc:0.975366
[8]	eval-auc:0.682804	train-auc:0.98083
[9]	eval-auc:0.685709	train-auc:0.985382
[10]	eval-auc:0.691402	train-auc:0.989139
[11]	eval-auc:0.690645	train-auc:0.990744
[12]	eval-auc:0.686622	train-auc:0.990483
[13]	eval-auc:0.689144	train-auc:0.992011
[14]	eval-auc:0.687029	train-auc:0.99158
[15]	eval-auc:0.686678	train-auc:0.992288
[16]	eval-auc:0.684497	train-auc:0.992466
[17]	eval-auc:0.690169	train-auc:0.993796
[18]	eval-auc:0.689971	train-auc:0.994285
[19]	eval-auc:0.692415	train-auc:0.994723
[20]	eval-auc:0.692847	train-auc:0.995407
[21]	eval-auc:0.69729	train-auc:0.99599
[22]	eval-auc:0.698321	train-auc:0.996257
[23]	eval-auc:0.699188	train-auc:0.996553
[24]	eval-auc:0.700832	train-auc:0.99711
[25]	eval-auc:0.700816	train-auc:0.997159
[26]	eval-auc:0.701495	train-auc:0.997337
[27]	eval-auc:0.703824	train-auc:0.997636
[28]	eval-auc:0.703477	train-auc:0.997602
[29]	eval-auc:0.702719	train-auc:0.997639
[30]	eval-auc:0.701238	train-auc:0.99777
[31]	eval-auc:0.700761	train-auc:0.997888
[32]	eval-auc:0.700171	train-auc:0.998048
[33]	eval-auc:0.702009	train-auc:0.998127
[34]	eval-auc:0.701355	train-auc:0.998396
[35]	eval-auc:0.70203	train-auc:0.998604
[36]	eval-auc:0.704231	train-auc:0.99862
[37]	eval-auc:0.703853	train-auc:0.998651
[38]	eval-auc:0.703386	train-auc:0.998724
[39]	eval-auc:0.703169	train-auc:0.998883
[40]	eval-auc:0.704159	train-auc:0.998908
[41]	eval-auc:0.702601	train-auc:0.998999
[42]	eval-auc:0.701202	train-auc:0.999083
[43]	eval-auc:0.701821	train-auc:0.999106
[44]	eval-auc:0.70296	train-auc:0.999142
[45]	eval-auc:0.703525	train-auc:0.999155
[46]	eval-auc:0.703898	train-auc:0.999259
[47]	eval-auc:0.704536	train-auc:0.999301
[48]	eval-auc:0.704799	train-auc:0.999331
[49]	eval-auc:0.704327	train-auc:0.999407
[50]	eval-auc:0.703569	train-auc:0.999452
[51]	eval-auc:0.702646	train-auc:0.999447
[52]	eval-auc:0.702544	train-auc:0.999499
[53]	eval-auc:0.702877	train-auc:0.99951
[54]	eval-auc:0.702603	train-auc:0.999539
[55]	eval-auc:0.702066	train-auc:0.999566
[56]	eval-auc:0.701468	train-auc:0.999609
[57]	eval-auc:0.701007	train-auc:0.999622
[58]	eval-auc:0.701224	train-auc:0.999651
[59]	eval-auc:0.701346	train-auc:0.999672
[60]	eval-auc:0.701374	train-auc:0.999694
[61]	eval-auc:0.700936	train-auc:0.999723
[62]	eval-auc:0.701042	train-auc:0.999736
[63]	eval-auc:0.701343	train-auc:0.999774
[64]	eval-auc:0.701186	train-auc:0.999793
[65]	eval-auc:0.701816	train-auc:0.999806
[66]	eval-auc:0.70168	train-auc:0.999803
[67]	eval-auc:0.701128	train-auc:0.99983
[68]	eval-auc:0.700366	train-auc:0.999846
[69]	eval-auc:0.700258	train-auc:0.999846
[70]	eval-auc:0.699608	train-auc:0.999852
[71]	eval-auc:0.699462	train-auc:0.999891
[72]	eval-auc:0.699186	train-auc:0.999895
[73]	eval-auc:0.699371	train-auc:0.999889
[74]	eval-auc:0.699401	train-auc:0.99989
[75]	eval-auc:0.698905	train-auc:0.9999
[76]	eval-auc:0.698729	train-auc:0.999906
[77]	eval-auc:0.698442	train-auc:0.999911
[78]	eval-auc:0.697896	train-auc:0.999917
[79]	eval-auc:0.697344	train-auc:0.999921
[80]	eval-auc:0.697769	train-auc:0.999921
[81]	eval-auc:0.697829	train-auc:0.999926
[82]	eval-auc:0.697866	train-auc:0.999931
[83]	eval-auc:0.698139	train-auc:0.999937
[84]	eval-auc:0.698726	train-auc:0.999941
[85]	eval-auc:0.698994	train-auc:0.999941
[86]	eval-auc:0.699689	train-auc:0.999946
[87]	eval-auc:0.699498	train-auc:0.999952
[88]	eval-auc:0.699733	train-auc:0.999952
[89]	eval-auc:0.699568	train-auc:0.999955
[90]	eval-auc:0.69945	train-auc:0.999958
[91]	eval-auc:0.699476	train-auc:0.999957
[92]	eval-auc:0.698946	train-auc:0.999956
[93]	eval-auc:0.699022	train-auc:0.999959
[94]	eval-auc:0.698324	train-auc:0.999962
[95]	eval-auc:0.698892	train-auc:0.999961
[96]	eval-auc:0.698664	train-auc:0.999967
[97]	eval-auc:0.698892	train-auc:0.999966
[98]	eval-auc:0.69879	train-auc:0.999967
[99]	eval-auc:0.69857	train-auc:0.999968
[100]	eval-auc:0.698285	train-auc:0.999969
[101]	eval-auc:0.698259	train-auc:0.999971
[102]	eval-auc:0.698513	train-auc:0.999972
[103]	eval-auc:0.698751	train-auc:0.999971
[104]	eval-auc:0.698527	train-auc:0.999972
[105]	eval-auc:0.698308	train-auc:0.999972
[106]	eval-auc:0.699106	train-auc:0.999973
[107]	eval-auc:0.699057	train-auc:0.999975
[108]	eval-auc:0.698344	train-auc:0.999974
[109]	eval-auc:0.698699	train-auc:0.999977
[110]	eval-auc:0.699335	train-auc:0.999978
[111]	eval-auc:0.698656	train-auc:0.999977
[112]	eval-auc:0.698359	train-auc:0.999977
[113]	eval-auc:0.698726	train-auc:0.999979
[114]	eval-auc:0.698891	train-auc:0.999978
[115]	eval-auc:0.699349	train-auc:0.999982
[116]	eval-auc:0.69983	train-auc:0.999982
[117]	eval-auc:0.700395	train-auc:0.999982
[118]	eval-auc:0.700226	train-auc:0.999982
[119]	eval-auc:0.700277	train-auc:0.999985
[120]	eval-auc:0.700423	train-auc:0.999985
[121]	eval-auc:0.699913	train-auc:0.999986
[122]	eval-auc:0.700318	train-auc:0.999987
[123]	eval-auc:0.700423	train-auc:0.999986
[124]	eval-auc:0.700304	train-auc:0.999986
[125]	eval-auc:0.7004	train-auc:0.999986
[126]	eval-auc:0.700493	train-auc:0.999988
[127]	eval-auc:0.700243	train-auc:0.999988
[128]	eval-auc:0.700585	train-auc:0.99999
[129]	eval-auc:0.700682	train-auc:0.999989
[130]	eval-auc:0.700438	train-auc:0.999992
[131]	eval-auc:0.700669	train-auc:0.999992
[132]	eval-auc:0.699984	train-auc:0.999994
[133]	eval-auc:0.699916	train-auc:0.999994
[134]	eval-auc:0.70047	train-auc:0.999994
[135]	eval-auc:0.700781	train-auc:0.999994
[136]	eval-auc:0.700607	train-auc:0.999995
[137]	eval-auc:0.700479	train-auc:0.999995
[138]	eval-auc:0.700643	train-auc:0.999995
[139]	eval-auc:0.700709	train-auc:0.999995
[140]	eval-auc:0.700851	train-auc:0.999995
[141]	eval-auc:0.700698	train-auc:0.999996
[142]	eval-auc:0.70089	train-auc:0.999996
[143]	eval-auc:0.700669	train-auc:0.999996
[144]	eval-auc:0.700679	train-auc:0.999996
[145]	eval-auc:0.700414	train-auc:0.999996
[146]	eval-auc:0.700452	train-auc:0.999996
[147]	eval-auc:0.700382	train-auc:0.999996
[148]	eval-auc:0.700068	train-auc:0.999997
[149]	eval-auc:0.699747	train-auc:0.999997
[150]	eval-auc:0.699657	train-auc:0.999998
[151]	eval-auc:0.699667	train-auc:0.999997
[152]	eval-auc:0.700068	train-auc:0.999997
[153]	eval-auc:0.699858	train-auc:0.999997
[154]	eval-auc:0.69996	train-auc:0.999998
[155]	eval-auc:0.699832	train-auc:0.999998
[156]	eval-auc:0.699757	train-auc:0.999998
[157]	eval-auc:0.699964	train-auc:0.999998
[158]	eval-auc:0.699759	train-auc:0.999998
[159]	eval-auc:0.699605	train-auc:0.999999
[160]	eval-auc:0.699794	train-auc:0.999999
[161]	eval-auc:0.69976	train-auc:0.999999
[162]	eval-auc:0.699786	train-auc:0.999999
[163]	eval-auc:0.699887	train-auc:0.999999
[164]	eval-auc:0.700036	train-auc:0.999999
[165]	eval-auc:0.699878	train-auc:1
[166]	eval-auc:0.700048	train-auc:0.999999
[167]	eval-auc:0.700001	train-auc:0.999999
[168]	eval-auc:0.700044	train-auc:0.999999
[169]	eval-auc:0.700143	train-auc:0.999999
[170]	eval-auc:0.700094	train-auc:0.999999
[171]	eval-auc:0.700056	train-auc:0.999999
[172]	eval-auc:0.700053	train-auc:0.999999
[173]	eval-auc:0.700245	train-auc:0.999999
[174]	eval-auc:0.7004	train-auc:0.999999
[175]	eval-auc:0.700727	train-auc:0.999999
[176]	eval-auc:0.700639	train-auc:0.999999
[177]	eval-auc:0.701033	train-auc:0.999999
[178]	eval-auc:0.701077	train-auc:0.999999
[179]	eval-auc:0.700998	train-auc:0.999999
[180]	eval-auc:0.701256	train-auc:0.999999
[181]	eval-auc:0.701265	train-auc:0.999999
[182]	eval-auc:0.701597	train-auc:0.999999
[183]	eval-auc:0.701349	train-auc:0.999999
[184]	eval-auc:0.701255	train-auc:0.999999
[185]	eval-auc:0.701238	train-auc:0.999999
[186]	eval-auc:0.70157	train-auc:0.999999
[187]	eval-auc:0.701671	train-auc:0.999999
[188]	eval-auc:0.701575	train-auc:0.999998
[189]	eval-auc:0.701414	train-auc:0.999998
[190]	eval-auc:0.701393	train-auc:0.999998
[191]	eval-auc:0.701377	train-auc:0.999999
[192]	eval-auc:0.701391	train-auc:0.999998
[193]	eval-auc:0.701257	train-auc:0.999998
[194]	eval-auc:0.701263	train-auc:0.999999
[195]	eval-auc:0.701496	train-auc:0.999998
[196]	eval-auc:0.701566	train-auc:0.999999
[197]	eval-auc:0.701333	train-auc:0.999999
[198]	eval-auc:0.70131	train-auc:0.999999
[199]	eval-auc:0.701279	train-auc:0.999999
[200]	eval-auc:0.701202	train-auc:0.999999
[201]	eval-auc:0.701035	train-auc:0.999999
[202]	eval-auc:0.70096	train-auc:0.999999
[203]	eval-auc:0.700893	train-auc:0.999999
[204]	eval-auc:0.700794	train-auc:0.999999
[205]	eval-auc:0.700905	train-auc:0.999999
[206]	eval-auc:0.701003	train-auc:0.999999
[207]	eval-auc:0.70088	train-auc:0.999999
[208]	eval-auc:0.701067	train-auc:0.999999
[209]	eval-auc:0.701103	train-auc:0.999999
[210]	eval-auc:0.701093	train-auc:0.999999
[211]	eval-auc:0.701269	train-auc:0.999999
[212]	eval-auc:0.701391	train-auc:0.999999
[213]	eval-auc:0.701353	train-auc:0.999999
[214]	eval-auc:0.701205	train-auc:0.999999
[215]	eval-auc:0.701106	train-auc:0.999999
[216]	eval-auc:0.701292	train-auc:0.999999
[217]	eval-auc:0.701225	train-auc:0.999999
[218]	eval-auc:0.701007	train-auc:0.999999
[219]	eval-auc:0.701074	train-auc:0.999999
[220]	eval-auc:0.701403	train-auc:0.999999
[221]	eval-auc:0.701384	train-auc:0.999999
[222]	eval-auc:0.701597	train-auc:0.999999
[223]	eval-auc:0.701405	train-auc:0.999999
[224]	eval-auc:0.701452	train-auc:0.999999
[225]	eval-auc:0.701359	train-auc:0.999999
[226]	eval-auc:0.701285	train-auc:0.999999
[227]	eval-auc:0.701298	train-auc:0.999999
[228]	eval-auc:0.700913	train-auc:0.999999
[229]	eval-auc:0.70086	train-auc:0.999999
[230]	eval-auc:0.700953	train-auc:0.999999
[231]	eval-auc:0.700945	train-auc:0.999999
[232]	eval-auc:0.700921	train-auc:0.999999
[233]	eval-auc:0.700661	train-auc:0.999999
[234]	eval-auc:0.700617	train-auc:0.999999
[235]	eval-auc:0.700493	train-auc:0.999999
[236]	eval-auc:0.700514	train-auc:0.999999
[237]	eval-auc:0.700538	train-auc:0.999999
[238]	eval-auc:0.700583	train-auc:0.999999
[239]	eval-auc:0.700892	train-auc:0.999999
[240]	eval-auc:0.700802	train-auc:0.999999
[241]	eval-auc:0.70072	train-auc:0.999999
[242]	eval-auc:0.700334	train-auc:0.999999
[243]	eval-auc:0.700226	train-auc:0.999999
[244]	eval-auc:0.700094	train-auc:0.999999
[245]	eval-auc:0.700161	train-auc:0.999999
[246]	eval-auc:0.70003	train-auc:1
[247]	eval-auc:0.700086	train-auc:1
[248]	eval-auc:0.69997	train-auc:0.999999
[249]	eval-auc:0.699925	train-auc:0.999999
[250]	eval-auc:0.699823	train-auc:1
[251]	eval-auc:0.700056	train-auc:1
[252]	eval-auc:0.700112	train-auc:1
[253]	eval-auc:0.700065	train-auc:1
[254]	eval-auc:0.700016	train-auc:1
[255]	eval-auc:0.700091	train-auc:1
[256]	eval-auc:0.70031	train-auc:1
[257]	eval-auc:0.700497	train-auc:1
[258]	eval-auc:0.700444	train-auc:1
[259]	eval-auc:0.700313	train-auc:1
[260]	eval-auc:0.700301	train-auc:1
[261]	eval-auc:0.700363	train-auc:1
[262]	eval-auc:0.700217	train-auc:1
[263]	eval-auc:0.700217	train-auc:1
[264]	eval-auc:0.700021	train-auc:1
[265]	eval-auc:0.700103	train-auc:1
[266]	eval-auc:0.700121	train-auc:1
[267]	eval-auc:0.700232	train-auc:1
[268]	eval-auc:0.700284	train-auc:1
[269]	eval-auc:0.700429	train-auc:1
[270]	eval-auc:0.700685	train-auc:1
[271]	eval-auc:0.700744	train-auc:1
[272]	eval-auc:0.700689	train-auc:1
[273]	eval-auc:0.700698	train-auc:1
[274]	eval-auc:0.700857	train-auc:1
[275]	eval-auc:0.700848	train-auc:1
[276]	eval-auc:0.70065	train-auc:1
[277]	eval-auc:0.700668	train-auc:1
[278]	eval-auc:0.700665	train-auc:1
[279]	eval-auc:0.700744	train-auc:1
[280]	eval-auc:0.700625	train-auc:1
[281]	eval-auc:0.700601	train-auc:1
[282]	eval-auc:0.700857	train-auc:1
[283]	eval-auc:0.700849	train-auc:1
[284]	eval-auc:0.701172	train-auc:1
[285]	eval-auc:0.701257	train-auc:1
[286]	eval-auc:0.70132	train-auc:1
[287]	eval-auc:0.701205	train-auc:1
[288]	eval-auc:0.701262	train-auc:1
[289]	eval-auc:0.700985	train-auc:1
[290]	eval-auc:0.701117	train-auc:1
[291]	eval-auc:0.701081	train-auc:1
[292]	eval-auc:0.701263	train-auc:1
[293]	eval-auc:0.701333	train-auc:1
[294]	eval-auc:0.701266	train-auc:1
[295]	eval-auc:0.701146	train-auc:1
[296]	eval-auc:0.701286	train-auc:1
[297]	eval-auc:0.701216	train-auc:1
[298]	eval-auc:0.700977	train-auc:1
[299]	eval-auc:0.701093	train-auc:1
[300]	eval-auc:0.701073	train-auc:1
[301]	eval-auc:0.701058	train-auc:1
[302]	eval-auc:0.701117	train-auc:1
[303]	eval-auc:0.701274	train-auc:1
[304]	eval-auc:0.701243	train-auc:1
[305]	eval-auc:0.701186	train-auc:1
[306]	eval-auc:0.701001	train-auc:1
[307]	eval-auc:0.701099	train-auc:1
[308]	eval-auc:0.70126	train-auc:1
[309]	eval-auc:0.700927	train-auc:1
[310]	eval-auc:0.700928	train-auc:1
[311]	eval-auc:0.700884	train-auc:1
[312]	eval-auc:0.700794	train-auc:1
[313]	eval-auc:0.70093	train-auc:1
[314]	eval-auc:0.700723	train-auc:1
[315]	eval-auc:0.70072	train-auc:1
[316]	eval-auc:0.700669	train-auc:1
[317]	eval-auc:0.700756	train-auc:1
[318]	eval-auc:0.700822	train-auc:1
[319]	eval-auc:0.700721	train-auc:1
[320]	eval-auc:0.700851	train-auc:1
[321]	eval-auc:0.700948	train-auc:1
[322]	eval-auc:0.700852	train-auc:1
[323]	eval-auc:0.700762	train-auc:1
[324]	eval-auc:0.700767	train-auc:1
[325]	eval-auc:0.700829	train-auc:1
[326]	eval-auc:0.700701	train-auc:1
[327]	eval-auc:0.7007	train-auc:1
[328]	eval-auc:0.700925	train-auc:1
[329]	eval-auc:0.700784	train-auc:1
[330]	eval-auc:0.700669	train-auc:1
[331]	eval-auc:0.700793	train-auc:1
[332]	eval-auc:0.700863	train-auc:1
[333]	eval-auc:0.700461	train-auc:1
[334]	eval-auc:0.700558	train-auc:1
[335]	eval-auc:0.70061	train-auc:1
[336]	eval-auc:0.700514	train-auc:1
[337]	eval-auc:0.700647	train-auc:1
[338]	eval-auc:0.700779	train-auc:1
[339]	eval-auc:0.700913	train-auc:1
[340]	eval-auc:0.700575	train-auc:1
[341]	eval-auc:0.700506	train-auc:1
[342]	eval-auc:0.700525	train-auc:1
[343]	eval-auc:0.700377	train-auc:1
[344]	eval-auc:0.700401	train-auc:1
[345]	eval-auc:0.700296	train-auc:1
[346]	eval-auc:0.700296	train-auc:1
[347]	eval-auc:0.700412	train-auc:1
[348]	eval-auc:0.700569	train-auc:1
[349]	eval-auc:0.70063	train-auc:1
[350]	eval-auc:0.700578	train-auc:1
[351]	eval-auc:0.70035	train-auc:1
[352]	eval-auc:0.700269	train-auc:1
[353]	eval-auc:0.700304	train-auc:1
[354]	eval-auc:0.700315	train-auc:1
[355]	eval-auc:0.700372	train-auc:1
[356]	eval-auc:0.700179	train-auc:1
	Score 0.7001790739319518


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.35000000000000003, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 6, 'min_child_weight': 2.0, 'n_estimators': 584.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.682077	train-auc:0.761374
[1]	eval-auc:0.673031	train-auc:0.782958
[2]	eval-auc:0.681886	train-auc:0.809989
[3]	eval-auc:0.693174	train-auc:0.824624
[4]	eval-auc:0.691563	train-auc:0.844214
[5]	eval-auc:0.686358	train-auc:0.856603
[6]	eval-auc:0.687675	train-auc:0.869788
[7]	eval-auc:0.687703	train-auc:0.880963
[8]	eval-auc:0.689623	train-auc:0.889946
[9]	eval-auc:0.688691	train-auc:0.894345
[10]	eval-auc:0.686543	train-auc:0.900129
[11]	eval-auc:0.687105	train-auc:0.902693
[12]	eval-auc:0.689662	train-auc:0.907353
[13]	eval-auc:0.686557	train-auc:0.910955
[14]	eval-auc:0.685396	train-auc:0.914102
[15]	eval-auc:0.681989	train-auc:0.918992
[16]	eval-auc:0.682242	train-auc:0.92313
[17]	eval-auc:0.684866	train-auc:0.927406
[18]	eval-auc:0.686276	train-auc:0.931084
[19]	eval-auc:0.685435	train-auc:0.936411
[20]	eval-auc:0.686607	train-auc:0.941756
[21]	eval-auc:0.686455	train-auc:0.9467
[22]	eval-auc:0.687447	train-auc:0.94986
[23]	eval-auc:0.689489	train-auc:0.953482
[24]	eval-auc:0.690775	train-auc:0.95699
[25]	eval-auc:0.690628	train-auc:0.961389
[26]	eval-auc:0.688637	train-auc:0.963907
[27]	eval-auc:0.688332	train-auc:0.966316
[28]	eval-auc:0.691764	train-auc:0.968604
[29]	eval-auc:0.691559	train-auc:0.97157
[30]	eval-auc:0.690773	train-auc:0.973766
[31]	eval-auc:0.691714	train-auc:0.975705
[32]	eval-auc:0.689759	train-auc:0.978271
[33]	eval-auc:0.691251	train-auc:0.980638
[34]	eval-auc:0.689826	train-auc:0.981585
[35]	eval-auc:0.68911	train-auc:0.983568
[36]	eval-auc:0.688325	train-auc:0.9838
[37]	eval-auc:0.687999	train-auc:0.984142
[38]	eval-auc:0.686465	train-auc:0.984887
[39]	eval-auc:0.686372	train-auc:0.985872
[40]	eval-auc:0.686477	train-auc:0.986578
[41]	eval-auc:0.685795	train-auc:0.987253
[42]	eval-auc:0.687371	train-auc:0.988739
[43]	eval-auc:0.684233	train-auc:0.989437
[44]	eval-auc:0.68368	train-auc:0.9898
[45]	eval-auc:0.685721	train-auc:0.990065
[46]	eval-auc:0.685092	train-auc:0.991592
[47]	eval-auc:0.684571	train-auc:0.991574
[48]	eval-auc:0.684225	train-auc:0.992109
[49]	eval-auc:0.684391	train-auc:0.99248
[50]	eval-auc:0.683217	train-auc:0.993334
[51]	eval-auc:0.683091	train-auc:0.993868
[52]	eval-auc:0.682549	train-auc:0.994105
[53]	eval-auc:0.680524	train-auc:0.994134
[54]	eval-auc:0.67922	train-auc:0.994437
[55]	eval-auc:0.679487	train-auc:0.994824
[56]	eval-auc:0.679229	train-auc:0.994932
[57]	eval-auc:0.678675	train-auc:0.995676
[58]	eval-auc:0.682284	train-auc:0.996235
[59]	eval-auc:0.682078	train-auc:0.996422
[60]	eval-auc:0.681388	train-auc:0.997047
[61]	eval-auc:0.682305	train-auc:0.997137
[62]	eval-auc:0.680734	train-auc:0.997439
[63]	eval-auc:0.684571	train-auc:0.997571
[64]	eval-auc:0.683226	train-auc:0.997548
[65]	eval-auc:0.68467	train-auc:0.997595
[66]	eval-auc:0.685031	train-auc:0.997748
[67]	eval-auc:0.685841	train-auc:0.997926
[68]	eval-auc:0.684962	train-auc:0.997982
[69]	eval-auc:0.683957	train-auc:0.998256
[70]	eval-auc:0.685049	train-auc:0.998354
[71]	eval-auc:0.685206	train-auc:0.998424
[72]	eval-auc:0.683554	train-auc:0.998526
[73]	eval-auc:0.681596	train-auc:0.998523
[74]	eval-auc:0.681583	train-auc:0.998655
[75]	eval-auc:0.682106	train-auc:0.99875
[76]	eval-auc:0.683382	train-auc:0.998794
[77]	eval-auc:0.684439	train-auc:0.998815
[78]	eval-auc:0.685893	train-auc:0.998983
[79]	eval-auc:0.686633	train-auc:0.998993
[80]	eval-auc:0.686283	train-auc:0.999144
[81]	eval-auc:0.684676	train-auc:0.9992
[82]	eval-auc:0.684638	train-auc:0.999265
[83]	eval-auc:0.684097	train-auc:0.999413
[84]	eval-auc:0.685153	train-auc:0.999389
[85]	eval-auc:0.684735	train-auc:0.999406
[86]	eval-auc:0.683904	train-auc:0.999457
[87]	eval-auc:0.682661	train-auc:0.999474
[88]	eval-auc:0.681093	train-auc:0.999531
[89]	eval-auc:0.68023	train-auc:0.999565
[90]	eval-auc:0.679458	train-auc:0.999605
[91]	eval-auc:0.678846	train-auc:0.999607
[92]	eval-auc:0.678529	train-auc:0.999595
[93]	eval-auc:0.678518	train-auc:0.999658
[94]	eval-auc:0.678842	train-auc:0.99967
[95]	eval-auc:0.676948	train-auc:0.999685
[96]	eval-auc:0.678351	train-auc:0.999739
[97]	eval-auc:0.678127	train-auc:0.999741
[98]	eval-auc:0.678285	train-auc:0.999796
[99]	eval-auc:0.678859	train-auc:0.999855
[100]	eval-auc:0.679075	train-auc:0.999852
[101]	eval-auc:0.680632	train-auc:0.999888
[102]	eval-auc:0.680974	train-auc:0.999906
[103]	eval-auc:0.679681	train-auc:0.999912
[104]	eval-auc:0.679138	train-auc:0.999925
[105]	eval-auc:0.678971	train-auc:0.999927
[106]	eval-auc:0.67912	train-auc:0.999933
[107]	eval-auc:0.679709	train-auc:0.999939
[108]	eval-auc:0.679085	train-auc:0.999944
[109]	eval-auc:0.679653	train-auc:0.999935
[110]	eval-auc:0.681371	train-auc:0.999949
[111]	eval-auc:0.682191	train-auc:0.999969
[112]	eval-auc:0.681827	train-auc:0.999971
[113]	eval-auc:0.683001	train-auc:0.999981
[114]	eval-auc:0.68252	train-auc:0.999987
[115]	eval-auc:0.681483	train-auc:0.999989
[116]	eval-auc:0.681824	train-auc:0.999984
[117]	eval-auc:0.681973	train-auc:0.999987
[118]	eval-auc:0.681917	train-auc:0.999989
[119]	eval-auc:0.682049	train-auc:0.999992
[120]	eval-auc:0.682217	train-auc:0.999992
[121]	eval-auc:0.68328	train-auc:0.999998
[122]	eval-auc:0.682167	train-auc:0.999998
[123]	eval-auc:0.680405	train-auc:0.999998
[124]	eval-auc:0.680371	train-auc:0.999998
[125]	eval-auc:0.680618	train-auc:0.999998
[126]	eval-auc:0.679534	train-auc:0.999996
[127]	eval-auc:0.680205	train-auc:0.999996
[128]	eval-auc:0.680332	train-auc:0.999997
[129]	eval-auc:0.681145	train-auc:0.999998
[130]	eval-auc:0.679887	train-auc:0.999998
[131]	eval-auc:0.678698	train-auc:0.999997
[132]	eval-auc:0.679191	train-auc:0.999998
[133]	eval-auc:0.679485	train-auc:0.999998
[134]	eval-auc:0.679092	train-auc:0.999998
[135]	eval-auc:0.678354	train-auc:0.999998
[136]	eval-auc:0.678594	train-auc:0.999999
[137]	eval-auc:0.678951	train-auc:1
[138]	eval-auc:0.677151	train-auc:1
[139]	eval-auc:0.678364	train-auc:1
[140]	eval-auc:0.679479	train-auc:1
[141]	eval-auc:0.680231	train-auc:1
[142]	eval-auc:0.680539	train-auc:1
[143]	eval-auc:0.681095	train-auc:1
[144]	eval-auc:0.681427	train-auc:1
[145]	eval-auc:0.680566	train-auc:1
[146]	eval-auc:0.680114	train-auc:1
[147]	eval-auc:0.680144	train-auc:1
[148]	eval-auc:0.679289	train-auc:1
[149]	eval-auc:0.680662	train-auc:1
[150]	eval-auc:0.684734	train-auc:1
[151]	eval-auc:0.683525	train-auc:1
[152]	eval-auc:0.68398	train-auc:1
[153]	eval-auc:0.683674	train-auc:1
[154]	eval-auc:0.687624	train-auc:1
[155]	eval-auc:0.686613	train-auc:1
[156]	eval-auc:0.685931	train-auc:1
[157]	eval-auc:0.685861	train-auc:1
[158]	eval-auc:0.685096	train-auc:1
[159]	eval-auc:0.684684	train-auc:1
[160]	eval-auc:0.684426	train-auc:1
[161]	eval-auc:0.684804	train-auc:1
[162]	eval-auc:0.684431	train-auc:1
[163]	eval-auc:0.683294	train-auc:1
[164]	eval-auc:0.682553	train-auc:1
[165]	eval-auc:0.683018	train-auc:1
[166]	eval-auc:0.6822	train-auc:1
[167]	eval-auc:0.683114	train-auc:1
[168]	eval-auc:0.68306	train-auc:1
[169]	eval-auc:0.683048	train-auc:1
[170]	eval-auc:0.683335	train-auc:1
[171]	eval-auc:0.68351	train-auc:1
[172]	eval-auc:0.682904	train-auc:1
[173]	eval-auc:0.68185	train-auc:1
[174]	eval-auc:0.682663	train-auc:1
[175]	eval-auc:0.682453	train-auc:1
[176]	eval-auc:0.682302	train-auc:1
[177]	eval-auc:0.682631	train-auc:1
[178]	eval-auc:0.682126	train-auc:1
[179]	eval-auc:0.682133	train-auc:1
[180]	eval-auc:0.682359	train-auc:1
[181]	eval-auc:0.682142	train-auc:1
[182]	eval-auc:0.682333	train-auc:1
[183]	eval-auc:0.682286	train-auc:1
[184]	eval-auc:0.682092	train-auc:1
[185]	eval-auc:0.682136	train-auc:1
[186]	eval-auc:0.682057	train-auc:1
[187]	eval-auc:0.682468	train-auc:1
[188]	eval-auc:0.682483	train-auc:1
[189]	eval-auc:0.68261	train-auc:1
[190]	eval-auc:0.683501	train-auc:1
[191]	eval-auc:0.681692	train-auc:1
[192]	eval-auc:0.68088	train-auc:1
[193]	eval-auc:0.680785	train-auc:1
[194]	eval-auc:0.681903	train-auc:1
[195]	eval-auc:0.68197	train-auc:1
[196]	eval-auc:0.682878	train-auc:1
[197]	eval-auc:0.682617	train-auc:1
[198]	eval-auc:0.682314	train-auc:1
[199]	eval-auc:0.682784	train-auc:1
[200]	eval-auc:0.682671	train-auc:1
[201]	eval-auc:0.682413	train-auc:1
[202]	eval-auc:0.682241	train-auc:1
[203]	eval-auc:0.682425	train-auc:1
[204]	eval-auc:0.682436	train-auc:1
[205]	eval-auc:0.682302	train-auc:1
[206]	eval-auc:0.681777	train-auc:1
[207]	eval-auc:0.681748	train-auc:1
[208]	eval-auc:0.681893	train-auc:1
[209]	eval-auc:0.682188	train-auc:1
[210]	eval-auc:0.682422	train-auc:1
[211]	eval-auc:0.682363	train-auc:1
[212]	eval-auc:0.68301	train-auc:1
[213]	eval-auc:0.682649	train-auc:1
[214]	eval-auc:0.683112	train-auc:1
[215]	eval-auc:0.683444	train-auc:1
[216]	eval-auc:0.683389	train-auc:1
[217]	eval-auc:0.683531	train-auc:1
[218]	eval-auc:0.683452	train-auc:1
[219]	eval-auc:0.6822	train-auc:1
[220]	eval-auc:0.681198	train-auc:1
[221]	eval-auc:0.681044	train-auc:1
[222]	eval-auc:0.681556	train-auc:1
[223]	eval-auc:0.681081	train-auc:1
[224]	eval-auc:0.680792	train-auc:1
[225]	eval-auc:0.680551	train-auc:1
[226]	eval-auc:0.680245	train-auc:1
[227]	eval-auc:0.679718	train-auc:1
[228]	eval-auc:0.679584	train-auc:1
[229]	eval-auc:0.680123	train-auc:1
[230]	eval-auc:0.680312	train-auc:1
[231]	eval-auc:0.680134	train-auc:1
[232]	eval-auc:0.680059	train-auc:1
[233]	eval-auc:0.680627	train-auc:1
[234]	eval-auc:0.68019	train-auc:1
[235]	eval-auc:0.68121	train-auc:1
[236]	eval-auc:0.680983	train-auc:1
[237]	eval-auc:0.681241	train-auc:1
[238]	eval-auc:0.681104	train-auc:1
[239]	eval-auc:0.680971	train-auc:1
[240]	eval-auc:0.680819	train-auc:1
[241]	eval-auc:0.680798	train-auc:1
[242]	eval-auc:0.680878	train-auc:1
[243]	eval-auc:0.680682	train-auc:1
[244]	eval-auc:0.680246	train-auc:1
[245]	eval-auc:0.680026	train-auc:1
[246]	eval-auc:0.679872	train-auc:1
[247]	eval-auc:0.679931	train-auc:1
[248]	eval-auc:0.679837	train-auc:1
[249]	eval-auc:0.680924	train-auc:1
[250]	eval-auc:0.681283	train-auc:1
[251]	eval-auc:0.681037	train-auc:1
[252]	eval-auc:0.68143	train-auc:1
[253]	eval-auc:0.68141	train-auc:1
[254]	eval-auc:0.681666	train-auc:1
[255]	eval-auc:0.681322	train-auc:1
[256]	eval-auc:0.681417	train-auc:1
[257]	eval-auc:0.682154	train-auc:1
[258]	eval-auc:0.681334	train-auc:1
[259]	eval-auc:0.681244	train-auc:1
[260]	eval-auc:0.680875	train-auc:1
[261]	eval-auc:0.681197	train-auc:1
[262]	eval-auc:0.681242	train-auc:1
[263]	eval-auc:0.681466	train-auc:1
[264]	eval-auc:0.681682	train-auc:1
[265]	eval-auc:0.682001	train-auc:1
[266]	eval-auc:0.681431	train-auc:1
[267]	eval-auc:0.681378	train-auc:1
[268]	eval-auc:0.681841	train-auc:1
[269]	eval-auc:0.681787	train-auc:1
[270]	eval-auc:0.681578	train-auc:1
[271]	eval-auc:0.68151	train-auc:1
[272]	eval-auc:0.680842	train-auc:1
[273]	eval-auc:0.680901	train-auc:1
[274]	eval-auc:0.680332	train-auc:1
[275]	eval-auc:0.680351	train-auc:1
[276]	eval-auc:0.680408	train-auc:1
[277]	eval-auc:0.680292	train-auc:1
[278]	eval-auc:0.680552	train-auc:1
[279]	eval-auc:0.680549	train-auc:1
[280]	eval-auc:0.679968	train-auc:1
[281]	eval-auc:0.68028	train-auc:1
[282]	eval-auc:0.680409	train-auc:1
[283]	eval-auc:0.67975	train-auc:1
[284]	eval-auc:0.679773	train-auc:1
[285]	eval-auc:0.679835	train-auc:1
[286]	eval-auc:0.680164	train-auc:1
[287]	eval-auc:0.679608	train-auc:1
[288]	eval-auc:0.679418	train-auc:1
[289]	eval-auc:0.679418	train-auc:1
[290]	eval-auc:0.67978	train-auc:1
[291]	eval-auc:0.679418	train-auc:1
[292]	eval-auc:0.679927	train-auc:1
[293]	eval-auc:0.678935	train-auc:1
[294]	eval-auc:0.678935	train-auc:1
[295]	eval-auc:0.6794	train-auc:1
[296]	eval-auc:0.679886	train-auc:1
[297]	eval-auc:0.679925	train-auc:1
[298]	eval-auc:0.679925	train-auc:1
[299]	eval-auc:0.679916	train-auc:1
[300]	eval-auc:0.679916	train-auc:1
[301]	eval-auc:0.679966	train-auc:1
[302]	eval-auc:0.680901	train-auc:1
[303]	eval-auc:0.681346	train-auc:1
[304]	eval-auc:0.681893	train-auc:1
[305]	eval-auc:0.684623	train-auc:1
[306]	eval-auc:0.684647	train-auc:1
[307]	eval-auc:0.684326	train-auc:1
[308]	eval-auc:0.683992	train-auc:1
[309]	eval-auc:0.68377	train-auc:1
[310]	eval-auc:0.683807	train-auc:1
[311]	eval-auc:0.683896	train-auc:1
[312]	eval-auc:0.683896	train-auc:1
[313]	eval-auc:0.683272	train-auc:1
[314]	eval-auc:0.683571	train-auc:1
[315]	eval-auc:0.683571	train-auc:1
[316]	eval-auc:0.683347	train-auc:1
[317]	eval-auc:0.683347	train-auc:1
[318]	eval-auc:0.683347	train-auc:1
[319]	eval-auc:0.683213	train-auc:1
[320]	eval-auc:0.683213	train-auc:1
[321]	eval-auc:0.683117	train-auc:1
[322]	eval-auc:0.683118	train-auc:1
[323]	eval-auc:0.683269	train-auc:1
[324]	eval-auc:0.683476	train-auc:1
[325]	eval-auc:0.684049	train-auc:1
[326]	eval-auc:0.684251	train-auc:1
[327]	eval-auc:0.684251	train-auc:1
[328]	eval-auc:0.683985	train-auc:1
[329]	eval-auc:0.684151	train-auc:1
[330]	eval-auc:0.683817	train-auc:1
[331]	eval-auc:0.683006	train-auc:1
[332]	eval-auc:0.683254	train-auc:1
[333]	eval-auc:0.683266	train-auc:1
[334]	eval-auc:0.683525	train-auc:1
[335]	eval-auc:0.683464	train-auc:1
[336]	eval-auc:0.683593	train-auc:1
[337]	eval-auc:0.683494	train-auc:1
[338]	eval-auc:0.68335	train-auc:1
[339]	eval-auc:0.683455	train-auc:1
[340]	eval-auc:0.683249	train-auc:1
[341]	eval-auc:0.683053	train-auc:1
[342]	eval-auc:0.683053	train-auc:1
[343]	eval-auc:0.683353	train-auc:1
[344]	eval-auc:0.683393	train-auc:1
[345]	eval-auc:0.683393	train-auc:1
[346]	eval-auc:0.683324	train-auc:1
[347]	eval-auc:0.683324	train-auc:1
[348]	eval-auc:0.683324	train-auc:1
[349]	eval-auc:0.683115	train-auc:1
[350]	eval-auc:0.682447	train-auc:1
[351]	eval-auc:0.682447	train-auc:1
[352]	eval-auc:0.682387	train-auc:1
[353]	eval-auc:0.682387	train-auc:1
[354]	eval-auc:0.682467	train-auc:1
[355]	eval-auc:0.682467	train-auc:1
[356]	eval-auc:0.682467	train-auc:1
[357]	eval-auc:0.682444	train-auc:1
[358]	eval-auc:0.682526	train-auc:1
[359]	eval-auc:0.682526	train-auc:1
[360]	eval-auc:0.682834	train-auc:1
[361]	eval-auc:0.682786	train-auc:1
[362]	eval-auc:0.682433	train-auc:1
[363]	eval-auc:0.68233	train-auc:1
[364]	eval-auc:0.682293	train-auc:1
[365]	eval-auc:0.682386	train-auc:1
[366]	eval-auc:0.682386	train-auc:1
[367]	eval-auc:0.681894	train-auc:1
[368]	eval-auc:0.682325	train-auc:1
[369]	eval-auc:0.682325	train-auc:1
[370]	eval-auc:0.681874	train-auc:1
[371]	eval-auc:0.681853	train-auc:1
[372]	eval-auc:0.681713	train-auc:1
[373]	eval-auc:0.68176	train-auc:1
[374]	eval-auc:0.681509	train-auc:1
[375]	eval-auc:0.681414	train-auc:1
[376]	eval-auc:0.681519	train-auc:1
[377]	eval-auc:0.681352	train-auc:1
[378]	eval-auc:0.681353	train-auc:1
[379]	eval-auc:0.68167	train-auc:1
[380]	eval-auc:0.68167	train-auc:1
[381]	eval-auc:0.68167	train-auc:1
[382]	eval-auc:0.681637	train-auc:1
[383]	eval-auc:0.681637	train-auc:1
[384]	eval-auc:0.681784	train-auc:1
[385]	eval-auc:0.681932	train-auc:1
[386]	eval-auc:0.681647	train-auc:1
[387]	eval-auc:0.681672	train-auc:1
[388]	eval-auc:0.681672	train-auc:1
[389]	eval-auc:0.681282	train-auc:1
[390]	eval-auc:0.681536	train-auc:1
[391]	eval-auc:0.681451	train-auc:1
[392]	eval-auc:0.681748	train-auc:1
[393]	eval-auc:0.681748	train-auc:1
[394]	eval-auc:0.68209	train-auc:1
[395]	eval-auc:0.682109	train-auc:1
[396]	eval-auc:0.682209	train-auc:1
[397]	eval-auc:0.682196	train-auc:1
[398]	eval-auc:0.682168	train-auc:1
[399]	eval-auc:0.682168	train-auc:1
[400]	eval-auc:0.681853	train-auc:1
[401]	eval-auc:0.682004	train-auc:1
[402]	eval-auc:0.682004	train-auc:1
[403]	eval-auc:0.682004	train-auc:1
[404]	eval-auc:0.682494	train-auc:1
[405]	eval-auc:0.682494	train-auc:1
[406]	eval-auc:0.682494	train-auc:1
[407]	eval-auc:0.682177	train-auc:1
[408]	eval-auc:0.682177	train-auc:1
[409]	eval-auc:0.682177	train-auc:1
[410]	eval-auc:0.682282	train-auc:1
[411]	eval-auc:0.681877	train-auc:1
[412]	eval-auc:0.681877	train-auc:1
[413]	eval-auc:0.681877	train-auc:1
[414]	eval-auc:0.681526	train-auc:1
[415]	eval-auc:0.681526	train-auc:1
[416]	eval-auc:0.681905	train-auc:1
[417]	eval-auc:0.681704	train-auc:1
[418]	eval-auc:0.681976	train-auc:1
[419]	eval-auc:0.681897	train-auc:1
[420]	eval-auc:0.681897	train-auc:1
[421]	eval-auc:0.682074	train-auc:1
[422]	eval-auc:0.681928	train-auc:1
[423]	eval-auc:0.681527	train-auc:1
[424]	eval-auc:0.681637	train-auc:1
[425]	eval-auc:0.681637	train-auc:1
[426]	eval-auc:0.681637	train-auc:1
[427]	eval-auc:0.681637	train-auc:1
[428]	eval-auc:0.681637	train-auc:1
[429]	eval-auc:0.681637	train-auc:1
[430]	eval-auc:0.681637	train-auc:1
[431]	eval-auc:0.681637	train-auc:1
[432]	eval-auc:0.681637	train-auc:1
[433]	eval-auc:0.681637	train-auc:1
[434]	eval-auc:0.681637	train-auc:1
[435]	eval-auc:0.681637	train-auc:1
[436]	eval-auc:0.681644	train-auc:1
[437]	eval-auc:0.681784	train-auc:1
[438]	eval-auc:0.681784	train-auc:1
[439]	eval-auc:0.6821	train-auc:1
[440]	eval-auc:0.681844	train-auc:1
[441]	eval-auc:0.682311	train-auc:1
[442]	eval-auc:0.682716	train-auc:1
[443]	eval-auc:0.682716	train-auc:1
[444]	eval-auc:0.682725	train-auc:1
[445]	eval-auc:0.682901	train-auc:1
[446]	eval-auc:0.683018	train-auc:1
[447]	eval-auc:0.683018	train-auc:1
[448]	eval-auc:0.68259	train-auc:1
[449]	eval-auc:0.68259	train-auc:1
[450]	eval-auc:0.682776	train-auc:1
[451]	eval-auc:0.6825	train-auc:1
[452]	eval-auc:0.6825	train-auc:1
[453]	eval-auc:0.6825	train-auc:1
[454]	eval-auc:0.6825	train-auc:1
[455]	eval-auc:0.6825	train-auc:1
[456]	eval-auc:0.6825	train-auc:1
[457]	eval-auc:0.6825	train-auc:1
[458]	eval-auc:0.682183	train-auc:1
[459]	eval-auc:0.682183	train-auc:1
[460]	eval-auc:0.682183	train-auc:1
[461]	eval-auc:0.682645	train-auc:1
[462]	eval-auc:0.683392	train-auc:1
[463]	eval-auc:0.683654	train-auc:1
[464]	eval-auc:0.683504	train-auc:1
[465]	eval-auc:0.683316	train-auc:1
[466]	eval-auc:0.68361	train-auc:1
[467]	eval-auc:0.683348	train-auc:1
[468]	eval-auc:0.683348	train-auc:1
[469]	eval-auc:0.682748	train-auc:1
[470]	eval-auc:0.682878	train-auc:1
[471]	eval-auc:0.682575	train-auc:1
[472]	eval-auc:0.682575	train-auc:1
[473]	eval-auc:0.682292	train-auc:1
[474]	eval-auc:0.682292	train-auc:1
[475]	eval-auc:0.682348	train-auc:1
[476]	eval-auc:0.682348	train-auc:1
[477]	eval-auc:0.682237	train-auc:1
[478]	eval-auc:0.681818	train-auc:1
[479]	eval-auc:0.681818	train-auc:1
[480]	eval-auc:0.68185	train-auc:1
[481]	eval-auc:0.68185	train-auc:1
[482]	eval-auc:0.681769	train-auc:1
[483]	eval-auc:0.681702	train-auc:1
[484]	eval-auc:0.681579	train-auc:1
[485]	eval-auc:0.681579	train-auc:1
[486]	eval-auc:0.681579	train-auc:1
[487]	eval-auc:0.681883	train-auc:1
[488]	eval-auc:0.681775	train-auc:1
[489]	eval-auc:0.681888	train-auc:1
[490]	eval-auc:0.681888	train-auc:1
[491]	eval-auc:0.681888	train-auc:1
[492]	eval-auc:0.682826	train-auc:1
[493]	eval-auc:0.682826	train-auc:1
[494]	eval-auc:0.683041	train-auc:1
[495]	eval-auc:0.683041	train-auc:1
[496]	eval-auc:0.683041	train-auc:1
[497]	eval-auc:0.683304	train-auc:1
[498]	eval-auc:0.683589	train-auc:1
[499]	eval-auc:0.68345	train-auc:1
[500]	eval-auc:0.68345	train-auc:1
[501]	eval-auc:0.68345	train-auc:1
[502]	eval-auc:0.68345	train-auc:1
[503]	eval-auc:0.68345	train-auc:1
[504]	eval-auc:0.683539	train-auc:1
[505]	eval-auc:0.683539	train-auc:1
[506]	eval-auc:0.683453	train-auc:1
[507]	eval-auc:0.68338	train-auc:1
[508]	eval-auc:0.683405	train-auc:1
[509]	eval-auc:0.683003	train-auc:1
[510]	eval-auc:0.683248	train-auc:1
[511]	eval-auc:0.683345	train-auc:1
[512]	eval-auc:0.683517	train-auc:1
[513]	eval-auc:0.683851	train-auc:1
[514]	eval-auc:0.683851	train-auc:1
[515]	eval-auc:0.683851	train-auc:1
[516]	eval-auc:0.683872	train-auc:1
[517]	eval-auc:0.683877	train-auc:1
[518]	eval-auc:0.683877	train-auc:1
[519]	eval-auc:0.683877	train-auc:1
[520]	eval-auc:0.683877	train-auc:1
[521]	eval-auc:0.684056	train-auc:1
[522]	eval-auc:0.684056	train-auc:1
[523]	eval-auc:0.683973	train-auc:1
[524]	eval-auc:0.683973	train-auc:1
[525]	eval-auc:0.683973	train-auc:1
[526]	eval-auc:0.683973	train-auc:1
[527]	eval-auc:0.683973	train-auc:1
[528]	eval-auc:0.683973	train-auc:1
[529]	eval-auc:0.683973	train-auc:1
[530]	eval-auc:0.683973	train-auc:1
[531]	eval-auc:0.683973	train-auc:1
[532]	eval-auc:0.683973	train-auc:1
[533]	eval-auc:0.683973	train-auc:1
[534]	eval-auc:0.683973	train-auc:1
[535]	eval-auc:0.684168	train-auc:1
[536]	eval-auc:0.68464	train-auc:1
[537]	eval-auc:0.684668	train-auc:1
[538]	eval-auc:0.684668	train-auc:1
[539]	eval-auc:0.684668	train-auc:1
[540]	eval-auc:0.68442	train-auc:1
[541]	eval-auc:0.684303	train-auc:1
[542]	eval-auc:0.684303	train-auc:1
[543]	eval-auc:0.684303	train-auc:1
[544]	eval-auc:0.684303	train-auc:1
[545]	eval-auc:0.684079	train-auc:1
[546]	eval-auc:0.684079	train-auc:1
[547]	eval-auc:0.684079	train-auc:1
[548]	eval-auc:0.683989	train-auc:1
[549]	eval-auc:0.683989	train-auc:1
[550]	eval-auc:0.683944	train-auc:1
[551]	eval-auc:0.683944	train-auc:1
[552]	eval-auc:0.684101	train-auc:1
[553]	eval-auc:0.684101	train-auc:1
[554]	eval-auc:0.684101	train-auc:1
[555]	eval-auc:0.684101	train-auc:1
[556]	eval-auc:0.684101	train-auc:1
[557]	eval-auc:0.683231	train-auc:1
[558]	eval-auc:0.682914	train-auc:1
[559]	eval-auc:0.682914	train-auc:1
[560]	eval-auc:0.683035	train-auc:1
[561]	eval-auc:0.683035	train-auc:1
[562]	eval-auc:0.683035	train-auc:1
[563]	eval-auc:0.683035	train-auc:1
[564]	eval-auc:0.683035	train-auc:1
[565]	eval-auc:0.683035	train-auc:1
[566]	eval-auc:0.683035	train-auc:1
[567]	eval-auc:0.683035	train-auc:1
[568]	eval-auc:0.68291	train-auc:1
[569]	eval-auc:0.682771	train-auc:1
[570]	eval-auc:0.682771	train-auc:1
[571]	eval-auc:0.682771	train-auc:1
[572]	eval-auc:0.682771	train-auc:1
[573]	eval-auc:0.682771	train-auc:1
[574]	eval-auc:0.682503	train-auc:1
[575]	eval-auc:0.682503	train-auc:1
[576]	eval-auc:0.682891	train-auc:1
[577]	eval-auc:0.682891	train-auc:1
[578]	eval-auc:0.682891	train-auc:1
[579]	eval-auc:0.682891	train-auc:1
[580]	eval-auc:0.682891	train-auc:1
[581]	eval-auc:0.682891	train-auc:1
[582]	eval-auc:0.682987	train-auc:1
[583]	eval-auc:0.68241	train-auc:1
	Score 0.6824102498507716


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 1, 'min_child_weight': 4.0, 'n_estimators': 386.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.6691	train-auc:0.677286
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.704578	train-auc:0.70064
[4]	eval-auc:0.704578	train-auc:0.70064
[5]	eval-auc:0.704578	train-auc:0.70064
[6]	eval-auc:0.704578	train-auc:0.70064
[7]	eval-auc:0.704578	train-auc:0.70064
[8]	eval-auc:0.704578	train-auc:0.70064
[9]	eval-auc:0.704578	train-auc:0.70064
[10]	eval-auc:0.704578	train-auc:0.70064
[11]	eval-auc:0.704578	train-auc:0.70064
[12]	eval-auc:0.697034	train-auc:0.698654
[13]	eval-auc:0.697034	train-auc:0.698654
[14]	eval-auc:0.704578	train-auc:0.70064
[15]	eval-auc:0.697034	train-auc:0.698654
[16]	eval-auc:0.697144	train-auc:0.698895
[17]	eval-auc:0.70419	train-auc:0.700915
[18]	eval-auc:0.697144	train-auc:0.698895
[19]	eval-auc:0.697144	train-auc:0.698895
[20]	eval-auc:0.705646	train-auc:0.70112
[21]	eval-auc:0.698684	train-auc:0.699204
[22]	eval-auc:0.698684	train-auc:0.699204
[23]	eval-auc:0.705646	train-auc:0.70112
[24]	eval-auc:0.698684	train-auc:0.699204
[25]	eval-auc:0.706719	train-auc:0.701365
[26]	eval-auc:0.706629	train-auc:0.701344
[27]	eval-auc:0.699835	train-auc:0.699586
[28]	eval-auc:0.699835	train-auc:0.699586
[29]	eval-auc:0.706629	train-auc:0.701344
[30]	eval-auc:0.706629	train-auc:0.701344
[31]	eval-auc:0.706721	train-auc:0.701368
[32]	eval-auc:0.706629	train-auc:0.701344
[33]	eval-auc:0.706629	train-auc:0.701344
[34]	eval-auc:0.699835	train-auc:0.699586
[35]	eval-auc:0.706719	train-auc:0.701365
[36]	eval-auc:0.699923	train-auc:0.699606
[37]	eval-auc:0.699923	train-auc:0.699606
[38]	eval-auc:0.706719	train-auc:0.701365
[39]	eval-auc:0.701132	train-auc:0.699246
[40]	eval-auc:0.699923	train-auc:0.699606
[41]	eval-auc:0.707925	train-auc:0.701002
[42]	eval-auc:0.707928	train-auc:0.701005
[43]	eval-auc:0.701132	train-auc:0.699246
[44]	eval-auc:0.707925	train-auc:0.701002
[45]	eval-auc:0.707925	train-auc:0.701002
[46]	eval-auc:0.707925	train-auc:0.701002
[47]	eval-auc:0.707925	train-auc:0.701002
[48]	eval-auc:0.707925	train-auc:0.701002
[49]	eval-auc:0.707925	train-auc:0.701002
[50]	eval-auc:0.707925	train-auc:0.701002
[51]	eval-auc:0.708637	train-auc:0.701637
[52]	eval-auc:0.70683	train-auc:0.70161
[53]	eval-auc:0.70683	train-auc:0.70161
[54]	eval-auc:0.705048	train-auc:0.699361
[55]	eval-auc:0.706713	train-auc:0.702284
[56]	eval-auc:0.708146	train-auc:0.704181
[57]	eval-auc:0.706501	train-auc:0.70444
[58]	eval-auc:0.706849	train-auc:0.704697
[59]	eval-auc:0.707747	train-auc:0.703898
[60]	eval-auc:0.70542	train-auc:0.704039
[61]	eval-auc:0.706212	train-auc:0.703907
[62]	eval-auc:0.705117	train-auc:0.704349
[63]	eval-auc:0.70595	train-auc:0.704475
[64]	eval-auc:0.7066	train-auc:0.704439
[65]	eval-auc:0.7066	train-auc:0.704441
[66]	eval-auc:0.706611	train-auc:0.704442
[67]	eval-auc:0.706234	train-auc:0.705579
[68]	eval-auc:0.705956	train-auc:0.705145
[69]	eval-auc:0.705503	train-auc:0.705416
[70]	eval-auc:0.705567	train-auc:0.705447
[71]	eval-auc:0.705646	train-auc:0.705571
[72]	eval-auc:0.70582	train-auc:0.705615
[73]	eval-auc:0.705402	train-auc:0.70556
[74]	eval-auc:0.70569	train-auc:0.705667
[75]	eval-auc:0.70565	train-auc:0.705563
[76]	eval-auc:0.704947	train-auc:0.705609
[77]	eval-auc:0.703272	train-auc:0.708449
[78]	eval-auc:0.703668	train-auc:0.709006
[79]	eval-auc:0.703808	train-auc:0.70904
[80]	eval-auc:0.704083	train-auc:0.709107
[81]	eval-auc:0.704156	train-auc:0.708997
[82]	eval-auc:0.704447	train-auc:0.709127
[83]	eval-auc:0.704691	train-auc:0.709148
[84]	eval-auc:0.704149	train-auc:0.709087
[85]	eval-auc:0.704307	train-auc:0.708772
[86]	eval-auc:0.704379	train-auc:0.709121
[87]	eval-auc:0.704435	train-auc:0.709125
[88]	eval-auc:0.704434	train-auc:0.70891
[89]	eval-auc:0.703305	train-auc:0.708532
[90]	eval-auc:0.703742	train-auc:0.70893
[91]	eval-auc:0.705011	train-auc:0.710152
[92]	eval-auc:0.705177	train-auc:0.710215
[93]	eval-auc:0.705292	train-auc:0.710476
[94]	eval-auc:0.705582	train-auc:0.710398
[95]	eval-auc:0.70572	train-auc:0.710587
[96]	eval-auc:0.705665	train-auc:0.710655
[97]	eval-auc:0.70578	train-auc:0.710632
[98]	eval-auc:0.705156	train-auc:0.71052
[99]	eval-auc:0.705123	train-auc:0.710611
[100]	eval-auc:0.705036	train-auc:0.710516
[101]	eval-auc:0.705514	train-auc:0.71059
[102]	eval-auc:0.705624	train-auc:0.710774
[103]	eval-auc:0.705663	train-auc:0.710854
[104]	eval-auc:0.705828	train-auc:0.710862
[105]	eval-auc:0.705905	train-auc:0.711044
[106]	eval-auc:0.706	train-auc:0.711176
[107]	eval-auc:0.705643	train-auc:0.710982
[108]	eval-auc:0.705761	train-auc:0.711071
[109]	eval-auc:0.705826	train-auc:0.711139
[110]	eval-auc:0.705765	train-auc:0.711396
[111]	eval-auc:0.706224	train-auc:0.711424
[112]	eval-auc:0.706355	train-auc:0.711523
[113]	eval-auc:0.705959	train-auc:0.711407
[114]	eval-auc:0.706242	train-auc:0.711739
[115]	eval-auc:0.70608	train-auc:0.711788
[116]	eval-auc:0.706225	train-auc:0.711843
[117]	eval-auc:0.706256	train-auc:0.711876
[118]	eval-auc:0.705815	train-auc:0.711802
[119]	eval-auc:0.705827	train-auc:0.711904
[120]	eval-auc:0.705777	train-auc:0.711928
[121]	eval-auc:0.705851	train-auc:0.712164
[122]	eval-auc:0.705961	train-auc:0.712244
[123]	eval-auc:0.706145	train-auc:0.712251
[124]	eval-auc:0.705603	train-auc:0.712175
[125]	eval-auc:0.70592	train-auc:0.712067
[126]	eval-auc:0.706058	train-auc:0.712155
[127]	eval-auc:0.7062	train-auc:0.712317
[128]	eval-auc:0.70602	train-auc:0.712517
[129]	eval-auc:0.706174	train-auc:0.712499
[130]	eval-auc:0.706106	train-auc:0.71254
[131]	eval-auc:0.706185	train-auc:0.712599
[132]	eval-auc:0.706273	train-auc:0.712735
[133]	eval-auc:0.706017	train-auc:0.712723
[134]	eval-auc:0.706004	train-auc:0.712528
[135]	eval-auc:0.705863	train-auc:0.712464
[136]	eval-auc:0.705809	train-auc:0.712598
[137]	eval-auc:0.705908	train-auc:0.712676
[138]	eval-auc:0.705806	train-auc:0.712728
[139]	eval-auc:0.705964	train-auc:0.71291
[140]	eval-auc:0.706247	train-auc:0.713046
[141]	eval-auc:0.706249	train-auc:0.713072
[142]	eval-auc:0.706136	train-auc:0.713079
[143]	eval-auc:0.706127	train-auc:0.713039
[144]	eval-auc:0.705842	train-auc:0.713149
[145]	eval-auc:0.706037	train-auc:0.713725
[146]	eval-auc:0.706013	train-auc:0.713606
[147]	eval-auc:0.705777	train-auc:0.713397
[148]	eval-auc:0.705809	train-auc:0.713441
[149]	eval-auc:0.706035	train-auc:0.713573
[150]	eval-auc:0.706078	train-auc:0.713634
[151]	eval-auc:0.706026	train-auc:0.713529
[152]	eval-auc:0.705758	train-auc:0.713786
[153]	eval-auc:0.705915	train-auc:0.713958
[154]	eval-auc:0.705833	train-auc:0.714099
[155]	eval-auc:0.705999	train-auc:0.714358
[156]	eval-auc:0.706421	train-auc:0.714688
[157]	eval-auc:0.706372	train-auc:0.714732
[158]	eval-auc:0.706285	train-auc:0.714689
[159]	eval-auc:0.706308	train-auc:0.71464
[160]	eval-auc:0.706508	train-auc:0.7147
[161]	eval-auc:0.706099	train-auc:0.714773
[162]	eval-auc:0.706428	train-auc:0.7149
[163]	eval-auc:0.70636	train-auc:0.71487
[164]	eval-auc:0.706109	train-auc:0.714842
[165]	eval-auc:0.705934	train-auc:0.714733
[166]	eval-auc:0.70604	train-auc:0.714759
[167]	eval-auc:0.706086	train-auc:0.714792
[168]	eval-auc:0.705946	train-auc:0.714858
[169]	eval-auc:0.706002	train-auc:0.714894
[170]	eval-auc:0.70605	train-auc:0.714998
[171]	eval-auc:0.706091	train-auc:0.715169
[172]	eval-auc:0.706368	train-auc:0.715239
[173]	eval-auc:0.706333	train-auc:0.715272
[174]	eval-auc:0.706306	train-auc:0.715273
[175]	eval-auc:0.706059	train-auc:0.715188
[176]	eval-auc:0.706018	train-auc:0.715083
[177]	eval-auc:0.706109	train-auc:0.715134
[178]	eval-auc:0.706201	train-auc:0.715114
[179]	eval-auc:0.706342	train-auc:0.715322
[180]	eval-auc:0.70639	train-auc:0.715355
[181]	eval-auc:0.70645	train-auc:0.715211
[182]	eval-auc:0.706533	train-auc:0.715241
[183]	eval-auc:0.705992	train-auc:0.715325
[184]	eval-auc:0.70617	train-auc:0.715386
[185]	eval-auc:0.706143	train-auc:0.715318
[186]	eval-auc:0.70573	train-auc:0.715367
[187]	eval-auc:0.705439	train-auc:0.71549
[188]	eval-auc:0.705553	train-auc:0.7156
[189]	eval-auc:0.705682	train-auc:0.715799
[190]	eval-auc:0.705717	train-auc:0.71581
[191]	eval-auc:0.705857	train-auc:0.715824
[192]	eval-auc:0.705629	train-auc:0.715836
[193]	eval-auc:0.705688	train-auc:0.715885
[194]	eval-auc:0.705745	train-auc:0.715932
[195]	eval-auc:0.70562	train-auc:0.715996
[196]	eval-auc:0.705576	train-auc:0.71597
[197]	eval-auc:0.705751	train-auc:0.716039
[198]	eval-auc:0.705772	train-auc:0.716008
[199]	eval-auc:0.705812	train-auc:0.716053
[200]	eval-auc:0.705868	train-auc:0.716111
[201]	eval-auc:0.705877	train-auc:0.715977
[202]	eval-auc:0.705681	train-auc:0.71608
[203]	eval-auc:0.705311	train-auc:0.716193
[204]	eval-auc:0.704986	train-auc:0.716266
[205]	eval-auc:0.704919	train-auc:0.716359
[206]	eval-auc:0.704825	train-auc:0.716308
[207]	eval-auc:0.704744	train-auc:0.716405
[208]	eval-auc:0.704701	train-auc:0.716526
[209]	eval-auc:0.704771	train-auc:0.716577
[210]	eval-auc:0.704766	train-auc:0.716693
[211]	eval-auc:0.704667	train-auc:0.716636
[212]	eval-auc:0.704838	train-auc:0.716731
[213]	eval-auc:0.704788	train-auc:0.716872
[214]	eval-auc:0.704751	train-auc:0.716869
[215]	eval-auc:0.704748	train-auc:0.717048
[216]	eval-auc:0.704829	train-auc:0.717009
[217]	eval-auc:0.70485	train-auc:0.717025
[218]	eval-auc:0.70478	train-auc:0.717012
[219]	eval-auc:0.704759	train-auc:0.717027
[220]	eval-auc:0.704861	train-auc:0.717083
[221]	eval-auc:0.70489	train-auc:0.717088
[222]	eval-auc:0.704948	train-auc:0.717004
[223]	eval-auc:0.704932	train-auc:0.71711
[224]	eval-auc:0.704707	train-auc:0.717174
[225]	eval-auc:0.704715	train-auc:0.717272
[226]	eval-auc:0.704876	train-auc:0.717414
[227]	eval-auc:0.704506	train-auc:0.71748
[228]	eval-auc:0.704439	train-auc:0.717501
[229]	eval-auc:0.70438	train-auc:0.717527
[230]	eval-auc:0.704301	train-auc:0.717586
[231]	eval-auc:0.704243	train-auc:0.717648
[232]	eval-auc:0.704222	train-auc:0.717665
[233]	eval-auc:0.703962	train-auc:0.717723
[234]	eval-auc:0.704018	train-auc:0.717759
[235]	eval-auc:0.704132	train-auc:0.717784
[236]	eval-auc:0.704125	train-auc:0.717766
[237]	eval-auc:0.704166	train-auc:0.717905
[238]	eval-auc:0.704269	train-auc:0.71794
[239]	eval-auc:0.704287	train-auc:0.717896
[240]	eval-auc:0.704306	train-auc:0.717848
[241]	eval-auc:0.704412	train-auc:0.717965
[242]	eval-auc:0.704458	train-auc:0.717995
[243]	eval-auc:0.704469	train-auc:0.718001
[244]	eval-auc:0.70422	train-auc:0.718073
[245]	eval-auc:0.704201	train-auc:0.718104
[246]	eval-auc:0.704163	train-auc:0.718094
[247]	eval-auc:0.7041	train-auc:0.71817
[248]	eval-auc:0.704096	train-auc:0.718146
[249]	eval-auc:0.704158	train-auc:0.718318
[250]	eval-auc:0.704112	train-auc:0.718319
[251]	eval-auc:0.704068	train-auc:0.718358
[252]	eval-auc:0.703927	train-auc:0.718351
[253]	eval-auc:0.704061	train-auc:0.718341
[254]	eval-auc:0.704106	train-auc:0.718359
[255]	eval-auc:0.704047	train-auc:0.7183
[256]	eval-auc:0.704132	train-auc:0.718333
[257]	eval-auc:0.703919	train-auc:0.718424
[258]	eval-auc:0.703599	train-auc:0.718466
[259]	eval-auc:0.703662	train-auc:0.718491
[260]	eval-auc:0.70378	train-auc:0.718603
[261]	eval-auc:0.703823	train-auc:0.718617
[262]	eval-auc:0.703818	train-auc:0.71871
[263]	eval-auc:0.703892	train-auc:0.718702
[264]	eval-auc:0.703861	train-auc:0.718721
[265]	eval-auc:0.703695	train-auc:0.718787
[266]	eval-auc:0.703788	train-auc:0.71881
[267]	eval-auc:0.703592	train-auc:0.718881
[268]	eval-auc:0.703726	train-auc:0.718933
[269]	eval-auc:0.703707	train-auc:0.718941
[270]	eval-auc:0.703748	train-auc:0.718949
[271]	eval-auc:0.703694	train-auc:0.718895
[272]	eval-auc:0.703698	train-auc:0.718882
[273]	eval-auc:0.703719	train-auc:0.718998
[274]	eval-auc:0.703671	train-auc:0.718981
[275]	eval-auc:0.703692	train-auc:0.71903
[276]	eval-auc:0.703712	train-auc:0.719028
[277]	eval-auc:0.703722	train-auc:0.719155
[278]	eval-auc:0.703773	train-auc:0.719142
[279]	eval-auc:0.703499	train-auc:0.719215
[280]	eval-auc:0.703564	train-auc:0.719248
[281]	eval-auc:0.703595	train-auc:0.719223
[282]	eval-auc:0.703616	train-auc:0.719319
[283]	eval-auc:0.703546	train-auc:0.719302
[284]	eval-auc:0.703627	train-auc:0.719242
[285]	eval-auc:0.70364	train-auc:0.719338
[286]	eval-auc:0.703666	train-auc:0.719376
[287]	eval-auc:0.703489	train-auc:0.719427
[288]	eval-auc:0.703482	train-auc:0.719388
[289]	eval-auc:0.703479	train-auc:0.71939
[290]	eval-auc:0.703237	train-auc:0.719429
[291]	eval-auc:0.70325	train-auc:0.719426
[292]	eval-auc:0.703264	train-auc:0.719503
[293]	eval-auc:0.703281	train-auc:0.71955
[294]	eval-auc:0.70333	train-auc:0.719586
[295]	eval-auc:0.703342	train-auc:0.71958
[296]	eval-auc:0.703264	train-auc:0.719584
[297]	eval-auc:0.703345	train-auc:0.719657
[298]	eval-auc:0.70331	train-auc:0.719643
[299]	eval-auc:0.703316	train-auc:0.719683
[300]	eval-auc:0.7033	train-auc:0.719704
[301]	eval-auc:0.703215	train-auc:0.719756
[302]	eval-auc:0.703201	train-auc:0.719772
[303]	eval-auc:0.703143	train-auc:0.719822
[304]	eval-auc:0.703171	train-auc:0.719864
[305]	eval-auc:0.703116	train-auc:0.719848
[306]	eval-auc:0.703129	train-auc:0.719952
[307]	eval-auc:0.702992	train-auc:0.719984
[308]	eval-auc:0.703027	train-auc:0.719982
[309]	eval-auc:0.7029	train-auc:0.720047
[310]	eval-auc:0.702896	train-auc:0.720071
[311]	eval-auc:0.702908	train-auc:0.720006
[312]	eval-auc:0.702885	train-auc:0.72003
[313]	eval-auc:0.702923	train-auc:0.720072
[314]	eval-auc:0.702943	train-auc:0.720083
[315]	eval-auc:0.703004	train-auc:0.720159
[316]	eval-auc:0.702985	train-auc:0.720146
[317]	eval-auc:0.702995	train-auc:0.720159
[318]	eval-auc:0.702966	train-auc:0.720203
[319]	eval-auc:0.702823	train-auc:0.720248
[320]	eval-auc:0.702743	train-auc:0.720292
[321]	eval-auc:0.702755	train-auc:0.720337
[322]	eval-auc:0.702744	train-auc:0.720344
[323]	eval-auc:0.702802	train-auc:0.720448
[324]	eval-auc:0.702797	train-auc:0.720483
[325]	eval-auc:0.702826	train-auc:0.72051
[326]	eval-auc:0.703013	train-auc:0.720545
[327]	eval-auc:0.70303	train-auc:0.720535
[328]	eval-auc:0.703069	train-auc:0.720551
[329]	eval-auc:0.703155	train-auc:0.720569
[330]	eval-auc:0.703119	train-auc:0.720583
[331]	eval-auc:0.703148	train-auc:0.720625
[332]	eval-auc:0.703155	train-auc:0.720605
[333]	eval-auc:0.703205	train-auc:0.720606
[334]	eval-auc:0.703156	train-auc:0.720675
[335]	eval-auc:0.703203	train-auc:0.720677
[336]	eval-auc:0.703189	train-auc:0.720629
[337]	eval-auc:0.703051	train-auc:0.720654
[338]	eval-auc:0.703075	train-auc:0.720677
[339]	eval-auc:0.703059	train-auc:0.720721
[340]	eval-auc:0.702987	train-auc:0.720763
[341]	eval-auc:0.70317	train-auc:0.720779
[342]	eval-auc:0.703167	train-auc:0.720784
[343]	eval-auc:0.703175	train-auc:0.720776
[344]	eval-auc:0.703129	train-auc:0.720782
[345]	eval-auc:0.703204	train-auc:0.720831
[346]	eval-auc:0.703145	train-auc:0.720858
[347]	eval-auc:0.70319	train-auc:0.720887
[348]	eval-auc:0.703139	train-auc:0.720899
[349]	eval-auc:0.703144	train-auc:0.72094
[350]	eval-auc:0.703337	train-auc:0.720963
[351]	eval-auc:0.703176	train-auc:0.720994
[352]	eval-auc:0.70334	train-auc:0.720994
[353]	eval-auc:0.703334	train-auc:0.721028
[354]	eval-auc:0.703383	train-auc:0.721046
[355]	eval-auc:0.703327	train-auc:0.72108
[356]	eval-auc:0.703371	train-auc:0.721146
[357]	eval-auc:0.703384	train-auc:0.721133
[358]	eval-auc:0.703359	train-auc:0.721131
[359]	eval-auc:0.703363	train-auc:0.721167
[360]	eval-auc:0.703529	train-auc:0.721201
[361]	eval-auc:0.703334	train-auc:0.72123
[362]	eval-auc:0.703191	train-auc:0.721243
[363]	eval-auc:0.703221	train-auc:0.721294
[364]	eval-auc:0.703153	train-auc:0.721334
[365]	eval-auc:0.703132	train-auc:0.721365
[366]	eval-auc:0.703232	train-auc:0.721387
[367]	eval-auc:0.703167	train-auc:0.721396
[368]	eval-auc:0.703159	train-auc:0.721383
[369]	eval-auc:0.703171	train-auc:0.721444
[370]	eval-auc:0.703119	train-auc:0.721451
[371]	eval-auc:0.70317	train-auc:0.721488
[372]	eval-auc:0.703116	train-auc:0.721514
[373]	eval-auc:0.703065	train-auc:0.721518
[374]	eval-auc:0.703093	train-auc:0.721492
[375]	eval-auc:0.703075	train-auc:0.721475
[376]	eval-auc:0.703184	train-auc:0.721533
[377]	eval-auc:0.703215	train-auc:0.7216
[378]	eval-auc:0.703236	train-auc:0.721613
[379]	eval-auc:0.703426	train-auc:0.721637
[380]	eval-auc:0.703431	train-auc:0.721669
[381]	eval-auc:0.703483	train-auc:0.721688
[382]	eval-auc:0.703376	train-auc:0.721708
[383]	eval-auc:0.703446	train-auc:0.721716
[384]	eval-auc:0.703368	train-auc:0.721742
[385]	eval-auc:0.703376	train-auc:0.721769
	Score 0.7033760613480491


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 3, 'min_child_weight': 3.0, 'n_estimators': 254.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.651958	train-auc:0.692866
[1]	eval-auc:0.653423	train-auc:0.711743
[2]	eval-auc:0.67413	train-auc:0.721707
[3]	eval-auc:0.670749	train-auc:0.730254
[4]	eval-auc:0.679713	train-auc:0.739973
[5]	eval-auc:0.678848	train-auc:0.737926
[6]	eval-auc:0.681037	train-auc:0.742366
[7]	eval-auc:0.684346	train-auc:0.74467
[8]	eval-auc:0.691695	train-auc:0.747659
[9]	eval-auc:0.694161	train-auc:0.746977
[10]	eval-auc:0.69318	train-auc:0.751679
[11]	eval-auc:0.6948	train-auc:0.753577
[12]	eval-auc:0.693375	train-auc:0.755853
[13]	eval-auc:0.69565	train-auc:0.756203
[14]	eval-auc:0.695616	train-auc:0.758075
[15]	eval-auc:0.694904	train-auc:0.761135
[16]	eval-auc:0.698037	train-auc:0.7666
[17]	eval-auc:0.699607	train-auc:0.774267
[18]	eval-auc:0.70147	train-auc:0.775894
[19]	eval-auc:0.701751	train-auc:0.780174
[20]	eval-auc:0.702144	train-auc:0.781305
[21]	eval-auc:0.70193	train-auc:0.781768
[22]	eval-auc:0.700587	train-auc:0.782683
[23]	eval-auc:0.700551	train-auc:0.783944
[24]	eval-auc:0.700274	train-auc:0.785432
[25]	eval-auc:0.700626	train-auc:0.787011
[26]	eval-auc:0.699281	train-auc:0.790908
[27]	eval-auc:0.699907	train-auc:0.793553
[28]	eval-auc:0.70072	train-auc:0.795114
[29]	eval-auc:0.701247	train-auc:0.798092
[30]	eval-auc:0.700973	train-auc:0.799597
[31]	eval-auc:0.702341	train-auc:0.803967
[32]	eval-auc:0.702823	train-auc:0.805623
[33]	eval-auc:0.70311	train-auc:0.805565
[34]	eval-auc:0.702411	train-auc:0.80819
[35]	eval-auc:0.70218	train-auc:0.810512
[36]	eval-auc:0.701649	train-auc:0.811947
[37]	eval-auc:0.70127	train-auc:0.813838
[38]	eval-auc:0.699859	train-auc:0.815788
[39]	eval-auc:0.698455	train-auc:0.818471
[40]	eval-auc:0.69847	train-auc:0.819917
[41]	eval-auc:0.697239	train-auc:0.820842
[42]	eval-auc:0.698024	train-auc:0.822338
[43]	eval-auc:0.700474	train-auc:0.825107
[44]	eval-auc:0.701397	train-auc:0.826028
[45]	eval-auc:0.70176	train-auc:0.82772
[46]	eval-auc:0.70267	train-auc:0.832766
[47]	eval-auc:0.701775	train-auc:0.833949
[48]	eval-auc:0.702364	train-auc:0.835637
[49]	eval-auc:0.702136	train-auc:0.837334
[50]	eval-auc:0.700953	train-auc:0.837542
[51]	eval-auc:0.701384	train-auc:0.838642
[52]	eval-auc:0.701749	train-auc:0.840054
[53]	eval-auc:0.701429	train-auc:0.841253
[54]	eval-auc:0.702248	train-auc:0.84361
[55]	eval-auc:0.701275	train-auc:0.84541
[56]	eval-auc:0.70181	train-auc:0.848055
[57]	eval-auc:0.700426	train-auc:0.848768
[58]	eval-auc:0.701143	train-auc:0.848431
[59]	eval-auc:0.702241	train-auc:0.850368
[60]	eval-auc:0.702996	train-auc:0.851599
[61]	eval-auc:0.704266	train-auc:0.853575
[62]	eval-auc:0.704495	train-auc:0.853748
[63]	eval-auc:0.703537	train-auc:0.856684
[64]	eval-auc:0.703768	train-auc:0.858224
[65]	eval-auc:0.703657	train-auc:0.858306
[66]	eval-auc:0.7047	train-auc:0.859114
[67]	eval-auc:0.704996	train-auc:0.859161
[68]	eval-auc:0.705338	train-auc:0.861356
[69]	eval-auc:0.70602	train-auc:0.861771
[70]	eval-auc:0.706395	train-auc:0.863458
[71]	eval-auc:0.706364	train-auc:0.864219
[72]	eval-auc:0.707168	train-auc:0.866033
[73]	eval-auc:0.705927	train-auc:0.86788
[74]	eval-auc:0.705768	train-auc:0.868855
[75]	eval-auc:0.706157	train-auc:0.869841
[76]	eval-auc:0.706416	train-auc:0.871125
[77]	eval-auc:0.704673	train-auc:0.871975
[78]	eval-auc:0.70439	train-auc:0.873848
[79]	eval-auc:0.705103	train-auc:0.874974
[80]	eval-auc:0.706032	train-auc:0.878482
[81]	eval-auc:0.705257	train-auc:0.879341
[82]	eval-auc:0.704709	train-auc:0.879653
[83]	eval-auc:0.704437	train-auc:0.879652
[84]	eval-auc:0.705075	train-auc:0.880652
[85]	eval-auc:0.704992	train-auc:0.881228
[86]	eval-auc:0.70384	train-auc:0.881418
[87]	eval-auc:0.704976	train-auc:0.882301
[88]	eval-auc:0.704009	train-auc:0.883724
[89]	eval-auc:0.704233	train-auc:0.884607
[90]	eval-auc:0.704143	train-auc:0.885287
[91]	eval-auc:0.704067	train-auc:0.886359
[92]	eval-auc:0.704743	train-auc:0.887227
[93]	eval-auc:0.70438	train-auc:0.887656
[94]	eval-auc:0.704111	train-auc:0.8886
[95]	eval-auc:0.705649	train-auc:0.888709
[96]	eval-auc:0.705723	train-auc:0.888964
[97]	eval-auc:0.705422	train-auc:0.889401
[98]	eval-auc:0.705687	train-auc:0.891024
[99]	eval-auc:0.706232	train-auc:0.891691
[100]	eval-auc:0.70567	train-auc:0.891723
[101]	eval-auc:0.704957	train-auc:0.892283
[102]	eval-auc:0.704339	train-auc:0.893784
[103]	eval-auc:0.704287	train-auc:0.89417
[104]	eval-auc:0.703853	train-auc:0.894644
[105]	eval-auc:0.703196	train-auc:0.895132
[106]	eval-auc:0.701574	train-auc:0.895859
[107]	eval-auc:0.701722	train-auc:0.896672
[108]	eval-auc:0.702436	train-auc:0.897862
[109]	eval-auc:0.701653	train-auc:0.898449
[110]	eval-auc:0.701968	train-auc:0.898396
[111]	eval-auc:0.703782	train-auc:0.899838
[112]	eval-auc:0.703774	train-auc:0.90084
[113]	eval-auc:0.703468	train-auc:0.901749
[114]	eval-auc:0.70363	train-auc:0.903328
[115]	eval-auc:0.703244	train-auc:0.904133
[116]	eval-auc:0.703549	train-auc:0.904868
[117]	eval-auc:0.703295	train-auc:0.905516
[118]	eval-auc:0.702546	train-auc:0.906163
[119]	eval-auc:0.702721	train-auc:0.907892
[120]	eval-auc:0.702588	train-auc:0.908015
[121]	eval-auc:0.703882	train-auc:0.908685
[122]	eval-auc:0.70473	train-auc:0.909409
[123]	eval-auc:0.704164	train-auc:0.910624
[124]	eval-auc:0.70504	train-auc:0.911705
[125]	eval-auc:0.705798	train-auc:0.913316
[126]	eval-auc:0.704753	train-auc:0.914644
[127]	eval-auc:0.705655	train-auc:0.915159
[128]	eval-auc:0.706118	train-auc:0.915838
[129]	eval-auc:0.705774	train-auc:0.916133
[130]	eval-auc:0.703852	train-auc:0.916875
[131]	eval-auc:0.703888	train-auc:0.917159
[132]	eval-auc:0.703325	train-auc:0.917606
[133]	eval-auc:0.702847	train-auc:0.918715
[134]	eval-auc:0.703412	train-auc:0.918867
[135]	eval-auc:0.70431	train-auc:0.919688
[136]	eval-auc:0.704475	train-auc:0.920402
[137]	eval-auc:0.704621	train-auc:0.921357
[138]	eval-auc:0.70461	train-auc:0.92195
[139]	eval-auc:0.70513	train-auc:0.922488
[140]	eval-auc:0.704513	train-auc:0.922995
[141]	eval-auc:0.703625	train-auc:0.92318
[142]	eval-auc:0.703021	train-auc:0.923644
[143]	eval-auc:0.702786	train-auc:0.923996
[144]	eval-auc:0.703156	train-auc:0.92414
[145]	eval-auc:0.70313	train-auc:0.924512
[146]	eval-auc:0.702865	train-auc:0.925258
[147]	eval-auc:0.702687	train-auc:0.925691
[148]	eval-auc:0.703173	train-auc:0.926175
[149]	eval-auc:0.702494	train-auc:0.926783
[150]	eval-auc:0.702191	train-auc:0.926764
[151]	eval-auc:0.702236	train-auc:0.927446
[152]	eval-auc:0.702862	train-auc:0.927769
[153]	eval-auc:0.703349	train-auc:0.928141
[154]	eval-auc:0.703556	train-auc:0.928835
[155]	eval-auc:0.704309	train-auc:0.9297
[156]	eval-auc:0.704965	train-auc:0.930493
[157]	eval-auc:0.705248	train-auc:0.930924
[158]	eval-auc:0.705355	train-auc:0.93169
[159]	eval-auc:0.705588	train-auc:0.93175
[160]	eval-auc:0.705469	train-auc:0.931907
[161]	eval-auc:0.705379	train-auc:0.932956
[162]	eval-auc:0.705411	train-auc:0.933226
[163]	eval-auc:0.703142	train-auc:0.932994
[164]	eval-auc:0.70306	train-auc:0.933667
[165]	eval-auc:0.702495	train-auc:0.934452
[166]	eval-auc:0.702361	train-auc:0.93451
[167]	eval-auc:0.703066	train-auc:0.935643
[168]	eval-auc:0.702197	train-auc:0.935946
[169]	eval-auc:0.702687	train-auc:0.935649
[170]	eval-auc:0.702366	train-auc:0.935675
[171]	eval-auc:0.702031	train-auc:0.936123
[172]	eval-auc:0.70179	train-auc:0.935967
[173]	eval-auc:0.702386	train-auc:0.936092
[174]	eval-auc:0.702949	train-auc:0.936216
[175]	eval-auc:0.703095	train-auc:0.936469
[176]	eval-auc:0.703156	train-auc:0.936592
[177]	eval-auc:0.703057	train-auc:0.936752
[178]	eval-auc:0.703422	train-auc:0.937577
[179]	eval-auc:0.703843	train-auc:0.938399
[180]	eval-auc:0.703584	train-auc:0.938416
[181]	eval-auc:0.703346	train-auc:0.939271
[182]	eval-auc:0.703065	train-auc:0.939198
[183]	eval-auc:0.702867	train-auc:0.939609
[184]	eval-auc:0.702559	train-auc:0.939751
[185]	eval-auc:0.70281	train-auc:0.939946
[186]	eval-auc:0.703046	train-auc:0.940693
[187]	eval-auc:0.703129	train-auc:0.940715
[188]	eval-auc:0.703447	train-auc:0.941104
[189]	eval-auc:0.703225	train-auc:0.941619
[190]	eval-auc:0.70325	train-auc:0.941651
[191]	eval-auc:0.703503	train-auc:0.941943
[192]	eval-auc:0.703553	train-auc:0.942687
[193]	eval-auc:0.703579	train-auc:0.942918
[194]	eval-auc:0.703613	train-auc:0.943085
[195]	eval-auc:0.703101	train-auc:0.943496
[196]	eval-auc:0.702728	train-auc:0.944117
[197]	eval-auc:0.702975	train-auc:0.944578
[198]	eval-auc:0.703001	train-auc:0.945068
[199]	eval-auc:0.7028	train-auc:0.945449
[200]	eval-auc:0.703649	train-auc:0.945871
[201]	eval-auc:0.703575	train-auc:0.945959
[202]	eval-auc:0.703348	train-auc:0.945904
[203]	eval-auc:0.703311	train-auc:0.946747
[204]	eval-auc:0.702535	train-auc:0.94687
[205]	eval-auc:0.70216	train-auc:0.947491
[206]	eval-auc:0.702248	train-auc:0.947853
[207]	eval-auc:0.703071	train-auc:0.948392
[208]	eval-auc:0.702999	train-auc:0.948368
[209]	eval-auc:0.702772	train-auc:0.948211
[210]	eval-auc:0.702445	train-auc:0.948408
[211]	eval-auc:0.702315	train-auc:0.948432
[212]	eval-auc:0.70195	train-auc:0.94891
[213]	eval-auc:0.70167	train-auc:0.949199
[214]	eval-auc:0.701055	train-auc:0.949325
[215]	eval-auc:0.700816	train-auc:0.94933
[216]	eval-auc:0.70133	train-auc:0.949614
[217]	eval-auc:0.699526	train-auc:0.949915
[218]	eval-auc:0.699247	train-auc:0.950615
[219]	eval-auc:0.699255	train-auc:0.950647
[220]	eval-auc:0.699923	train-auc:0.951179
[221]	eval-auc:0.699241	train-auc:0.951641
[222]	eval-auc:0.699395	train-auc:0.95201
[223]	eval-auc:0.699476	train-auc:0.952047
[224]	eval-auc:0.699307	train-auc:0.952215
[225]	eval-auc:0.699724	train-auc:0.952122
[226]	eval-auc:0.699929	train-auc:0.952194
[227]	eval-auc:0.699998	train-auc:0.952559
[228]	eval-auc:0.699492	train-auc:0.952837
[229]	eval-auc:0.699931	train-auc:0.953136
[230]	eval-auc:0.699022	train-auc:0.953461
[231]	eval-auc:0.698448	train-auc:0.9535
[232]	eval-auc:0.698548	train-auc:0.953646
[233]	eval-auc:0.698553	train-auc:0.953924
[234]	eval-auc:0.698548	train-auc:0.95407
[235]	eval-auc:0.698745	train-auc:0.954094
[236]	eval-auc:0.698256	train-auc:0.954214
[237]	eval-auc:0.698451	train-auc:0.954336
[238]	eval-auc:0.697959	train-auc:0.954556
[239]	eval-auc:0.697781	train-auc:0.954737
[240]	eval-auc:0.697333	train-auc:0.954938
[241]	eval-auc:0.696328	train-auc:0.955312
[242]	eval-auc:0.69565	train-auc:0.955683
[243]	eval-auc:0.695676	train-auc:0.955871
[244]	eval-auc:0.696535	train-auc:0.956223
[245]	eval-auc:0.696148	train-auc:0.956434
[246]	eval-auc:0.695587	train-auc:0.956656
[247]	eval-auc:0.695783	train-auc:0.95701
[248]	eval-auc:0.696033	train-auc:0.957269
[249]	eval-auc:0.696451	train-auc:0.957739
[250]	eval-auc:0.696486	train-auc:0.957927
[251]	eval-auc:0.696329	train-auc:0.958257
[252]	eval-auc:0.697458	train-auc:0.958791
[253]	eval-auc:0.697875	train-auc:0.958586
	Score 0.6978751720693395


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 10, 'min_child_weight': 2.0, 'n_estimators': 171.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.5, 'tree_method': 'exact'}
[0]	eval-auc:0.689438	train-auc:0.79701
[1]	eval-auc:0.66817	train-auc:0.812884
[2]	eval-auc:0.684789	train-auc:0.845235
[3]	eval-auc:0.692514	train-auc:0.863846
[4]	eval-auc:0.698953	train-auc:0.87914
[5]	eval-auc:0.692037	train-auc:0.898974
[6]	eval-auc:0.692117	train-auc:0.905513
[7]	eval-auc:0.697305	train-auc:0.913283
[8]	eval-auc:0.700516	train-auc:0.921554
[9]	eval-auc:0.700417	train-auc:0.928468
[10]	eval-auc:0.703135	train-auc:0.93396
[11]	eval-auc:0.700871	train-auc:0.94358
[12]	eval-auc:0.697439	train-auc:0.946435
[13]	eval-auc:0.700015	train-auc:0.947493
[14]	eval-auc:0.696714	train-auc:0.949603
[15]	eval-auc:0.691681	train-auc:0.953168
[16]	eval-auc:0.691157	train-auc:0.95791
[17]	eval-auc:0.695812	train-auc:0.961779
[18]	eval-auc:0.694483	train-auc:0.964738
[19]	eval-auc:0.694655	train-auc:0.967132
[20]	eval-auc:0.697627	train-auc:0.969447
[21]	eval-auc:0.69876	train-auc:0.972167
[22]	eval-auc:0.699305	train-auc:0.973852
[23]	eval-auc:0.696494	train-auc:0.975243
[24]	eval-auc:0.698714	train-auc:0.977181
[25]	eval-auc:0.700305	train-auc:0.977974
[26]	eval-auc:0.700411	train-auc:0.978887
[27]	eval-auc:0.700712	train-auc:0.980043
[28]	eval-auc:0.699846	train-auc:0.981171
[29]	eval-auc:0.700203	train-auc:0.981917
[30]	eval-auc:0.702125	train-auc:0.982217
[31]	eval-auc:0.701145	train-auc:0.983415
[32]	eval-auc:0.70096	train-auc:0.984549
[33]	eval-auc:0.700657	train-auc:0.984477
[34]	eval-auc:0.698912	train-auc:0.985342
[35]	eval-auc:0.698119	train-auc:0.986048
[36]	eval-auc:0.698295	train-auc:0.986302
[37]	eval-auc:0.699328	train-auc:0.987003
[38]	eval-auc:0.697685	train-auc:0.987591
[39]	eval-auc:0.698732	train-auc:0.987584
[40]	eval-auc:0.699401	train-auc:0.988366
[41]	eval-auc:0.698439	train-auc:0.988817
[42]	eval-auc:0.699241	train-auc:0.989207
[43]	eval-auc:0.699307	train-auc:0.989483
[44]	eval-auc:0.699363	train-auc:0.990379
[45]	eval-auc:0.699902	train-auc:0.990762
[46]	eval-auc:0.700366	train-auc:0.991294
[47]	eval-auc:0.700912	train-auc:0.991619
[48]	eval-auc:0.702361	train-auc:0.99182
[49]	eval-auc:0.701717	train-auc:0.992036
[50]	eval-auc:0.70174	train-auc:0.992212
[51]	eval-auc:0.701639	train-auc:0.992669
[52]	eval-auc:0.70197	train-auc:0.992823
[53]	eval-auc:0.701515	train-auc:0.992917
[54]	eval-auc:0.702262	train-auc:0.993043
[55]	eval-auc:0.70169	train-auc:0.993406
[56]	eval-auc:0.700682	train-auc:0.993812
[57]	eval-auc:0.699759	train-auc:0.993986
[58]	eval-auc:0.700709	train-auc:0.994031
[59]	eval-auc:0.701035	train-auc:0.994227
[60]	eval-auc:0.700933	train-auc:0.994583
[61]	eval-auc:0.701289	train-auc:0.994778
[62]	eval-auc:0.701463	train-auc:0.995068
[63]	eval-auc:0.700429	train-auc:0.995273
[64]	eval-auc:0.699377	train-auc:0.995599
[65]	eval-auc:0.700196	train-auc:0.995688
[66]	eval-auc:0.699453	train-auc:0.996113
[67]	eval-auc:0.700036	train-auc:0.996413
[68]	eval-auc:0.699348	train-auc:0.99669
[69]	eval-auc:0.69915	train-auc:0.996796
[70]	eval-auc:0.699984	train-auc:0.996968
[71]	eval-auc:0.699893	train-auc:0.997119
[72]	eval-auc:0.699827	train-auc:0.997133
[73]	eval-auc:0.699766	train-auc:0.99714
[74]	eval-auc:0.699415	train-auc:0.997445
[75]	eval-auc:0.698996	train-auc:0.997594
[76]	eval-auc:0.69841	train-auc:0.997654
[77]	eval-auc:0.698397	train-auc:0.997683
[78]	eval-auc:0.697916	train-auc:0.9978
[79]	eval-auc:0.698455	train-auc:0.998024
[80]	eval-auc:0.698644	train-auc:0.998086
[81]	eval-auc:0.698796	train-auc:0.998221
[82]	eval-auc:0.698743	train-auc:0.998246
[83]	eval-auc:0.698649	train-auc:0.998389
[84]	eval-auc:0.698359	train-auc:0.998379
[85]	eval-auc:0.698851	train-auc:0.998423
[86]	eval-auc:0.699316	train-auc:0.998427
[87]	eval-auc:0.698498	train-auc:0.998438
[88]	eval-auc:0.698509	train-auc:0.998494
[89]	eval-auc:0.697621	train-auc:0.998654
[90]	eval-auc:0.697565	train-auc:0.998717
[91]	eval-auc:0.697325	train-auc:0.998795
[92]	eval-auc:0.696334	train-auc:0.998819
[93]	eval-auc:0.696901	train-auc:0.998813
[94]	eval-auc:0.697013	train-auc:0.998817
[95]	eval-auc:0.696538	train-auc:0.998884
[96]	eval-auc:0.69677	train-auc:0.998954
[97]	eval-auc:0.696412	train-auc:0.998997
[98]	eval-auc:0.696223	train-auc:0.999075
[99]	eval-auc:0.69624	train-auc:0.99918
[100]	eval-auc:0.695867	train-auc:0.999194
[101]	eval-auc:0.695381	train-auc:0.999204
[102]	eval-auc:0.694976	train-auc:0.99924
[103]	eval-auc:0.694693	train-auc:0.999259
[104]	eval-auc:0.694888	train-auc:0.999247
[105]	eval-auc:0.69504	train-auc:0.999302
[106]	eval-auc:0.696029	train-auc:0.999354
[107]	eval-auc:0.69618	train-auc:0.999454
[108]	eval-auc:0.696089	train-auc:0.999459
[109]	eval-auc:0.695717	train-auc:0.999536
[110]	eval-auc:0.695803	train-auc:0.999518
[111]	eval-auc:0.696138	train-auc:0.999548
[112]	eval-auc:0.6961	train-auc:0.999565
[113]	eval-auc:0.696391	train-auc:0.999581
[114]	eval-auc:0.695979	train-auc:0.999611
[115]	eval-auc:0.695873	train-auc:0.999595
[116]	eval-auc:0.695019	train-auc:0.999603
[117]	eval-auc:0.695023	train-auc:0.999626
[118]	eval-auc:0.695076	train-auc:0.999662
[119]	eval-auc:0.695515	train-auc:0.999718
[120]	eval-auc:0.694977	train-auc:0.999744
[121]	eval-auc:0.696022	train-auc:0.999781
[122]	eval-auc:0.695832	train-auc:0.999778
[123]	eval-auc:0.694871	train-auc:0.999785
[124]	eval-auc:0.695134	train-auc:0.999798
[125]	eval-auc:0.695315	train-auc:0.999796
[126]	eval-auc:0.694999	train-auc:0.999793
[127]	eval-auc:0.69551	train-auc:0.999786
[128]	eval-auc:0.695323	train-auc:0.999819
[129]	eval-auc:0.69527	train-auc:0.999819
[130]	eval-auc:0.694912	train-auc:0.999825
[131]	eval-auc:0.693622	train-auc:0.999839
[132]	eval-auc:0.69364	train-auc:0.999847
[133]	eval-auc:0.69275	train-auc:0.999854
[134]	eval-auc:0.692605	train-auc:0.999857
[135]	eval-auc:0.693496	train-auc:0.999858
[136]	eval-auc:0.693496	train-auc:0.999866
[137]	eval-auc:0.693304	train-auc:0.999871
[138]	eval-auc:0.693569	train-auc:0.999889
[139]	eval-auc:0.693799	train-auc:0.999903
[140]	eval-auc:0.694601	train-auc:0.999911
[141]	eval-auc:0.694248	train-auc:0.999914
[142]	eval-auc:0.694144	train-auc:0.999912
[143]	eval-auc:0.694236	train-auc:0.999917
[144]	eval-auc:0.694154	train-auc:0.999922
[145]	eval-auc:0.694045	train-auc:0.99993
[146]	eval-auc:0.693918	train-auc:0.999941
[147]	eval-auc:0.693621	train-auc:0.999941
[148]	eval-auc:0.693523	train-auc:0.999939
[149]	eval-auc:0.693427	train-auc:0.999941
[150]	eval-auc:0.692705	train-auc:0.99995
[151]	eval-auc:0.692898	train-auc:0.999952
[152]	eval-auc:0.6928	train-auc:0.999953
[153]	eval-auc:0.693069	train-auc:0.999958
[154]	eval-auc:0.69423	train-auc:0.999961
[155]	eval-auc:0.693616	train-auc:0.999965
[156]	eval-auc:0.693485	train-auc:0.999965
[157]	eval-auc:0.693094	train-auc:0.99997
[158]	eval-auc:0.691801	train-auc:0.999969
[159]	eval-auc:0.692297	train-auc:0.999971
[160]	eval-auc:0.692287	train-auc:0.999972
[161]	eval-auc:0.692008	train-auc:0.999973
[162]	eval-auc:0.691736	train-auc:0.99997
[163]	eval-auc:0.691402	train-auc:0.99997
[164]	eval-auc:0.691308	train-auc:0.999972
[165]	eval-auc:0.691481	train-auc:0.999969
[166]	eval-auc:0.690985	train-auc:0.999969
[167]	eval-auc:0.691044	train-auc:0.999973
[168]	eval-auc:0.690711	train-auc:0.999973
[169]	eval-auc:0.691049	train-auc:0.999977
[170]	eval-auc:0.69121	train-auc:0.999974
	Score 0.6912101499591907


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 5, 'min_child_weight': 5.0, 'n_estimators': 519.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.710972	train-auc:0.749309
[1]	eval-auc:0.700199	train-auc:0.768408
[2]	eval-auc:0.700364	train-auc:0.785208
[3]	eval-auc:0.700084	train-auc:0.802325
[4]	eval-auc:0.697419	train-auc:0.80995
[5]	eval-auc:0.692842	train-auc:0.825471
[6]	eval-auc:0.69459	train-auc:0.821811
[7]	eval-auc:0.694011	train-auc:0.828344
[8]	eval-auc:0.698675	train-auc:0.834063
[9]	eval-auc:0.696033	train-auc:0.838732
[10]	eval-auc:0.694141	train-auc:0.846512
[11]	eval-auc:0.691196	train-auc:0.852094
[12]	eval-auc:0.691813	train-auc:0.857852
[13]	eval-auc:0.69152	train-auc:0.863
[14]	eval-auc:0.692242	train-auc:0.863368
[15]	eval-auc:0.689988	train-auc:0.865816
[16]	eval-auc:0.687642	train-auc:0.871232
[17]	eval-auc:0.689629	train-auc:0.876461
[18]	eval-auc:0.687828	train-auc:0.878006
[19]	eval-auc:0.68904	train-auc:0.882713
[20]	eval-auc:0.692637	train-auc:0.883343
[21]	eval-auc:0.693401	train-auc:0.888158
[22]	eval-auc:0.695872	train-auc:0.890788
[23]	eval-auc:0.695127	train-auc:0.895835
[24]	eval-auc:0.695931	train-auc:0.899278
[25]	eval-auc:0.694675	train-auc:0.901134
[26]	eval-auc:0.695823	train-auc:0.904002
[27]	eval-auc:0.696193	train-auc:0.907308
[28]	eval-auc:0.694582	train-auc:0.908625
[29]	eval-auc:0.693831	train-auc:0.910781
[30]	eval-auc:0.693994	train-auc:0.913225
[31]	eval-auc:0.694555	train-auc:0.915875
[32]	eval-auc:0.695411	train-auc:0.917864
[33]	eval-auc:0.695197	train-auc:0.918968
[34]	eval-auc:0.694661	train-auc:0.920009
[35]	eval-auc:0.694295	train-auc:0.920125
[36]	eval-auc:0.693727	train-auc:0.920542
[37]	eval-auc:0.693941	train-auc:0.924315
[38]	eval-auc:0.694071	train-auc:0.924626
[39]	eval-auc:0.693514	train-auc:0.925871
[40]	eval-auc:0.692819	train-auc:0.928823
[41]	eval-auc:0.69236	train-auc:0.929123
[42]	eval-auc:0.691588	train-auc:0.929666
[43]	eval-auc:0.692023	train-auc:0.931158
[44]	eval-auc:0.691745	train-auc:0.931703
[45]	eval-auc:0.692843	train-auc:0.931967
[46]	eval-auc:0.692638	train-auc:0.932186
[47]	eval-auc:0.69304	train-auc:0.933757
[48]	eval-auc:0.692966	train-auc:0.93549
[49]	eval-auc:0.69375	train-auc:0.936703
[50]	eval-auc:0.692885	train-auc:0.937532
[51]	eval-auc:0.692185	train-auc:0.938365
[52]	eval-auc:0.691711	train-auc:0.93909
[53]	eval-auc:0.691763	train-auc:0.940775
[54]	eval-auc:0.691675	train-auc:0.942491
[55]	eval-auc:0.691868	train-auc:0.942932
[56]	eval-auc:0.691489	train-auc:0.943211
[57]	eval-auc:0.690738	train-auc:0.943345
[58]	eval-auc:0.689864	train-auc:0.945153
[59]	eval-auc:0.691166	train-auc:0.947741
[60]	eval-auc:0.691492	train-auc:0.94953
[61]	eval-auc:0.691714	train-auc:0.950556
[62]	eval-auc:0.691547	train-auc:0.951074
[63]	eval-auc:0.692154	train-auc:0.952218
[64]	eval-auc:0.692084	train-auc:0.952371
[65]	eval-auc:0.692102	train-auc:0.952383
[66]	eval-auc:0.693272	train-auc:0.954828
[67]	eval-auc:0.691168	train-auc:0.957197
[68]	eval-auc:0.690178	train-auc:0.957339
[69]	eval-auc:0.690074	train-auc:0.957444
[70]	eval-auc:0.690758	train-auc:0.95833
[71]	eval-auc:0.690998	train-auc:0.958789
[72]	eval-auc:0.691394	train-auc:0.959412
[73]	eval-auc:0.692212	train-auc:0.960532
[74]	eval-auc:0.692323	train-auc:0.960569
[75]	eval-auc:0.692066	train-auc:0.961115
[76]	eval-auc:0.691943	train-auc:0.96178
[77]	eval-auc:0.692043	train-auc:0.962172
[78]	eval-auc:0.692098	train-auc:0.963464
[79]	eval-auc:0.692351	train-auc:0.963668
[80]	eval-auc:0.692603	train-auc:0.963697
[81]	eval-auc:0.692431	train-auc:0.964717
[82]	eval-auc:0.692422	train-auc:0.964947
[83]	eval-auc:0.692346	train-auc:0.965895
[84]	eval-auc:0.692846	train-auc:0.966367
[85]	eval-auc:0.693598	train-auc:0.967536
[86]	eval-auc:0.692934	train-auc:0.967709
[87]	eval-auc:0.692637	train-auc:0.968772
[88]	eval-auc:0.693062	train-auc:0.970093
[89]	eval-auc:0.692773	train-auc:0.97069
[90]	eval-auc:0.692807	train-auc:0.970818
[91]	eval-auc:0.69301	train-auc:0.971061
[92]	eval-auc:0.692945	train-auc:0.972154
[93]	eval-auc:0.693605	train-auc:0.972313
[94]	eval-auc:0.69445	train-auc:0.973093
[95]	eval-auc:0.694559	train-auc:0.973121
[96]	eval-auc:0.694889	train-auc:0.973295
[97]	eval-auc:0.695463	train-auc:0.973673
[98]	eval-auc:0.694012	train-auc:0.974198
[99]	eval-auc:0.693919	train-auc:0.97425
[100]	eval-auc:0.693998	train-auc:0.97422
[101]	eval-auc:0.694283	train-auc:0.9745
[102]	eval-auc:0.69424	train-auc:0.97504
[103]	eval-auc:0.694326	train-auc:0.975799
[104]	eval-auc:0.694463	train-auc:0.97575
[105]	eval-auc:0.694082	train-auc:0.975951
[106]	eval-auc:0.694349	train-auc:0.97631
[107]	eval-auc:0.694582	train-auc:0.976363
[108]	eval-auc:0.694562	train-auc:0.9764
[109]	eval-auc:0.694769	train-auc:0.976714
[110]	eval-auc:0.694884	train-auc:0.977408
[111]	eval-auc:0.696391	train-auc:0.97806
[112]	eval-auc:0.696148	train-auc:0.978316
[113]	eval-auc:0.696078	train-auc:0.978604
[114]	eval-auc:0.696033	train-auc:0.979174
[115]	eval-auc:0.695957	train-auc:0.979514
[116]	eval-auc:0.696965	train-auc:0.979925
[117]	eval-auc:0.697157	train-auc:0.980195
[118]	eval-auc:0.697155	train-auc:0.9805
[119]	eval-auc:0.697616	train-auc:0.980776
[120]	eval-auc:0.697312	train-auc:0.981307
[121]	eval-auc:0.697034	train-auc:0.981407
[122]	eval-auc:0.697123	train-auc:0.981911
[123]	eval-auc:0.696091	train-auc:0.982381
[124]	eval-auc:0.694786	train-auc:0.982763
[125]	eval-auc:0.694565	train-auc:0.983129
[126]	eval-auc:0.694425	train-auc:0.983231
[127]	eval-auc:0.693672	train-auc:0.983307
[128]	eval-auc:0.693852	train-auc:0.983384
[129]	eval-auc:0.694524	train-auc:0.983641
[130]	eval-auc:0.69451	train-auc:0.983746
[131]	eval-auc:0.69407	train-auc:0.983909
[132]	eval-auc:0.694332	train-auc:0.984065
[133]	eval-auc:0.693688	train-auc:0.984403
[134]	eval-auc:0.692996	train-auc:0.984883
[135]	eval-auc:0.693997	train-auc:0.985047
[136]	eval-auc:0.693954	train-auc:0.985138
[137]	eval-auc:0.69407	train-auc:0.985612
[138]	eval-auc:0.694542	train-auc:0.986019
[139]	eval-auc:0.695043	train-auc:0.986221
[140]	eval-auc:0.69488	train-auc:0.986333
[141]	eval-auc:0.694623	train-auc:0.986323
[142]	eval-auc:0.694489	train-auc:0.986396
[143]	eval-auc:0.6946	train-auc:0.986468
[144]	eval-auc:0.694345	train-auc:0.986744
[145]	eval-auc:0.694225	train-auc:0.986858
[146]	eval-auc:0.694641	train-auc:0.987499
[147]	eval-auc:0.694647	train-auc:0.987679
[148]	eval-auc:0.694854	train-auc:0.987982
[149]	eval-auc:0.694749	train-auc:0.988144
[150]	eval-auc:0.694979	train-auc:0.9882
[151]	eval-auc:0.695148	train-auc:0.988646
[152]	eval-auc:0.695052	train-auc:0.989037
[153]	eval-auc:0.69569	train-auc:0.989182
[154]	eval-auc:0.695332	train-auc:0.989377
[155]	eval-auc:0.694767	train-auc:0.98956
[156]	eval-auc:0.694944	train-auc:0.989744
[157]	eval-auc:0.695279	train-auc:0.989875
[158]	eval-auc:0.695389	train-auc:0.989995
[159]	eval-auc:0.695396	train-auc:0.990156
[160]	eval-auc:0.695428	train-auc:0.990189
[161]	eval-auc:0.695411	train-auc:0.990358
[162]	eval-auc:0.695174	train-auc:0.990481
[163]	eval-auc:0.695573	train-auc:0.990592
[164]	eval-auc:0.695687	train-auc:0.990621
[165]	eval-auc:0.696008	train-auc:0.990666
[166]	eval-auc:0.696138	train-auc:0.991028
[167]	eval-auc:0.696025	train-auc:0.991147
[168]	eval-auc:0.696019	train-auc:0.991321
[169]	eval-auc:0.69613	train-auc:0.991467
[170]	eval-auc:0.696154	train-auc:0.991581
[171]	eval-auc:0.696529	train-auc:0.991769
[172]	eval-auc:0.696235	train-auc:0.99179
[173]	eval-auc:0.696317	train-auc:0.992126
[174]	eval-auc:0.695947	train-auc:0.99216
[175]	eval-auc:0.696678	train-auc:0.992307
[176]	eval-auc:0.69645	train-auc:0.99237
[177]	eval-auc:0.697015	train-auc:0.99263
[178]	eval-auc:0.696658	train-auc:0.992754
[179]	eval-auc:0.696853	train-auc:0.992793
[180]	eval-auc:0.697032	train-auc:0.99282
[181]	eval-auc:0.697406	train-auc:0.993024
[182]	eval-auc:0.697627	train-auc:0.993125
[183]	eval-auc:0.697916	train-auc:0.993218
[184]	eval-auc:0.6977	train-auc:0.993283
[185]	eval-auc:0.698062	train-auc:0.993359
[186]	eval-auc:0.698242	train-auc:0.993513
[187]	eval-auc:0.69832	train-auc:0.993631
[188]	eval-auc:0.698684	train-auc:0.993684
[189]	eval-auc:0.69867	train-auc:0.993659
[190]	eval-auc:0.698662	train-auc:0.993847
[191]	eval-auc:0.698665	train-auc:0.993876
[192]	eval-auc:0.697513	train-auc:0.994026
[193]	eval-auc:0.697607	train-auc:0.994224
[194]	eval-auc:0.69846	train-auc:0.99444
[195]	eval-auc:0.698551	train-auc:0.994545
[196]	eval-auc:0.698399	train-auc:0.994584
[197]	eval-auc:0.698503	train-auc:0.994602
[198]	eval-auc:0.698305	train-auc:0.994695
[199]	eval-auc:0.698242	train-auc:0.994704
[200]	eval-auc:0.698253	train-auc:0.994812
[201]	eval-auc:0.698544	train-auc:0.994892
[202]	eval-auc:0.698608	train-auc:0.994906
[203]	eval-auc:0.69886	train-auc:0.994911
[204]	eval-auc:0.698732	train-auc:0.995042
[205]	eval-auc:0.69872	train-auc:0.995194
[206]	eval-auc:0.698256	train-auc:0.995248
[207]	eval-auc:0.698542	train-auc:0.995244
[208]	eval-auc:0.69876	train-auc:0.995214
[209]	eval-auc:0.698487	train-auc:0.995344
[210]	eval-auc:0.698375	train-auc:0.995333
[211]	eval-auc:0.698171	train-auc:0.99542
[212]	eval-auc:0.698145	train-auc:0.995495
[213]	eval-auc:0.698445	train-auc:0.995633
[214]	eval-auc:0.698853	train-auc:0.995737
[215]	eval-auc:0.698868	train-auc:0.995771
[216]	eval-auc:0.699304	train-auc:0.995848
[217]	eval-auc:0.698905	train-auc:0.995975
[218]	eval-auc:0.698689	train-auc:0.996003
[219]	eval-auc:0.697958	train-auc:0.996084
[220]	eval-auc:0.698182	train-auc:0.99617
[221]	eval-auc:0.698194	train-auc:0.996193
[222]	eval-auc:0.698285	train-auc:0.996194
[223]	eval-auc:0.698346	train-auc:0.996264
[224]	eval-auc:0.698311	train-auc:0.996373
[225]	eval-auc:0.698606	train-auc:0.996368
[226]	eval-auc:0.698347	train-auc:0.996409
[227]	eval-auc:0.698501	train-auc:0.996427
[228]	eval-auc:0.698253	train-auc:0.99645
[229]	eval-auc:0.69892	train-auc:0.996574
[230]	eval-auc:0.698905	train-auc:0.996612
[231]	eval-auc:0.69892	train-auc:0.996669
[232]	eval-auc:0.698603	train-auc:0.99666
[233]	eval-auc:0.698682	train-auc:0.996694
[234]	eval-auc:0.69923	train-auc:0.996764
[235]	eval-auc:0.699623	train-auc:0.996908
[236]	eval-auc:0.699582	train-auc:0.997053
[237]	eval-auc:0.699396	train-auc:0.997109
[238]	eval-auc:0.699416	train-auc:0.997186
[239]	eval-auc:0.699311	train-auc:0.997202
[240]	eval-auc:0.699419	train-auc:0.997225
[241]	eval-auc:0.699296	train-auc:0.997343
[242]	eval-auc:0.69953	train-auc:0.997424
[243]	eval-auc:0.699185	train-auc:0.997423
[244]	eval-auc:0.699325	train-auc:0.997473
[245]	eval-auc:0.699899	train-auc:0.997537
[246]	eval-auc:0.699655	train-auc:0.997531
[247]	eval-auc:0.699768	train-auc:0.997554
[248]	eval-auc:0.699818	train-auc:0.997556
[249]	eval-auc:0.699384	train-auc:0.997555
[250]	eval-auc:0.699552	train-auc:0.997578
[251]	eval-auc:0.699454	train-auc:0.99758
[252]	eval-auc:0.699603	train-auc:0.997607
[253]	eval-auc:0.699444	train-auc:0.997599
[254]	eval-auc:0.699675	train-auc:0.997637
[255]	eval-auc:0.699425	train-auc:0.997683
[256]	eval-auc:0.699381	train-auc:0.997696
[257]	eval-auc:0.699527	train-auc:0.997704
[258]	eval-auc:0.699841	train-auc:0.997708
[259]	eval-auc:0.700581	train-auc:0.997762
[260]	eval-auc:0.700398	train-auc:0.997774
[261]	eval-auc:0.700002	train-auc:0.997794
[262]	eval-auc:0.699977	train-auc:0.9978
[263]	eval-auc:0.699792	train-auc:0.997841
[264]	eval-auc:0.699786	train-auc:0.997844
[265]	eval-auc:0.699361	train-auc:0.997903
[266]	eval-auc:0.699972	train-auc:0.99799
[267]	eval-auc:0.700238	train-auc:0.998032
[268]	eval-auc:0.700217	train-auc:0.998083
[269]	eval-auc:0.699453	train-auc:0.998125
[270]	eval-auc:0.699406	train-auc:0.998172
[271]	eval-auc:0.699733	train-auc:0.998213
[272]	eval-auc:0.699409	train-auc:0.998241
[273]	eval-auc:0.699337	train-auc:0.99825
[274]	eval-auc:0.699354	train-auc:0.998303
[275]	eval-auc:0.699514	train-auc:0.998329
[276]	eval-auc:0.698973	train-auc:0.998355
[277]	eval-auc:0.698978	train-auc:0.998376
[278]	eval-auc:0.699017	train-auc:0.998383
[279]	eval-auc:0.698877	train-auc:0.998373
[280]	eval-auc:0.698885	train-auc:0.998389
[281]	eval-auc:0.698868	train-auc:0.998396
[282]	eval-auc:0.69894	train-auc:0.998404
[283]	eval-auc:0.698831	train-auc:0.998409
[284]	eval-auc:0.698603	train-auc:0.998412
[285]	eval-auc:0.69886	train-auc:0.998444
[286]	eval-auc:0.698956	train-auc:0.998453
[287]	eval-auc:0.699124	train-auc:0.998473
[288]	eval-auc:0.699141	train-auc:0.998483
[289]	eval-auc:0.698723	train-auc:0.998493
[290]	eval-auc:0.698507	train-auc:0.998485
[291]	eval-auc:0.698414	train-auc:0.99854
[292]	eval-auc:0.698859	train-auc:0.998634
[293]	eval-auc:0.698621	train-auc:0.998642
[294]	eval-auc:0.69819	train-auc:0.998643
[295]	eval-auc:0.698259	train-auc:0.998654
[296]	eval-auc:0.697893	train-auc:0.998652
[297]	eval-auc:0.6976	train-auc:0.998653
[298]	eval-auc:0.697872	train-auc:0.998671
[299]	eval-auc:0.697469	train-auc:0.998697
[300]	eval-auc:0.697708	train-auc:0.998721
[301]	eval-auc:0.697441	train-auc:0.998749
[302]	eval-auc:0.697729	train-auc:0.99876
[303]	eval-auc:0.697793	train-auc:0.998776
[304]	eval-auc:0.697823	train-auc:0.9988
[305]	eval-auc:0.69788	train-auc:0.998816
[306]	eval-auc:0.697432	train-auc:0.998855
[307]	eval-auc:0.697303	train-auc:0.998854
[308]	eval-auc:0.697149	train-auc:0.99886
[309]	eval-auc:0.697217	train-auc:0.99887
[310]	eval-auc:0.696698	train-auc:0.998875
[311]	eval-auc:0.696505	train-auc:0.998869
[312]	eval-auc:0.696465	train-auc:0.998895
[313]	eval-auc:0.696197	train-auc:0.998927
[314]	eval-auc:0.696115	train-auc:0.99893
[315]	eval-auc:0.69608	train-auc:0.998935
[316]	eval-auc:0.695903	train-auc:0.99898
[317]	eval-auc:0.696034	train-auc:0.998987
[318]	eval-auc:0.695562	train-auc:0.998991
[319]	eval-auc:0.695731	train-auc:0.999
[320]	eval-auc:0.695988	train-auc:0.999029
[321]	eval-auc:0.69617	train-auc:0.999028
[322]	eval-auc:0.696191	train-auc:0.999023
[323]	eval-auc:0.696555	train-auc:0.99904
[324]	eval-auc:0.696706	train-auc:0.999053
[325]	eval-auc:0.696485	train-auc:0.999085
[326]	eval-auc:0.696296	train-auc:0.999088
[327]	eval-auc:0.696525	train-auc:0.999083
[328]	eval-auc:0.69641	train-auc:0.999081
[329]	eval-auc:0.696249	train-auc:0.999086
[330]	eval-auc:0.695939	train-auc:0.999101
[331]	eval-auc:0.695762	train-auc:0.999103
[332]	eval-auc:0.69586	train-auc:0.999109
[333]	eval-auc:0.695772	train-auc:0.999133
[334]	eval-auc:0.695836	train-auc:0.999134
[335]	eval-auc:0.69601	train-auc:0.99913
[336]	eval-auc:0.695877	train-auc:0.999115
[337]	eval-auc:0.695714	train-auc:0.999152
[338]	eval-auc:0.695487	train-auc:0.999154
[339]	eval-auc:0.69528	train-auc:0.999158
[340]	eval-auc:0.6958	train-auc:0.999184
[341]	eval-auc:0.695556	train-auc:0.999191
[342]	eval-auc:0.696252	train-auc:0.999191
[343]	eval-auc:0.696154	train-auc:0.999187
[344]	eval-auc:0.696092	train-auc:0.999191
[345]	eval-auc:0.69606	train-auc:0.999203
[346]	eval-auc:0.696225	train-auc:0.999214
[347]	eval-auc:0.696564	train-auc:0.999223
[348]	eval-auc:0.696416	train-auc:0.999232
[349]	eval-auc:0.696526	train-auc:0.999237
[350]	eval-auc:0.696878	train-auc:0.999248
[351]	eval-auc:0.696748	train-auc:0.999257
[352]	eval-auc:0.696747	train-auc:0.999255
[353]	eval-auc:0.696622	train-auc:0.999255
[354]	eval-auc:0.696765	train-auc:0.999265
[355]	eval-auc:0.696489	train-auc:0.999297
[356]	eval-auc:0.696433	train-auc:0.999295
[357]	eval-auc:0.696503	train-auc:0.999279
[358]	eval-auc:0.696692	train-auc:0.99928
[359]	eval-auc:0.696853	train-auc:0.999275
[360]	eval-auc:0.696692	train-auc:0.999292
[361]	eval-auc:0.696398	train-auc:0.99932
[362]	eval-auc:0.696086	train-auc:0.999351
[363]	eval-auc:0.696039	train-auc:0.99936
[364]	eval-auc:0.695982	train-auc:0.999364
[365]	eval-auc:0.696156	train-auc:0.999368
[366]	eval-auc:0.696295	train-auc:0.999386
[367]	eval-auc:0.696275	train-auc:0.999398
[368]	eval-auc:0.696511	train-auc:0.999398
[369]	eval-auc:0.696518	train-auc:0.999417
[370]	eval-auc:0.696637	train-auc:0.999419
[371]	eval-auc:0.696753	train-auc:0.999418
[372]	eval-auc:0.696694	train-auc:0.999428
[373]	eval-auc:0.696779	train-auc:0.99943
[374]	eval-auc:0.696925	train-auc:0.99943
[375]	eval-auc:0.69678	train-auc:0.999424
[376]	eval-auc:0.696611	train-auc:0.999424
[377]	eval-auc:0.696392	train-auc:0.999418
[378]	eval-auc:0.696529	train-auc:0.999429
[379]	eval-auc:0.696506	train-auc:0.999426
[380]	eval-auc:0.696293	train-auc:0.999459
[381]	eval-auc:0.696071	train-auc:0.999467
[382]	eval-auc:0.696112	train-auc:0.999465
[383]	eval-auc:0.695862	train-auc:0.999467
[384]	eval-auc:0.695926	train-auc:0.999491
[385]	eval-auc:0.696054	train-auc:0.999498
[386]	eval-auc:0.696188	train-auc:0.99951
[387]	eval-auc:0.696147	train-auc:0.999511
[388]	eval-auc:0.696636	train-auc:0.999527
[389]	eval-auc:0.696882	train-auc:0.999528
[390]	eval-auc:0.696866	train-auc:0.999529
[391]	eval-auc:0.696674	train-auc:0.999538
[392]	eval-auc:0.696881	train-auc:0.999562
[393]	eval-auc:0.696914	train-auc:0.999578
[394]	eval-auc:0.696678	train-auc:0.999581
[395]	eval-auc:0.696637	train-auc:0.999588
[396]	eval-auc:0.696856	train-auc:0.999589
[397]	eval-auc:0.696898	train-auc:0.999589
[398]	eval-auc:0.696864	train-auc:0.999592
[399]	eval-auc:0.696689	train-auc:0.999588
[400]	eval-auc:0.69669	train-auc:0.999587
[401]	eval-auc:0.696701	train-auc:0.99959
[402]	eval-auc:0.696785	train-auc:0.999591
[403]	eval-auc:0.696678	train-auc:0.999597
[404]	eval-auc:0.697092	train-auc:0.999597
[405]	eval-auc:0.697056	train-auc:0.999617
[406]	eval-auc:0.697039	train-auc:0.999621
[407]	eval-auc:0.696974	train-auc:0.999629
[408]	eval-auc:0.696997	train-auc:0.99964
[409]	eval-auc:0.696858	train-auc:0.999644
[410]	eval-auc:0.697118	train-auc:0.999646
[411]	eval-auc:0.696707	train-auc:0.999644
[412]	eval-auc:0.696853	train-auc:0.999648
[413]	eval-auc:0.6964	train-auc:0.999662
[414]	eval-auc:0.696272	train-auc:0.999673
[415]	eval-auc:0.696116	train-auc:0.999666
[416]	eval-auc:0.695816	train-auc:0.999677
[417]	eval-auc:0.695794	train-auc:0.999685
[418]	eval-auc:0.695794	train-auc:0.999685
[419]	eval-auc:0.695946	train-auc:0.999699
[420]	eval-auc:0.696007	train-auc:0.999699
[421]	eval-auc:0.696031	train-auc:0.99969
[422]	eval-auc:0.69569	train-auc:0.999697
[423]	eval-auc:0.695787	train-auc:0.999702
[424]	eval-auc:0.695526	train-auc:0.9997
[425]	eval-auc:0.696381	train-auc:0.999694
[426]	eval-auc:0.696421	train-auc:0.999693
[427]	eval-auc:0.696352	train-auc:0.9997
[428]	eval-auc:0.69632	train-auc:0.999701
[429]	eval-auc:0.695946	train-auc:0.999705
[430]	eval-auc:0.695921	train-auc:0.999705
[431]	eval-auc:0.695819	train-auc:0.999704
[432]	eval-auc:0.695247	train-auc:0.999707
[433]	eval-auc:0.69565	train-auc:0.999712
[434]	eval-auc:0.695742	train-auc:0.999717
[435]	eval-auc:0.695565	train-auc:0.999718
[436]	eval-auc:0.695713	train-auc:0.999723
[437]	eval-auc:0.695658	train-auc:0.999722
[438]	eval-auc:0.695178	train-auc:0.999727
[439]	eval-auc:0.695052	train-auc:0.999739
[440]	eval-auc:0.695087	train-auc:0.999747
[441]	eval-auc:0.695215	train-auc:0.99975
[442]	eval-auc:0.69553	train-auc:0.999756
[443]	eval-auc:0.695389	train-auc:0.999752
[444]	eval-auc:0.695459	train-auc:0.999753
[445]	eval-auc:0.695453	train-auc:0.999751
[446]	eval-auc:0.695594	train-auc:0.999759
[447]	eval-auc:0.695285	train-auc:0.999764
[448]	eval-auc:0.695276	train-auc:0.999764
[449]	eval-auc:0.695194	train-auc:0.999763
[450]	eval-auc:0.695433	train-auc:0.999766
[451]	eval-auc:0.695495	train-auc:0.999766
[452]	eval-auc:0.695114	train-auc:0.999761
[453]	eval-auc:0.694434	train-auc:0.999759
[454]	eval-auc:0.694677	train-auc:0.999753
[455]	eval-auc:0.694705	train-auc:0.999755
[456]	eval-auc:0.69451	train-auc:0.999753
[457]	eval-auc:0.694239	train-auc:0.999755
[458]	eval-auc:0.694154	train-auc:0.999781
[459]	eval-auc:0.694414	train-auc:0.999782
[460]	eval-auc:0.694222	train-auc:0.999785
[461]	eval-auc:0.694237	train-auc:0.999789
[462]	eval-auc:0.694288	train-auc:0.999794
[463]	eval-auc:0.694412	train-auc:0.999794
[464]	eval-auc:0.694775	train-auc:0.999793
[465]	eval-auc:0.694761	train-auc:0.999801
[466]	eval-auc:0.694862	train-auc:0.999802
[467]	eval-auc:0.69495	train-auc:0.999805
[468]	eval-auc:0.695585	train-auc:0.999809
[469]	eval-auc:0.695425	train-auc:0.999815
[470]	eval-auc:0.695111	train-auc:0.999815
[471]	eval-auc:0.695328	train-auc:0.999817
[472]	eval-auc:0.695288	train-auc:0.999813
[473]	eval-auc:0.695098	train-auc:0.999814
[474]	eval-auc:0.694706	train-auc:0.999812
[475]	eval-auc:0.694612	train-auc:0.999811
[476]	eval-auc:0.694489	train-auc:0.999814
[477]	eval-auc:0.694318	train-auc:0.999817
[478]	eval-auc:0.694128	train-auc:0.999825
[479]	eval-auc:0.694026	train-auc:0.999824
[480]	eval-auc:0.693911	train-auc:0.999831
[481]	eval-auc:0.694277	train-auc:0.999833
[482]	eval-auc:0.694198	train-auc:0.999832
[483]	eval-auc:0.694029	train-auc:0.999841
[484]	eval-auc:0.693843	train-auc:0.999844
[485]	eval-auc:0.694053	train-auc:0.999848
[486]	eval-auc:0.694033	train-auc:0.99985
[487]	eval-auc:0.694055	train-auc:0.999851
[488]	eval-auc:0.694292	train-auc:0.999856
[489]	eval-auc:0.694044	train-auc:0.999856
[490]	eval-auc:0.693931	train-auc:0.999849
[491]	eval-auc:0.693747	train-auc:0.99985
[492]	eval-auc:0.693704	train-auc:0.999852
[493]	eval-auc:0.693566	train-auc:0.999849
[494]	eval-auc:0.693525	train-auc:0.99985
[495]	eval-auc:0.693453	train-auc:0.999848
[496]	eval-auc:0.693219	train-auc:0.999843
[497]	eval-auc:0.693427	train-auc:0.999844
[498]	eval-auc:0.693467	train-auc:0.999844
[499]	eval-auc:0.693548	train-auc:0.999846
[500]	eval-auc:0.693566	train-auc:0.999847
[501]	eval-auc:0.693605	train-auc:0.999848
[502]	eval-auc:0.693634	train-auc:0.999846
[503]	eval-auc:0.693749	train-auc:0.999847
[504]	eval-auc:0.693753	train-auc:0.999842
[505]	eval-auc:0.693764	train-auc:0.999845
[506]	eval-auc:0.693872	train-auc:0.999849
[507]	eval-auc:0.694015	train-auc:0.999851
[508]	eval-auc:0.694196	train-auc:0.999845
[509]	eval-auc:0.694077	train-auc:0.999845
[510]	eval-auc:0.694192	train-auc:0.999846
[511]	eval-auc:0.694377	train-auc:0.999847
[512]	eval-auc:0.694417	train-auc:0.999848
[513]	eval-auc:0.693905	train-auc:0.999845
[514]	eval-auc:0.693896	train-auc:0.999846
[515]	eval-auc:0.694198	train-auc:0.999844
[516]	eval-auc:0.694403	train-auc:0.999845
[517]	eval-auc:0.694138	train-auc:0.999849
[518]	eval-auc:0.694138	train-auc:0.999849
	Score 0.6941383742036084


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.42500000000000004, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 268.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.66852	train-auc:0.685548
[1]	eval-auc:0.667791	train-auc:0.694248
[2]	eval-auc:0.679169	train-auc:0.706933
[3]	eval-auc:0.685059	train-auc:0.708794
[4]	eval-auc:0.699156	train-auc:0.711388
[5]	eval-auc:0.693407	train-auc:0.710679
[6]	eval-auc:0.695155	train-auc:0.717023
[7]	eval-auc:0.69641	train-auc:0.721389
[8]	eval-auc:0.695913	train-auc:0.72304
[9]	eval-auc:0.697345	train-auc:0.724959
[10]	eval-auc:0.700192	train-auc:0.727214
[11]	eval-auc:0.700825	train-auc:0.729813
[12]	eval-auc:0.702028	train-auc:0.735529
[13]	eval-auc:0.704889	train-auc:0.739129
[14]	eval-auc:0.705689	train-auc:0.741103
[15]	eval-auc:0.707257	train-auc:0.741992
[16]	eval-auc:0.707261	train-auc:0.743468
[17]	eval-auc:0.706789	train-auc:0.744804
[18]	eval-auc:0.704898	train-auc:0.745634
[19]	eval-auc:0.704998	train-auc:0.748826
[20]	eval-auc:0.705251	train-auc:0.750846
[21]	eval-auc:0.705863	train-auc:0.752399
[22]	eval-auc:0.700834	train-auc:0.754563
[23]	eval-auc:0.699099	train-auc:0.755152
[24]	eval-auc:0.698368	train-auc:0.756528
[25]	eval-auc:0.695437	train-auc:0.759479
[26]	eval-auc:0.69416	train-auc:0.760822
[27]	eval-auc:0.692537	train-auc:0.762437
[28]	eval-auc:0.692723	train-auc:0.763887
[29]	eval-auc:0.691558	train-auc:0.765859
[30]	eval-auc:0.692573	train-auc:0.767653
[31]	eval-auc:0.691859	train-auc:0.767988
[32]	eval-auc:0.690444	train-auc:0.768999
[33]	eval-auc:0.692008	train-auc:0.767279
[34]	eval-auc:0.689539	train-auc:0.767373
[35]	eval-auc:0.691328	train-auc:0.771022
[36]	eval-auc:0.692036	train-auc:0.772937
[37]	eval-auc:0.693646	train-auc:0.773094
[38]	eval-auc:0.693871	train-auc:0.774788
[39]	eval-auc:0.695773	train-auc:0.776355
[40]	eval-auc:0.696151	train-auc:0.777262
[41]	eval-auc:0.694891	train-auc:0.778925
[42]	eval-auc:0.697884	train-auc:0.78119
[43]	eval-auc:0.695892	train-auc:0.78189
[44]	eval-auc:0.696311	train-auc:0.782723
[45]	eval-auc:0.698235	train-auc:0.784408
[46]	eval-auc:0.696824	train-auc:0.785023
[47]	eval-auc:0.696846	train-auc:0.787066
[48]	eval-auc:0.697394	train-auc:0.787566
[49]	eval-auc:0.696325	train-auc:0.788823
[50]	eval-auc:0.696121	train-auc:0.789897
[51]	eval-auc:0.696687	train-auc:0.790529
[52]	eval-auc:0.696138	train-auc:0.792595
[53]	eval-auc:0.698454	train-auc:0.794168
[54]	eval-auc:0.695714	train-auc:0.79526
[55]	eval-auc:0.69396	train-auc:0.797378
[56]	eval-auc:0.69403	train-auc:0.798712
[57]	eval-auc:0.694616	train-auc:0.799583
[58]	eval-auc:0.694484	train-auc:0.798949
[59]	eval-auc:0.695669	train-auc:0.800215
[60]	eval-auc:0.698848	train-auc:0.801815
[61]	eval-auc:0.697759	train-auc:0.802861
[62]	eval-auc:0.700394	train-auc:0.806182
[63]	eval-auc:0.699696	train-auc:0.806297
[64]	eval-auc:0.698682	train-auc:0.806352
[65]	eval-auc:0.698084	train-auc:0.806233
[66]	eval-auc:0.699928	train-auc:0.807757
[67]	eval-auc:0.701464	train-auc:0.809109
[68]	eval-auc:0.699981	train-auc:0.810481
[69]	eval-auc:0.700476	train-auc:0.811578
[70]	eval-auc:0.697901	train-auc:0.813603
[71]	eval-auc:0.698506	train-auc:0.815476
[72]	eval-auc:0.697426	train-auc:0.816372
[73]	eval-auc:0.697102	train-auc:0.817294
[74]	eval-auc:0.697514	train-auc:0.817723
[75]	eval-auc:0.698262	train-auc:0.818528
[76]	eval-auc:0.698845	train-auc:0.819339
[77]	eval-auc:0.697421	train-auc:0.820211
[78]	eval-auc:0.696491	train-auc:0.821623
[79]	eval-auc:0.696774	train-auc:0.821708
[80]	eval-auc:0.695283	train-auc:0.822873
[81]	eval-auc:0.694253	train-auc:0.823753
[82]	eval-auc:0.693456	train-auc:0.824465
[83]	eval-auc:0.692821	train-auc:0.824199
[84]	eval-auc:0.693267	train-auc:0.826123
[85]	eval-auc:0.693027	train-auc:0.826626
[86]	eval-auc:0.693505	train-auc:0.827114
[87]	eval-auc:0.692287	train-auc:0.82836
[88]	eval-auc:0.692099	train-auc:0.828193
[89]	eval-auc:0.692387	train-auc:0.829509
[90]	eval-auc:0.691719	train-auc:0.829501
[91]	eval-auc:0.691225	train-auc:0.830132
[92]	eval-auc:0.691924	train-auc:0.830804
[93]	eval-auc:0.692718	train-auc:0.831146
[94]	eval-auc:0.690287	train-auc:0.832455
[95]	eval-auc:0.69096	train-auc:0.832921
[96]	eval-auc:0.691126	train-auc:0.833584
[97]	eval-auc:0.691506	train-auc:0.834721
[98]	eval-auc:0.690414	train-auc:0.83577
[99]	eval-auc:0.690801	train-auc:0.835897
[100]	eval-auc:0.690443	train-auc:0.835492
[101]	eval-auc:0.69149	train-auc:0.835304
[102]	eval-auc:0.692243	train-auc:0.837153
[103]	eval-auc:0.692345	train-auc:0.836648
[104]	eval-auc:0.692459	train-auc:0.837135
[105]	eval-auc:0.692052	train-auc:0.837802
[106]	eval-auc:0.689552	train-auc:0.83824
[107]	eval-auc:0.689974	train-auc:0.839323
[108]	eval-auc:0.690035	train-auc:0.83946
[109]	eval-auc:0.689782	train-auc:0.839624
[110]	eval-auc:0.689785	train-auc:0.839353
[111]	eval-auc:0.689167	train-auc:0.841006
[112]	eval-auc:0.688669	train-auc:0.841873
[113]	eval-auc:0.68935	train-auc:0.843014
[114]	eval-auc:0.688849	train-auc:0.845048
[115]	eval-auc:0.689286	train-auc:0.846637
[116]	eval-auc:0.689902	train-auc:0.847466
[117]	eval-auc:0.689551	train-auc:0.848569
[118]	eval-auc:0.688838	train-auc:0.849585
[119]	eval-auc:0.688638	train-auc:0.849627
[120]	eval-auc:0.688963	train-auc:0.849882
[121]	eval-auc:0.689001	train-auc:0.851372
[122]	eval-auc:0.689188	train-auc:0.851197
[123]	eval-auc:0.687956	train-auc:0.852143
[124]	eval-auc:0.688183	train-auc:0.851529
[125]	eval-auc:0.689528	train-auc:0.85209
[126]	eval-auc:0.68903	train-auc:0.852602
[127]	eval-auc:0.687408	train-auc:0.851962
[128]	eval-auc:0.686266	train-auc:0.851841
[129]	eval-auc:0.685888	train-auc:0.853734
[130]	eval-auc:0.686654	train-auc:0.853039
[131]	eval-auc:0.686927	train-auc:0.853426
[132]	eval-auc:0.6858	train-auc:0.853928
[133]	eval-auc:0.685766	train-auc:0.854649
[134]	eval-auc:0.686983	train-auc:0.854205
[135]	eval-auc:0.687211	train-auc:0.854994
[136]	eval-auc:0.687457	train-auc:0.85611
[137]	eval-auc:0.687233	train-auc:0.857206
[138]	eval-auc:0.688063	train-auc:0.858062
[139]	eval-auc:0.688629	train-auc:0.857934
[140]	eval-auc:0.689524	train-auc:0.858774
[141]	eval-auc:0.689843	train-auc:0.859159
[142]	eval-auc:0.69067	train-auc:0.859288
[143]	eval-auc:0.691113	train-auc:0.859406
[144]	eval-auc:0.691848	train-auc:0.860287
[145]	eval-auc:0.690898	train-auc:0.860316
[146]	eval-auc:0.690216	train-auc:0.861643
[147]	eval-auc:0.690222	train-auc:0.861013
[148]	eval-auc:0.690925	train-auc:0.861131
[149]	eval-auc:0.691079	train-auc:0.861755
[150]	eval-auc:0.691987	train-auc:0.862472
[151]	eval-auc:0.692139	train-auc:0.863664
[152]	eval-auc:0.692188	train-auc:0.863115
[153]	eval-auc:0.69338	train-auc:0.86352
[154]	eval-auc:0.694329	train-auc:0.86522
[155]	eval-auc:0.693864	train-auc:0.865664
[156]	eval-auc:0.693557	train-auc:0.866708
[157]	eval-auc:0.691868	train-auc:0.866785
[158]	eval-auc:0.691638	train-auc:0.867076
[159]	eval-auc:0.692264	train-auc:0.867714
[160]	eval-auc:0.692482	train-auc:0.868587
[161]	eval-auc:0.693324	train-auc:0.869349
[162]	eval-auc:0.692701	train-auc:0.869828
[163]	eval-auc:0.690846	train-auc:0.870608
[164]	eval-auc:0.690042	train-auc:0.870286
[165]	eval-auc:0.690306	train-auc:0.87118
[166]	eval-auc:0.6904	train-auc:0.872016
[167]	eval-auc:0.690866	train-auc:0.872787
[168]	eval-auc:0.692074	train-auc:0.872576
[169]	eval-auc:0.693446	train-auc:0.871812
[170]	eval-auc:0.694629	train-auc:0.872652
[171]	eval-auc:0.694612	train-auc:0.872935
[172]	eval-auc:0.694157	train-auc:0.872943
[173]	eval-auc:0.694179	train-auc:0.872666
[174]	eval-auc:0.695274	train-auc:0.87406
[175]	eval-auc:0.696031	train-auc:0.874909
[176]	eval-auc:0.696359	train-auc:0.875285
[177]	eval-auc:0.696425	train-auc:0.875444
[178]	eval-auc:0.695906	train-auc:0.876161
[179]	eval-auc:0.696794	train-auc:0.876802
[180]	eval-auc:0.696474	train-auc:0.877548
[181]	eval-auc:0.696199	train-auc:0.878006
[182]	eval-auc:0.693933	train-auc:0.878877
[183]	eval-auc:0.69313	train-auc:0.878956
[184]	eval-auc:0.689779	train-auc:0.879329
[185]	eval-auc:0.688177	train-auc:0.879599
[186]	eval-auc:0.688731	train-auc:0.880462
[187]	eval-auc:0.688034	train-auc:0.881217
[188]	eval-auc:0.688172	train-auc:0.881846
[189]	eval-auc:0.686793	train-auc:0.88216
[190]	eval-auc:0.685882	train-auc:0.882075
[191]	eval-auc:0.686928	train-auc:0.882215
[192]	eval-auc:0.687859	train-auc:0.882838
[193]	eval-auc:0.688171	train-auc:0.882808
[194]	eval-auc:0.687359	train-auc:0.882978
[195]	eval-auc:0.68703	train-auc:0.882901
[196]	eval-auc:0.68737	train-auc:0.883607
[197]	eval-auc:0.68798	train-auc:0.883368
[198]	eval-auc:0.688219	train-auc:0.884136
[199]	eval-auc:0.687518	train-auc:0.884618
[200]	eval-auc:0.687446	train-auc:0.88482
[201]	eval-auc:0.687769	train-auc:0.885038
[202]	eval-auc:0.688643	train-auc:0.88591
[203]	eval-auc:0.689022	train-auc:0.88619
[204]	eval-auc:0.688995	train-auc:0.886381
[205]	eval-auc:0.688845	train-auc:0.887673
[206]	eval-auc:0.687728	train-auc:0.887772
[207]	eval-auc:0.686202	train-auc:0.887863
[208]	eval-auc:0.685865	train-auc:0.888123
[209]	eval-auc:0.685529	train-auc:0.888056
[210]	eval-auc:0.685559	train-auc:0.888584
[211]	eval-auc:0.684641	train-auc:0.887533
[212]	eval-auc:0.682815	train-auc:0.888616
[213]	eval-auc:0.682413	train-auc:0.888653
[214]	eval-auc:0.682326	train-auc:0.88894
[215]	eval-auc:0.682412	train-auc:0.889678
[216]	eval-auc:0.682923	train-auc:0.889684
[217]	eval-auc:0.684717	train-auc:0.889045
[218]	eval-auc:0.685712	train-auc:0.890554
[219]	eval-auc:0.685246	train-auc:0.891084
[220]	eval-auc:0.686391	train-auc:0.89232
[221]	eval-auc:0.686179	train-auc:0.892956
[222]	eval-auc:0.686076	train-auc:0.893107
[223]	eval-auc:0.685885	train-auc:0.892639
[224]	eval-auc:0.685757	train-auc:0.892987
[225]	eval-auc:0.685655	train-auc:0.892356
[226]	eval-auc:0.687536	train-auc:0.892836
[227]	eval-auc:0.686509	train-auc:0.894046
[228]	eval-auc:0.685946	train-auc:0.894861
[229]	eval-auc:0.686112	train-auc:0.894854
[230]	eval-auc:0.686321	train-auc:0.895529
[231]	eval-auc:0.68605	train-auc:0.895273
[232]	eval-auc:0.685996	train-auc:0.895286
[233]	eval-auc:0.686418	train-auc:0.896265
[234]	eval-auc:0.686601	train-auc:0.89614
[235]	eval-auc:0.686199	train-auc:0.89617
[236]	eval-auc:0.686257	train-auc:0.896756
[237]	eval-auc:0.686243	train-auc:0.897127
[238]	eval-auc:0.68476	train-auc:0.898077
[239]	eval-auc:0.685279	train-auc:0.897522
[240]	eval-auc:0.684346	train-auc:0.898083
[241]	eval-auc:0.681728	train-auc:0.898007
[242]	eval-auc:0.683132	train-auc:0.898463
[243]	eval-auc:0.684533	train-auc:0.898692
[244]	eval-auc:0.685049	train-auc:0.899189
[245]	eval-auc:0.685119	train-auc:0.899303
[246]	eval-auc:0.684266	train-auc:0.899551
[247]	eval-auc:0.684012	train-auc:0.900093
[248]	eval-auc:0.682547	train-auc:0.900323
[249]	eval-auc:0.684102	train-auc:0.898955
[250]	eval-auc:0.683453	train-auc:0.899683
[251]	eval-auc:0.683709	train-auc:0.900841
[252]	eval-auc:0.685087	train-auc:0.900928
[253]	eval-auc:0.683804	train-auc:0.900383
[254]	eval-auc:0.683356	train-auc:0.900432
[255]	eval-auc:0.683336	train-auc:0.900761
[256]	eval-auc:0.681912	train-auc:0.90086
[257]	eval-auc:0.681923	train-auc:0.901116
[258]	eval-auc:0.682949	train-auc:0.901581
[259]	eval-auc:0.683351	train-auc:0.901924
[260]	eval-auc:0.683663	train-auc:0.902393
[261]	eval-auc:0.682815	train-auc:0.90276
[262]	eval-auc:0.68176	train-auc:0.903462
[263]	eval-auc:0.681323	train-auc:0.903861
[264]	eval-auc:0.681995	train-auc:0.90451
[265]	eval-auc:0.680964	train-auc:0.904771
[266]	eval-auc:0.677714	train-auc:0.904706
[267]	eval-auc:0.677059	train-auc:0.905245
	Score 0.677059350217447


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.55, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 8, 'min_child_weight': 1.0, 'n_estimators': 221.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.521261	train-auc:0.690625
[1]	eval-auc:0.604689	train-auc:0.850517
[2]	eval-auc:0.585891	train-auc:0.859959
[3]	eval-auc:0.596877	train-auc:0.897184
[4]	eval-auc:0.617954	train-auc:0.909196
[5]	eval-auc:0.625937	train-auc:0.936171
[6]	eval-auc:0.633018	train-auc:0.942026
[7]	eval-auc:0.629858	train-auc:0.945063
[8]	eval-auc:0.64128	train-auc:0.955191
[9]	eval-auc:0.641876	train-auc:0.963052
[10]	eval-auc:0.642473	train-auc:0.969966
[11]	eval-auc:0.643236	train-auc:0.972231
[12]	eval-auc:0.646599	train-auc:0.976015
[13]	eval-auc:0.647976	train-auc:0.978305
[14]	eval-auc:0.647072	train-auc:0.981659
[15]	eval-auc:0.645924	train-auc:0.984524
[16]	eval-auc:0.644538	train-auc:0.985678
[17]	eval-auc:0.654272	train-auc:0.98792
[18]	eval-auc:0.653085	train-auc:0.988523
[19]	eval-auc:0.659248	train-auc:0.990136
[20]	eval-auc:0.657134	train-auc:0.991286
[21]	eval-auc:0.658444	train-auc:0.992311
[22]	eval-auc:0.661497	train-auc:0.993292
[23]	eval-auc:0.65989	train-auc:0.994454
[24]	eval-auc:0.66021	train-auc:0.995514
[25]	eval-auc:0.659015	train-auc:0.995997
[26]	eval-auc:0.662098	train-auc:0.996485
[27]	eval-auc:0.659714	train-auc:0.996715
[28]	eval-auc:0.66067	train-auc:0.997469
[29]	eval-auc:0.661278	train-auc:0.997661
[30]	eval-auc:0.659572	train-auc:0.99815
[31]	eval-auc:0.659683	train-auc:0.998304
[32]	eval-auc:0.657919	train-auc:0.998451
[33]	eval-auc:0.659449	train-auc:0.998484
[34]	eval-auc:0.658165	train-auc:0.998705
[35]	eval-auc:0.660452	train-auc:0.998805
[36]	eval-auc:0.660343	train-auc:0.998891
[37]	eval-auc:0.659019	train-auc:0.998945
[38]	eval-auc:0.660064	train-auc:0.999076
[39]	eval-auc:0.659138	train-auc:0.999142
[40]	eval-auc:0.660694	train-auc:0.999198
[41]	eval-auc:0.660624	train-auc:0.999213
[42]	eval-auc:0.66095	train-auc:0.999213
[43]	eval-auc:0.659744	train-auc:0.999276
[44]	eval-auc:0.65878	train-auc:0.999379
[45]	eval-auc:0.658622	train-auc:0.999493
[46]	eval-auc:0.658621	train-auc:0.9995
[47]	eval-auc:0.659866	train-auc:0.999581
[48]	eval-auc:0.659514	train-auc:0.999652
[49]	eval-auc:0.65974	train-auc:0.999654
[50]	eval-auc:0.660497	train-auc:0.999714
[51]	eval-auc:0.660611	train-auc:0.99971
[52]	eval-auc:0.660384	train-auc:0.99974
[53]	eval-auc:0.660104	train-auc:0.999768
[54]	eval-auc:0.658229	train-auc:0.999818
[55]	eval-auc:0.656773	train-auc:0.999886
[56]	eval-auc:0.657556	train-auc:0.999915
[57]	eval-auc:0.658971	train-auc:0.999939
[58]	eval-auc:0.658838	train-auc:0.999943
[59]	eval-auc:0.658695	train-auc:0.999947
[60]	eval-auc:0.657909	train-auc:0.999954
[61]	eval-auc:0.65748	train-auc:0.999955
[62]	eval-auc:0.657098	train-auc:0.999957
[63]	eval-auc:0.658445	train-auc:0.999965
[64]	eval-auc:0.658567	train-auc:0.999964
[65]	eval-auc:0.658567	train-auc:0.999964
[66]	eval-auc:0.658477	train-auc:0.999966
[67]	eval-auc:0.658601	train-auc:0.999974
[68]	eval-auc:0.658438	train-auc:0.999983
[69]	eval-auc:0.657634	train-auc:0.999983
[70]	eval-auc:0.662877	train-auc:0.999985
[71]	eval-auc:0.662913	train-auc:0.99999
[72]	eval-auc:0.662606	train-auc:0.999987
[73]	eval-auc:0.661442	train-auc:0.999992
[74]	eval-auc:0.661412	train-auc:0.999996
[75]	eval-auc:0.661329	train-auc:0.999996
[76]	eval-auc:0.661247	train-auc:0.999999
[77]	eval-auc:0.661424	train-auc:0.999998
[78]	eval-auc:0.661348	train-auc:0.999997
[79]	eval-auc:0.660821	train-auc:0.999998
[80]	eval-auc:0.661103	train-auc:0.999998
[81]	eval-auc:0.660113	train-auc:0.999998
[82]	eval-auc:0.660127	train-auc:0.999998
[83]	eval-auc:0.658992	train-auc:0.999997
[84]	eval-auc:0.658619	train-auc:0.999997
[85]	eval-auc:0.657727	train-auc:0.999998
[86]	eval-auc:0.658089	train-auc:0.999997
[87]	eval-auc:0.659924	train-auc:0.999999
[88]	eval-auc:0.659703	train-auc:0.999999
[89]	eval-auc:0.660286	train-auc:0.999999
[90]	eval-auc:0.660219	train-auc:0.999999
[91]	eval-auc:0.659289	train-auc:1
[92]	eval-auc:0.659511	train-auc:1
[93]	eval-auc:0.659146	train-auc:1
[94]	eval-auc:0.657602	train-auc:1
[95]	eval-auc:0.661001	train-auc:1
[96]	eval-auc:0.661112	train-auc:1
[97]	eval-auc:0.660955	train-auc:1
[98]	eval-auc:0.660809	train-auc:1
[99]	eval-auc:0.659691	train-auc:1
[100]	eval-auc:0.659854	train-auc:1
[101]	eval-auc:0.659559	train-auc:1
[102]	eval-auc:0.66009	train-auc:1
[103]	eval-auc:0.660934	train-auc:1
[104]	eval-auc:0.661322	train-auc:1
[105]	eval-auc:0.660378	train-auc:1
[106]	eval-auc:0.660388	train-auc:1
[107]	eval-auc:0.66027	train-auc:1
[108]	eval-auc:0.659517	train-auc:1
[109]	eval-auc:0.661381	train-auc:1
[110]	eval-auc:0.663349	train-auc:1
[111]	eval-auc:0.662493	train-auc:1
[112]	eval-auc:0.662947	train-auc:1
[113]	eval-auc:0.662484	train-auc:1
[114]	eval-auc:0.662211	train-auc:1
[115]	eval-auc:0.662229	train-auc:1
[116]	eval-auc:0.663154	train-auc:1
[117]	eval-auc:0.66303	train-auc:1
[118]	eval-auc:0.663075	train-auc:1
[119]	eval-auc:0.663192	train-auc:1
[120]	eval-auc:0.662878	train-auc:1
[121]	eval-auc:0.664101	train-auc:1
[122]	eval-auc:0.66296	train-auc:1
[123]	eval-auc:0.662077	train-auc:1
[124]	eval-auc:0.662109	train-auc:1
[125]	eval-auc:0.660653	train-auc:1
[126]	eval-auc:0.660617	train-auc:1
[127]	eval-auc:0.661346	train-auc:1
[128]	eval-auc:0.660927	train-auc:1
[129]	eval-auc:0.660894	train-auc:1
[130]	eval-auc:0.660952	train-auc:1
[131]	eval-auc:0.660535	train-auc:1
[132]	eval-auc:0.659682	train-auc:1
[133]	eval-auc:0.660235	train-auc:1
[134]	eval-auc:0.659728	train-auc:1
[135]	eval-auc:0.660273	train-auc:1
[136]	eval-auc:0.6603	train-auc:1
[137]	eval-auc:0.659741	train-auc:1
[138]	eval-auc:0.660203	train-auc:1
[139]	eval-auc:0.660195	train-auc:1
[140]	eval-auc:0.659792	train-auc:1
[141]	eval-auc:0.659684	train-auc:1
[142]	eval-auc:0.65909	train-auc:1
[143]	eval-auc:0.65909	train-auc:1
[144]	eval-auc:0.659137	train-auc:1
[145]	eval-auc:0.659715	train-auc:1
[146]	eval-auc:0.659534	train-auc:1
[147]	eval-auc:0.659508	train-auc:1
[148]	eval-auc:0.659598	train-auc:1
[149]	eval-auc:0.659074	train-auc:1
[150]	eval-auc:0.659114	train-auc:1
[151]	eval-auc:0.659214	train-auc:1
[152]	eval-auc:0.659437	train-auc:1
[153]	eval-auc:0.659592	train-auc:1
[154]	eval-auc:0.659336	train-auc:1
[155]	eval-auc:0.659959	train-auc:1
[156]	eval-auc:0.659936	train-auc:1
[157]	eval-auc:0.659926	train-auc:1
[158]	eval-auc:0.659968	train-auc:1
[159]	eval-auc:0.660095	train-auc:1
[160]	eval-auc:0.660251	train-auc:1
[161]	eval-auc:0.65975	train-auc:1
[162]	eval-auc:0.659426	train-auc:1
[163]	eval-auc:0.658365	train-auc:1
[164]	eval-auc:0.658439	train-auc:1
[165]	eval-auc:0.65866	train-auc:1
[166]	eval-auc:0.658528	train-auc:1
[167]	eval-auc:0.658374	train-auc:1
[168]	eval-auc:0.658129	train-auc:1
[169]	eval-auc:0.658724	train-auc:1
[170]	eval-auc:0.658482	train-auc:1
[171]	eval-auc:0.658817	train-auc:1
[172]	eval-auc:0.65891	train-auc:1
[173]	eval-auc:0.658483	train-auc:1
[174]	eval-auc:0.658254	train-auc:1
[175]	eval-auc:0.658165	train-auc:1
[176]	eval-auc:0.658095	train-auc:1
[177]	eval-auc:0.658275	train-auc:1
[178]	eval-auc:0.658397	train-auc:1
[179]	eval-auc:0.658336	train-auc:1
[180]	eval-auc:0.658258	train-auc:1
[181]	eval-auc:0.658841	train-auc:1
[182]	eval-auc:0.659	train-auc:1
[183]	eval-auc:0.659179	train-auc:1
[184]	eval-auc:0.658726	train-auc:1
[185]	eval-auc:0.658765	train-auc:1
[186]	eval-auc:0.659679	train-auc:1
[187]	eval-auc:0.659542	train-auc:1
[188]	eval-auc:0.659679	train-auc:1
[189]	eval-auc:0.659988	train-auc:1
[190]	eval-auc:0.661243	train-auc:1
[191]	eval-auc:0.661243	train-auc:1
[192]	eval-auc:0.660915	train-auc:1
[193]	eval-auc:0.661375	train-auc:1
[194]	eval-auc:0.661215	train-auc:1
[195]	eval-auc:0.660955	train-auc:1
[196]	eval-auc:0.660909	train-auc:1
[197]	eval-auc:0.660694	train-auc:1
[198]	eval-auc:0.660407	train-auc:1
[199]	eval-auc:0.660533	train-auc:1
[200]	eval-auc:0.660562	train-auc:1
[201]	eval-auc:0.660562	train-auc:1
[202]	eval-auc:0.660197	train-auc:1
[203]	eval-auc:0.660647	train-auc:1
[204]	eval-auc:0.660647	train-auc:1
[205]	eval-auc:0.66021	train-auc:1
[206]	eval-auc:0.660152	train-auc:1
[207]	eval-auc:0.660152	train-auc:1
[208]	eval-auc:0.660596	train-auc:1
[209]	eval-auc:0.66083	train-auc:1
[210]	eval-auc:0.660513	train-auc:1
[211]	eval-auc:0.660513	train-auc:1
[212]	eval-auc:0.65983	train-auc:1
[213]	eval-auc:0.66002	train-auc:1
[214]	eval-auc:0.659954	train-auc:1
[215]	eval-auc:0.659982	train-auc:1
[216]	eval-auc:0.659982	train-auc:1
[217]	eval-auc:0.6605	train-auc:1
[218]	eval-auc:0.66095	train-auc:1
[219]	eval-auc:0.660567	train-auc:1
[220]	eval-auc:0.660079	train-auc:1
	Score 0.6600793041698645


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 9, 'min_child_weight': 6.0, 'n_estimators': 319.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.690471	train-auc:0.851757
[1]	eval-auc:0.678909	train-auc:0.892054
[2]	eval-auc:0.682703	train-auc:0.91356
[3]	eval-auc:0.690555	train-auc:0.93619
[4]	eval-auc:0.688736	train-auc:0.943559
[5]	eval-auc:0.686622	train-auc:0.955149
[6]	eval-auc:0.68869	train-auc:0.960428
[7]	eval-auc:0.694347	train-auc:0.965876
[8]	eval-auc:0.694805	train-auc:0.969499
[9]	eval-auc:0.697062	train-auc:0.974813
[10]	eval-auc:0.697069	train-auc:0.978412
[11]	eval-auc:0.69505	train-auc:0.981245
[12]	eval-auc:0.695545	train-auc:0.982574
[13]	eval-auc:0.696901	train-auc:0.985153
[14]	eval-auc:0.697432	train-auc:0.987273
[15]	eval-auc:0.698926	train-auc:0.988178
[16]	eval-auc:0.702119	train-auc:0.989777
[17]	eval-auc:0.701346	train-auc:0.990727
[18]	eval-auc:0.702288	train-auc:0.9915
[19]	eval-auc:0.701492	train-auc:0.992156
[20]	eval-auc:0.702733	train-auc:0.992946
[21]	eval-auc:0.702087	train-auc:0.993529
[22]	eval-auc:0.702305	train-auc:0.993885
[23]	eval-auc:0.703374	train-auc:0.994932
[24]	eval-auc:0.703511	train-auc:0.995434
[25]	eval-auc:0.701432	train-auc:0.995763
[26]	eval-auc:0.700937	train-auc:0.996205
[27]	eval-auc:0.700283	train-auc:0.996354
[28]	eval-auc:0.700771	train-auc:0.996628
[29]	eval-auc:0.699859	train-auc:0.997068
[30]	eval-auc:0.701224	train-auc:0.997341
[31]	eval-auc:0.699937	train-auc:0.997379
[32]	eval-auc:0.699491	train-auc:0.997636
[33]	eval-auc:0.698999	train-auc:0.997865
[34]	eval-auc:0.700822	train-auc:0.99797
[35]	eval-auc:0.699932	train-auc:0.998012
[36]	eval-auc:0.698903	train-auc:0.998195
[37]	eval-auc:0.699217	train-auc:0.998185
[38]	eval-auc:0.699267	train-auc:0.998481
[39]	eval-auc:0.698624	train-auc:0.998707
[40]	eval-auc:0.697766	train-auc:0.998803
[41]	eval-auc:0.698711	train-auc:0.998949
[42]	eval-auc:0.699165	train-auc:0.99901
[43]	eval-auc:0.699849	train-auc:0.999072
[44]	eval-auc:0.699488	train-auc:0.999022
[45]	eval-auc:0.701093	train-auc:0.999029
[46]	eval-auc:0.701236	train-auc:0.999206
[47]	eval-auc:0.700776	train-auc:0.999257
[48]	eval-auc:0.700366	train-auc:0.999303
[49]	eval-auc:0.700832	train-auc:0.999321
[50]	eval-auc:0.699769	train-auc:0.999373
[51]	eval-auc:0.698553	train-auc:0.999409
[52]	eval-auc:0.699393	train-auc:0.999463
[53]	eval-auc:0.700007	train-auc:0.999498
[54]	eval-auc:0.701271	train-auc:0.999571
[55]	eval-auc:0.70236	train-auc:0.999589
[56]	eval-auc:0.701729	train-auc:0.999589
[57]	eval-auc:0.701467	train-auc:0.999587
[58]	eval-auc:0.700293	train-auc:0.999589
[59]	eval-auc:0.700374	train-auc:0.9996
[60]	eval-auc:0.699923	train-auc:0.999603
[61]	eval-auc:0.699113	train-auc:0.999714
[62]	eval-auc:0.699157	train-auc:0.999725
[63]	eval-auc:0.698557	train-auc:0.999757
[64]	eval-auc:0.698076	train-auc:0.999762
[65]	eval-auc:0.698279	train-auc:0.999761
[66]	eval-auc:0.697345	train-auc:0.99977
[67]	eval-auc:0.697481	train-auc:0.999819
[68]	eval-auc:0.697852	train-auc:0.999835
[69]	eval-auc:0.697875	train-auc:0.999837
[70]	eval-auc:0.698166	train-auc:0.999838
[71]	eval-auc:0.698169	train-auc:0.999866
[72]	eval-auc:0.698551	train-auc:0.999875
[73]	eval-auc:0.69874	train-auc:0.999879
[74]	eval-auc:0.699004	train-auc:0.9999
[75]	eval-auc:0.699798	train-auc:0.999922
[76]	eval-auc:0.699731	train-auc:0.999923
[77]	eval-auc:0.69994	train-auc:0.999925
[78]	eval-auc:0.700138	train-auc:0.999927
[79]	eval-auc:0.70008	train-auc:0.999927
[80]	eval-auc:0.699369	train-auc:0.999933
[81]	eval-auc:0.700275	train-auc:0.999943
[82]	eval-auc:0.700062	train-auc:0.999943
[83]	eval-auc:0.70024	train-auc:0.999943
[84]	eval-auc:0.700255	train-auc:0.999942
[85]	eval-auc:0.700642	train-auc:0.999947
[86]	eval-auc:0.700481	train-auc:0.99995
[87]	eval-auc:0.700755	train-auc:0.999963
[88]	eval-auc:0.700954	train-auc:0.999968
[89]	eval-auc:0.701248	train-auc:0.99997
[90]	eval-auc:0.701355	train-auc:0.999971
[91]	eval-auc:0.701318	train-auc:0.999971
[92]	eval-auc:0.70054	train-auc:0.999979
[93]	eval-auc:0.700662	train-auc:0.99998
[94]	eval-auc:0.700478	train-auc:0.99998
[95]	eval-auc:0.700586	train-auc:0.999986
[96]	eval-auc:0.701332	train-auc:0.999987
[97]	eval-auc:0.701295	train-auc:0.999988
[98]	eval-auc:0.701279	train-auc:0.999988
[99]	eval-auc:0.701861	train-auc:0.999989
[100]	eval-auc:0.701912	train-auc:0.99999
[101]	eval-auc:0.702157	train-auc:0.999991
[102]	eval-auc:0.701866	train-auc:0.999991
[103]	eval-auc:0.701521	train-auc:0.999988
[104]	eval-auc:0.702279	train-auc:0.999989
[105]	eval-auc:0.702248	train-auc:0.999989
[106]	eval-auc:0.702357	train-auc:0.999991
[107]	eval-auc:0.702254	train-auc:0.999992
[108]	eval-auc:0.701204	train-auc:0.999995
[109]	eval-auc:0.700985	train-auc:0.999995
[110]	eval-auc:0.70091	train-auc:0.999995
[111]	eval-auc:0.70049	train-auc:0.999996
[112]	eval-auc:0.700205	train-auc:0.999996
[113]	eval-auc:0.700121	train-auc:0.999996
[114]	eval-auc:0.700627	train-auc:0.999996
[115]	eval-auc:0.70052	train-auc:0.999996
[116]	eval-auc:0.70061	train-auc:0.999996
[117]	eval-auc:0.700774	train-auc:0.999996
[118]	eval-auc:0.700397	train-auc:0.999997
[119]	eval-auc:0.700758	train-auc:0.999999
[120]	eval-auc:0.701292	train-auc:0.999999
[121]	eval-auc:0.701597	train-auc:0.999999
[122]	eval-auc:0.701368	train-auc:0.999998
[123]	eval-auc:0.700782	train-auc:0.999998
[124]	eval-auc:0.70079	train-auc:0.999998
[125]	eval-auc:0.700755	train-auc:0.999998
[126]	eval-auc:0.701003	train-auc:0.999998
[127]	eval-auc:0.701105	train-auc:0.999999
[128]	eval-auc:0.701406	train-auc:0.999999
[129]	eval-auc:0.701169	train-auc:0.999999
[130]	eval-auc:0.701157	train-auc:0.999999
[131]	eval-auc:0.701237	train-auc:0.999999
[132]	eval-auc:0.701001	train-auc:0.999999
[133]	eval-auc:0.700755	train-auc:0.999999
[134]	eval-auc:0.700768	train-auc:0.999999
[135]	eval-auc:0.700307	train-auc:1
[136]	eval-auc:0.700088	train-auc:1
[137]	eval-auc:0.700235	train-auc:0.999999
[138]	eval-auc:0.700503	train-auc:0.999999
[139]	eval-auc:0.700851	train-auc:1
[140]	eval-auc:0.700934	train-auc:1
[141]	eval-auc:0.700325	train-auc:1
[142]	eval-auc:0.699995	train-auc:1
[143]	eval-auc:0.700545	train-auc:1
[144]	eval-auc:0.700776	train-auc:1
[145]	eval-auc:0.700791	train-auc:1
[146]	eval-auc:0.699905	train-auc:1
[147]	eval-auc:0.699561	train-auc:1
[148]	eval-auc:0.699859	train-auc:1
[149]	eval-auc:0.699678	train-auc:0.999999
[150]	eval-auc:0.69953	train-auc:0.999999
[151]	eval-auc:0.699529	train-auc:0.999999
[152]	eval-auc:0.699139	train-auc:1
[153]	eval-auc:0.699482	train-auc:0.999999
[154]	eval-auc:0.700411	train-auc:0.999999
[155]	eval-auc:0.70066	train-auc:1
[156]	eval-auc:0.700784	train-auc:0.999999
[157]	eval-auc:0.700774	train-auc:0.999999
[158]	eval-auc:0.700653	train-auc:0.999999
[159]	eval-auc:0.701096	train-auc:0.999999
[160]	eval-auc:0.701155	train-auc:0.999999
[161]	eval-auc:0.700884	train-auc:0.999999
[162]	eval-auc:0.700587	train-auc:0.999999
[163]	eval-auc:0.700365	train-auc:0.999999
[164]	eval-auc:0.700342	train-auc:0.999999
[165]	eval-auc:0.700126	train-auc:1
[166]	eval-auc:0.700197	train-auc:1
[167]	eval-auc:0.699302	train-auc:1
[168]	eval-auc:0.698993	train-auc:1
[169]	eval-auc:0.698746	train-auc:1
[170]	eval-auc:0.698618	train-auc:1
[171]	eval-auc:0.698538	train-auc:1
[172]	eval-auc:0.698602	train-auc:1
[173]	eval-auc:0.698387	train-auc:1
[174]	eval-auc:0.698379	train-auc:1
[175]	eval-auc:0.698562	train-auc:1
[176]	eval-auc:0.69886	train-auc:1
[177]	eval-auc:0.698681	train-auc:1
[178]	eval-auc:0.698707	train-auc:1
[179]	eval-auc:0.698527	train-auc:1
[180]	eval-auc:0.698519	train-auc:1
[181]	eval-auc:0.698393	train-auc:1
[182]	eval-auc:0.698097	train-auc:1
[183]	eval-auc:0.698032	train-auc:1
[184]	eval-auc:0.69804	train-auc:1
[185]	eval-auc:0.69744	train-auc:1
[186]	eval-auc:0.696977	train-auc:1
[187]	eval-auc:0.696747	train-auc:1
[188]	eval-auc:0.696196	train-auc:1
[189]	eval-auc:0.696366	train-auc:1
[190]	eval-auc:0.696573	train-auc:1
[191]	eval-auc:0.696689	train-auc:1
[192]	eval-auc:0.696369	train-auc:1
[193]	eval-auc:0.696133	train-auc:1
[194]	eval-auc:0.695678	train-auc:1
[195]	eval-auc:0.695319	train-auc:1
[196]	eval-auc:0.694848	train-auc:1
[197]	eval-auc:0.694469	train-auc:1
[198]	eval-auc:0.695025	train-auc:1
[199]	eval-auc:0.69491	train-auc:1
[200]	eval-auc:0.694897	train-auc:1
[201]	eval-auc:0.694912	train-auc:1
[202]	eval-auc:0.694734	train-auc:1
[203]	eval-auc:0.694647	train-auc:1
[204]	eval-auc:0.694616	train-auc:1
[205]	eval-auc:0.694315	train-auc:1
[206]	eval-auc:0.694531	train-auc:1
[207]	eval-auc:0.694601	train-auc:1
[208]	eval-auc:0.694478	train-auc:1
[209]	eval-auc:0.694717	train-auc:1
[210]	eval-auc:0.695329	train-auc:1
[211]	eval-auc:0.695425	train-auc:1
[212]	eval-auc:0.695515	train-auc:1
[213]	eval-auc:0.695501	train-auc:1
[214]	eval-auc:0.69551	train-auc:1
[215]	eval-auc:0.695125	train-auc:1
[216]	eval-auc:0.695312	train-auc:1
[217]	eval-auc:0.695011	train-auc:1
[218]	eval-auc:0.694959	train-auc:1
[219]	eval-auc:0.694524	train-auc:1
[220]	eval-auc:0.694709	train-auc:1
[221]	eval-auc:0.694888	train-auc:1
[222]	eval-auc:0.694789	train-auc:1
[223]	eval-auc:0.694967	train-auc:1
[224]	eval-auc:0.694877	train-auc:1
[225]	eval-auc:0.694947	train-auc:1
[226]	eval-auc:0.695017	train-auc:1
[227]	eval-auc:0.69431	train-auc:1
[228]	eval-auc:0.69447	train-auc:1
[229]	eval-auc:0.694368	train-auc:1
[230]	eval-auc:0.694313	train-auc:1
[231]	eval-auc:0.694246	train-auc:1
[232]	eval-auc:0.694138	train-auc:1
[233]	eval-auc:0.694388	train-auc:1
[234]	eval-auc:0.694245	train-auc:1
[235]	eval-auc:0.694403	train-auc:1
[236]	eval-auc:0.694987	train-auc:1
[237]	eval-auc:0.695262	train-auc:1
[238]	eval-auc:0.695259	train-auc:1
[239]	eval-auc:0.695017	train-auc:1
[240]	eval-auc:0.695463	train-auc:1
[241]	eval-auc:0.695	train-auc:1
[242]	eval-auc:0.694626	train-auc:1
[243]	eval-auc:0.694475	train-auc:1
[244]	eval-auc:0.694358	train-auc:1
[245]	eval-auc:0.694085	train-auc:1
[246]	eval-auc:0.694017	train-auc:1
[247]	eval-auc:0.694006	train-auc:1
[248]	eval-auc:0.694023	train-auc:1
[249]	eval-auc:0.69402	train-auc:1
[250]	eval-auc:0.693974	train-auc:1
[251]	eval-auc:0.693382	train-auc:1
[252]	eval-auc:0.693344	train-auc:1
[253]	eval-auc:0.693216	train-auc:1
[254]	eval-auc:0.693225	train-auc:1
[255]	eval-auc:0.693234	train-auc:1
[256]	eval-auc:0.693392	train-auc:1
[257]	eval-auc:0.693604	train-auc:1
[258]	eval-auc:0.693552	train-auc:1
[259]	eval-auc:0.693535	train-auc:1
[260]	eval-auc:0.69379	train-auc:1
[261]	eval-auc:0.69379	train-auc:1
[262]	eval-auc:0.693688	train-auc:1
[263]	eval-auc:0.693514	train-auc:1
[264]	eval-auc:0.693624	train-auc:1
[265]	eval-auc:0.693514	train-auc:1
[266]	eval-auc:0.693618	train-auc:1
[267]	eval-auc:0.693712	train-auc:1
[268]	eval-auc:0.693778	train-auc:1
[269]	eval-auc:0.694114	train-auc:1
[270]	eval-auc:0.694117	train-auc:1
[271]	eval-auc:0.694158	train-auc:1
[272]	eval-auc:0.694027	train-auc:1
[273]	eval-auc:0.694215	train-auc:1
[274]	eval-auc:0.694245	train-auc:1
[275]	eval-auc:0.694323	train-auc:1
[276]	eval-auc:0.694856	train-auc:1
[277]	eval-auc:0.695128	train-auc:1
[278]	eval-auc:0.694483	train-auc:1
[279]	eval-auc:0.694359	train-auc:1
[280]	eval-auc:0.69419	train-auc:1
[281]	eval-auc:0.694094	train-auc:1
[282]	eval-auc:0.693828	train-auc:1
[283]	eval-auc:0.69349	train-auc:1
[284]	eval-auc:0.693767	train-auc:1
[285]	eval-auc:0.693718	train-auc:1
[286]	eval-auc:0.693896	train-auc:1
[287]	eval-auc:0.693968	train-auc:1
[288]	eval-auc:0.693978	train-auc:1
[289]	eval-auc:0.6943	train-auc:1
[290]	eval-auc:0.69423	train-auc:1
[291]	eval-auc:0.69428	train-auc:1
[292]	eval-auc:0.69419	train-auc:1
[293]	eval-auc:0.694204	train-auc:1
[294]	eval-auc:0.694355	train-auc:1
[295]	eval-auc:0.694463	train-auc:1
[296]	eval-auc:0.694578	train-auc:1
[297]	eval-auc:0.694673	train-auc:1
[298]	eval-auc:0.694687	train-auc:1
[299]	eval-auc:0.694671	train-auc:1
[300]	eval-auc:0.694661	train-auc:1
[301]	eval-auc:0.694298	train-auc:1
[302]	eval-auc:0.694243	train-auc:1
[303]	eval-auc:0.694658	train-auc:1
[304]	eval-auc:0.694414	train-auc:1
[305]	eval-auc:0.694297	train-auc:1
[306]	eval-auc:0.694515	train-auc:1
[307]	eval-auc:0.694361	train-auc:1
[308]	eval-auc:0.694399	train-auc:1
[309]	eval-auc:0.694455	train-auc:1
[310]	eval-auc:0.694583	train-auc:1
[311]	eval-auc:0.694696	train-auc:1
[312]	eval-auc:0.695058	train-auc:1
[313]	eval-auc:0.694921	train-auc:1
[314]	eval-auc:0.694921	train-auc:1
[315]	eval-auc:0.695124	train-auc:1
[316]	eval-auc:0.695241	train-auc:1
[317]	eval-auc:0.695312	train-auc:1
[318]	eval-auc:0.695354	train-auc:1
	Score 0.6953535187418534


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 7, 'min_child_weight': 4.0, 'n_estimators': 472.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.644922	train-auc:0.745879
[1]	eval-auc:0.647537	train-auc:0.805692
[2]	eval-auc:0.647228	train-auc:0.848822
[3]	eval-auc:0.656572	train-auc:0.864334
[4]	eval-auc:0.681312	train-auc:0.899716
[5]	eval-auc:0.679179	train-auc:0.913145
[6]	eval-auc:0.681278	train-auc:0.91895
[7]	eval-auc:0.680099	train-auc:0.920238
[8]	eval-auc:0.685711	train-auc:0.936383
[9]	eval-auc:0.692626	train-auc:0.945133
[10]	eval-auc:0.688906	train-auc:0.953099
[11]	eval-auc:0.686455	train-auc:0.9571
[12]	eval-auc:0.683977	train-auc:0.962026
[13]	eval-auc:0.684069	train-auc:0.963048
[14]	eval-auc:0.683695	train-auc:0.964602
[15]	eval-auc:0.682604	train-auc:0.965992
[16]	eval-auc:0.681862	train-auc:0.969302
[17]	eval-auc:0.68811	train-auc:0.973346
[18]	eval-auc:0.686079	train-auc:0.975752
[19]	eval-auc:0.688737	train-auc:0.97781
[20]	eval-auc:0.687447	train-auc:0.980006
[21]	eval-auc:0.690385	train-auc:0.982486
[22]	eval-auc:0.685986	train-auc:0.983537
[23]	eval-auc:0.689797	train-auc:0.985794
[24]	eval-auc:0.690766	train-auc:0.986524
[25]	eval-auc:0.689663	train-auc:0.986788
[26]	eval-auc:0.689633	train-auc:0.988844
[27]	eval-auc:0.689421	train-auc:0.989318
[28]	eval-auc:0.688146	train-auc:0.990069
[29]	eval-auc:0.688865	train-auc:0.990605
[30]	eval-auc:0.686511	train-auc:0.991396
[31]	eval-auc:0.685923	train-auc:0.992482
[32]	eval-auc:0.685192	train-auc:0.992789
[33]	eval-auc:0.684956	train-auc:0.993262
[34]	eval-auc:0.684324	train-auc:0.993438
[35]	eval-auc:0.68423	train-auc:0.993724
[36]	eval-auc:0.6843	train-auc:0.994368
[37]	eval-auc:0.683248	train-auc:0.994784
[38]	eval-auc:0.683025	train-auc:0.995591
[39]	eval-auc:0.684291	train-auc:0.995795
[40]	eval-auc:0.684769	train-auc:0.995967
[41]	eval-auc:0.683447	train-auc:0.996285
[42]	eval-auc:0.682753	train-auc:0.996829
[43]	eval-auc:0.682581	train-auc:0.99684
[44]	eval-auc:0.683236	train-auc:0.997102
[45]	eval-auc:0.683991	train-auc:0.997438
[46]	eval-auc:0.68349	train-auc:0.997776
[47]	eval-auc:0.683205	train-auc:0.997918
[48]	eval-auc:0.682218	train-auc:0.998065
[49]	eval-auc:0.681676	train-auc:0.998086
[50]	eval-auc:0.680778	train-auc:0.998316
[51]	eval-auc:0.681559	train-auc:0.998473
[52]	eval-auc:0.683405	train-auc:0.998643
[53]	eval-auc:0.683307	train-auc:0.99872
[54]	eval-auc:0.686104	train-auc:0.998848
[55]	eval-auc:0.68574	train-auc:0.998877
[56]	eval-auc:0.685536	train-auc:0.998938
[57]	eval-auc:0.685788	train-auc:0.99889
[58]	eval-auc:0.685762	train-auc:0.998958
[59]	eval-auc:0.685724	train-auc:0.99915
[60]	eval-auc:0.68537	train-auc:0.999184
[61]	eval-auc:0.684037	train-auc:0.999243
[62]	eval-auc:0.683539	train-auc:0.999252
[63]	eval-auc:0.684439	train-auc:0.999282
[64]	eval-auc:0.684193	train-auc:0.999333
[65]	eval-auc:0.684393	train-auc:0.999375
[66]	eval-auc:0.684959	train-auc:0.999437
[67]	eval-auc:0.68552	train-auc:0.999509
[68]	eval-auc:0.685116	train-auc:0.999526
[69]	eval-auc:0.686141	train-auc:0.999597
[70]	eval-auc:0.687088	train-auc:0.999613
[71]	eval-auc:0.686991	train-auc:0.999624
[72]	eval-auc:0.686599	train-auc:0.999688
[73]	eval-auc:0.686191	train-auc:0.999682
[74]	eval-auc:0.685587	train-auc:0.999693
[75]	eval-auc:0.68571	train-auc:0.999741
[76]	eval-auc:0.685302	train-auc:0.999781
[77]	eval-auc:0.684498	train-auc:0.999783
[78]	eval-auc:0.685596	train-auc:0.999801
[79]	eval-auc:0.686074	train-auc:0.999802
[80]	eval-auc:0.686008	train-auc:0.999794
[81]	eval-auc:0.686063	train-auc:0.999818
[82]	eval-auc:0.685439	train-auc:0.999842
[83]	eval-auc:0.685885	train-auc:0.999845
[84]	eval-auc:0.68689	train-auc:0.999874
[85]	eval-auc:0.685509	train-auc:0.999901
[86]	eval-auc:0.684501	train-auc:0.999892
[87]	eval-auc:0.687709	train-auc:0.999896
[88]	eval-auc:0.687665	train-auc:0.99989
[89]	eval-auc:0.687901	train-auc:0.999893
[90]	eval-auc:0.687149	train-auc:0.999891
[91]	eval-auc:0.686852	train-auc:0.999904
[92]	eval-auc:0.685829	train-auc:0.99993
[93]	eval-auc:0.685174	train-auc:0.999935
[94]	eval-auc:0.684562	train-auc:0.99995
[95]	eval-auc:0.685958	train-auc:0.999955
[96]	eval-auc:0.686308	train-auc:0.999956
[97]	eval-auc:0.686171	train-auc:0.999959
[98]	eval-auc:0.687018	train-auc:0.999973
[99]	eval-auc:0.687071	train-auc:0.999976
[100]	eval-auc:0.686333	train-auc:0.999976
[101]	eval-auc:0.685922	train-auc:0.99998
[102]	eval-auc:0.687009	train-auc:0.999983
[103]	eval-auc:0.688233	train-auc:0.999989
[104]	eval-auc:0.68873	train-auc:0.999991
[105]	eval-auc:0.688649	train-auc:0.999991
[106]	eval-auc:0.688918	train-auc:0.999992
[107]	eval-auc:0.688725	train-auc:0.999992
[108]	eval-auc:0.689792	train-auc:0.999991
[109]	eval-auc:0.689774	train-auc:0.999989
[110]	eval-auc:0.693411	train-auc:0.99999
[111]	eval-auc:0.693959	train-auc:0.999991
[112]	eval-auc:0.693826	train-auc:0.99999
[113]	eval-auc:0.694498	train-auc:0.999995
[114]	eval-auc:0.694278	train-auc:0.999996
[115]	eval-auc:0.694367	train-auc:0.999997
[116]	eval-auc:0.695632	train-auc:0.999998
[117]	eval-auc:0.695947	train-auc:0.999998
[118]	eval-auc:0.695602	train-auc:0.999998
[119]	eval-auc:0.696165	train-auc:0.999997
[120]	eval-auc:0.697252	train-auc:0.999997
[121]	eval-auc:0.697709	train-auc:0.999996
[122]	eval-auc:0.695622	train-auc:0.999998
[123]	eval-auc:0.69572	train-auc:1
[124]	eval-auc:0.696223	train-auc:1
[125]	eval-auc:0.696869	train-auc:1
[126]	eval-auc:0.697226	train-auc:1
[127]	eval-auc:0.696805	train-auc:1
[128]	eval-auc:0.696814	train-auc:1
[129]	eval-auc:0.698615	train-auc:0.999999
[130]	eval-auc:0.698618	train-auc:0.999999
[131]	eval-auc:0.69886	train-auc:0.999999
[132]	eval-auc:0.699702	train-auc:0.999999
[133]	eval-auc:0.700242	train-auc:1
[134]	eval-auc:0.700701	train-auc:0.999999
[135]	eval-auc:0.700717	train-auc:0.999999
[136]	eval-auc:0.701274	train-auc:0.999999
[137]	eval-auc:0.700624	train-auc:0.999999
[138]	eval-auc:0.701119	train-auc:0.999999
[139]	eval-auc:0.700971	train-auc:0.999999
[140]	eval-auc:0.700878	train-auc:1
[141]	eval-auc:0.700764	train-auc:1
[142]	eval-auc:0.699984	train-auc:1
[143]	eval-auc:0.699942	train-auc:1
[144]	eval-auc:0.699483	train-auc:1
[145]	eval-auc:0.69948	train-auc:1
[146]	eval-auc:0.69962	train-auc:1
[147]	eval-auc:0.69954	train-auc:1
[148]	eval-auc:0.699163	train-auc:1
[149]	eval-auc:0.69908	train-auc:1
[150]	eval-auc:0.699244	train-auc:1
[151]	eval-auc:0.699322	train-auc:1
[152]	eval-auc:0.699812	train-auc:1
[153]	eval-auc:0.700345	train-auc:1
[154]	eval-auc:0.70036	train-auc:1
[155]	eval-auc:0.700875	train-auc:1
[156]	eval-auc:0.699961	train-auc:1
[157]	eval-auc:0.699278	train-auc:1
[158]	eval-auc:0.699205	train-auc:1
[159]	eval-auc:0.698841	train-auc:1
[160]	eval-auc:0.698343	train-auc:1
[161]	eval-auc:0.698629	train-auc:1
[162]	eval-auc:0.697988	train-auc:1
[163]	eval-auc:0.697455	train-auc:1
[164]	eval-auc:0.697438	train-auc:1
[165]	eval-auc:0.697581	train-auc:1
[166]	eval-auc:0.698588	train-auc:1
[167]	eval-auc:0.699279	train-auc:1
[168]	eval-auc:0.699375	train-auc:1
[169]	eval-auc:0.699462	train-auc:1
[170]	eval-auc:0.699371	train-auc:1
[171]	eval-auc:0.698632	train-auc:1
[172]	eval-auc:0.699099	train-auc:1
[173]	eval-auc:0.699588	train-auc:1
[174]	eval-auc:0.698643	train-auc:1
[175]	eval-auc:0.698327	train-auc:1
[176]	eval-auc:0.698286	train-auc:1
[177]	eval-auc:0.698699	train-auc:1
[178]	eval-auc:0.69809	train-auc:1
[179]	eval-auc:0.697986	train-auc:1
[180]	eval-auc:0.698037	train-auc:1
[181]	eval-auc:0.698005	train-auc:1
[182]	eval-auc:0.697517	train-auc:1
[183]	eval-auc:0.697584	train-auc:1
[184]	eval-auc:0.697798	train-auc:1
[185]	eval-auc:0.698133	train-auc:1
[186]	eval-auc:0.698965	train-auc:1
[187]	eval-auc:0.698842	train-auc:1
[188]	eval-auc:0.699127	train-auc:1
[189]	eval-auc:0.698504	train-auc:1
[190]	eval-auc:0.698653	train-auc:1
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[196]	eval-auc:0.698609	train-auc:1
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[199]	eval-auc:0.697674	train-auc:1
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[202]	eval-auc:0.697385	train-auc:1
[203]	eval-auc:0.696721	train-auc:1
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[205]	eval-auc:0.69592	train-auc:1
[206]	eval-auc:0.695992	train-auc:1
[207]	eval-auc:0.696212	train-auc:1
[208]	eval-auc:0.696154	train-auc:1
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[210]	eval-auc:0.696045	train-auc:1
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[220]	eval-auc:0.698629	train-auc:1
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[222]	eval-auc:0.698439	train-auc:1
[223]	eval-auc:0.698364	train-auc:1
[224]	eval-auc:0.698547	train-auc:1
[225]	eval-auc:0.698547	train-auc:1
[226]	eval-auc:0.69901	train-auc:1
[227]	eval-auc:0.69888	train-auc:1
[228]	eval-auc:0.698623	train-auc:1
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[230]	eval-auc:0.698627	train-auc:1
[231]	eval-auc:0.698216	train-auc:1
[232]	eval-auc:0.698169	train-auc:1
[233]	eval-auc:0.698169	train-auc:1
[234]	eval-auc:0.698139	train-auc:1
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[236]	eval-auc:0.698139	train-auc:1
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[369]	eval-auc:0.698676	train-auc:1
[370]	eval-auc:0.698676	train-auc:1
[371]	eval-auc:0.698897	train-auc:1
[372]	eval-auc:0.699086	train-auc:1
[373]	eval-auc:0.699086	train-auc:1
[374]	eval-auc:0.699086	train-auc:1
[375]	eval-auc:0.699095	train-auc:1
[376]	eval-auc:0.699256	train-auc:1
[377]	eval-auc:0.699256	train-auc:1
[378]	eval-auc:0.699177	train-auc:1
[379]	eval-auc:0.699177	train-auc:1
[380]	eval-auc:0.69888	train-auc:1
[381]	eval-auc:0.698866	train-auc:1
[382]	eval-auc:0.698866	train-auc:1
[383]	eval-auc:0.698866	train-auc:1
[384]	eval-auc:0.698866	train-auc:1
[385]	eval-auc:0.699039	train-auc:1
[386]	eval-auc:0.699039	train-auc:1
[387]	eval-auc:0.698425	train-auc:1
[388]	eval-auc:0.698425	train-auc:1
[389]	eval-auc:0.698136	train-auc:1
[390]	eval-auc:0.698545	train-auc:1
[391]	eval-auc:0.698545	train-auc:1
[392]	eval-auc:0.698545	train-auc:1
[393]	eval-auc:0.698545	train-auc:1
[394]	eval-auc:0.698545	train-auc:1
[395]	eval-auc:0.698545	train-auc:1
[396]	eval-auc:0.698545	train-auc:1
[397]	eval-auc:0.698545	train-auc:1
[398]	eval-auc:0.698545	train-auc:1
[399]	eval-auc:0.698233	train-auc:1
[400]	eval-auc:0.698233	train-auc:1
[401]	eval-auc:0.698233	train-auc:1
[402]	eval-auc:0.698507	train-auc:1
[403]	eval-auc:0.698402	train-auc:1
[404]	eval-auc:0.698402	train-auc:1
[405]	eval-auc:0.698563	train-auc:1
[406]	eval-auc:0.698563	train-auc:1
[407]	eval-auc:0.698563	train-auc:1
[408]	eval-auc:0.698563	train-auc:1
[409]	eval-auc:0.698563	train-auc:1
[410]	eval-auc:0.698563	train-auc:1
[411]	eval-auc:0.698563	train-auc:1
[412]	eval-auc:0.698203	train-auc:1
[413]	eval-auc:0.698148	train-auc:1
[414]	eval-auc:0.698239	train-auc:1
[415]	eval-auc:0.698303	train-auc:1
[416]	eval-auc:0.698303	train-auc:1
[417]	eval-auc:0.698303	train-auc:1
[418]	eval-auc:0.698303	train-auc:1
[419]	eval-auc:0.698515	train-auc:1
[420]	eval-auc:0.698515	train-auc:1
[421]	eval-auc:0.698506	train-auc:1
[422]	eval-auc:0.698397	train-auc:1
[423]	eval-auc:0.698446	train-auc:1
[424]	eval-auc:0.698594	train-auc:1
[425]	eval-auc:0.699273	train-auc:1
[426]	eval-auc:0.699273	train-auc:1
[427]	eval-auc:0.699273	train-auc:1
[428]	eval-auc:0.699273	train-auc:1
[429]	eval-auc:0.699273	train-auc:1
[430]	eval-auc:0.699255	train-auc:1
[431]	eval-auc:0.699255	train-auc:1
[432]	eval-auc:0.699291	train-auc:1
[433]	eval-auc:0.699262	train-auc:1
[434]	eval-auc:0.699262	train-auc:1
[435]	eval-auc:0.699262	train-auc:1
[436]	eval-auc:0.699329	train-auc:1
[437]	eval-auc:0.699329	train-auc:1
[438]	eval-auc:0.699329	train-auc:1
[439]	eval-auc:0.699329	train-auc:1
[440]	eval-auc:0.699227	train-auc:1
[441]	eval-auc:0.699275	train-auc:1
[442]	eval-auc:0.699275	train-auc:1
[443]	eval-auc:0.699275	train-auc:1
[444]	eval-auc:0.699275	train-auc:1
[445]	eval-auc:0.699275	train-auc:1
[446]	eval-auc:0.699275	train-auc:1
[447]	eval-auc:0.699275	train-auc:1
[448]	eval-auc:0.698901	train-auc:1
[449]	eval-auc:0.698901	train-auc:1
[450]	eval-auc:0.698901	train-auc:1
[451]	eval-auc:0.698901	train-auc:1
[452]	eval-auc:0.698901	train-auc:1
[453]	eval-auc:0.69883	train-auc:1
[454]	eval-auc:0.698865	train-auc:1
[455]	eval-auc:0.698865	train-auc:1
[456]	eval-auc:0.698865	train-auc:1
[457]	eval-auc:0.69871	train-auc:1
[458]	eval-auc:0.698396	train-auc:1
[459]	eval-auc:0.698346	train-auc:1
[460]	eval-auc:0.698349	train-auc:1
[461]	eval-auc:0.698349	train-auc:1
[462]	eval-auc:0.698349	train-auc:1
[463]	eval-auc:0.698443	train-auc:1
[464]	eval-auc:0.698443	train-auc:1
[465]	eval-auc:0.698443	train-auc:1
[466]	eval-auc:0.698443	train-auc:1
[467]	eval-auc:0.698524	train-auc:1
[468]	eval-auc:0.698524	train-auc:1
[469]	eval-auc:0.698524	train-auc:1
[470]	eval-auc:0.698524	train-auc:1
[471]	eval-auc:0.698524	train-auc:1
	Score 0.6985238582514102


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 440.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.689735	train-auc:0.924338
[1]	eval-auc:0.616419	train-auc:0.966777
[2]	eval-auc:0.66056	train-auc:0.980386
[3]	eval-auc:0.635834	train-auc:0.985455
[4]	eval-auc:0.657389	train-auc:0.985893
[5]	eval-auc:0.670351	train-auc:0.990748
[6]	eval-auc:0.674912	train-auc:0.991983
[7]	eval-auc:0.676557	train-auc:0.991545
[8]	eval-auc:0.674026	train-auc:0.992473
[9]	eval-auc:0.683209	train-auc:0.994828
[10]	eval-auc:0.686779	train-auc:0.994386
[11]	eval-auc:0.687729	train-auc:0.993826
[12]	eval-auc:0.689875	train-auc:0.993771
[13]	eval-auc:0.690996	train-auc:0.994596
[14]	eval-auc:0.693297	train-auc:0.995369
[15]	eval-auc:0.69632	train-auc:0.996596
[16]	eval-auc:0.694926	train-auc:0.996986
[17]	eval-auc:0.696108	train-auc:0.997419
[18]	eval-auc:0.696112	train-auc:0.997407
[19]	eval-auc:0.695627	train-auc:0.997379
[20]	eval-auc:0.695985	train-auc:0.99768
[21]	eval-auc:0.697018	train-auc:0.997671
[22]	eval-auc:0.697801	train-auc:0.997662
[23]	eval-auc:0.697934	train-auc:0.997738
[24]	eval-auc:0.698053	train-auc:0.997833
[25]	eval-auc:0.696663	train-auc:0.998411
[26]	eval-auc:0.698024	train-auc:0.998521
[27]	eval-auc:0.69726	train-auc:0.998623
[28]	eval-auc:0.696359	train-auc:0.998766
[29]	eval-auc:0.697432	train-auc:0.998847
[30]	eval-auc:0.698204	train-auc:0.99899
[31]	eval-auc:0.697892	train-auc:0.999062
[32]	eval-auc:0.698385	train-auc:0.999115
[33]	eval-auc:0.698751	train-auc:0.999156
[34]	eval-auc:0.698681	train-auc:0.99922
[35]	eval-auc:0.699618	train-auc:0.999317
[36]	eval-auc:0.699515	train-auc:0.999307
[37]	eval-auc:0.700203	train-auc:0.99928
[38]	eval-auc:0.699631	train-auc:0.999371
[39]	eval-auc:0.699314	train-auc:0.999416
[40]	eval-auc:0.699591	train-auc:0.999442
[41]	eval-auc:0.699699	train-auc:0.999472
[42]	eval-auc:0.698531	train-auc:0.999488
[43]	eval-auc:0.698726	train-auc:0.999566
[44]	eval-auc:0.699064	train-auc:0.999631
[45]	eval-auc:0.698568	train-auc:0.99966
[46]	eval-auc:0.699445	train-auc:0.999677
[47]	eval-auc:0.699681	train-auc:0.999668
[48]	eval-auc:0.700041	train-auc:0.999713
[49]	eval-auc:0.700969	train-auc:0.999705
[50]	eval-auc:0.701007	train-auc:0.999693
[51]	eval-auc:0.701878	train-auc:0.999732
[52]	eval-auc:0.701447	train-auc:0.999735
[53]	eval-auc:0.701937	train-auc:0.999738
[54]	eval-auc:0.701923	train-auc:0.999749
[55]	eval-auc:0.702145	train-auc:0.99977
[56]	eval-auc:0.702005	train-auc:0.999758
[57]	eval-auc:0.702287	train-auc:0.999763
[58]	eval-auc:0.702561	train-auc:0.999754
[59]	eval-auc:0.70193	train-auc:0.999774
[60]	eval-auc:0.702574	train-auc:0.999766
[61]	eval-auc:0.702319	train-auc:0.999766
[62]	eval-auc:0.702612	train-auc:0.999795
[63]	eval-auc:0.702174	train-auc:0.999805
[64]	eval-auc:0.702306	train-auc:0.999811
[65]	eval-auc:0.702212	train-auc:0.999838
[66]	eval-auc:0.701569	train-auc:0.999832
[67]	eval-auc:0.701046	train-auc:0.999836
[68]	eval-auc:0.701259	train-auc:0.999863
[69]	eval-auc:0.701173	train-auc:0.999866
[70]	eval-auc:0.701346	train-auc:0.999877
[71]	eval-auc:0.700901	train-auc:0.99988
[72]	eval-auc:0.700312	train-auc:0.999882
[73]	eval-auc:0.700712	train-auc:0.999895
[74]	eval-auc:0.701039	train-auc:0.999902
[75]	eval-auc:0.700905	train-auc:0.999905
[76]	eval-auc:0.700823	train-auc:0.999912
[77]	eval-auc:0.701145	train-auc:0.999919
[78]	eval-auc:0.701082	train-auc:0.999923
[79]	eval-auc:0.701009	train-auc:0.999924
[80]	eval-auc:0.700771	train-auc:0.999926
[81]	eval-auc:0.700918	train-auc:0.999941
[82]	eval-auc:0.701053	train-auc:0.999952
[83]	eval-auc:0.70095	train-auc:0.999952
[84]	eval-auc:0.700718	train-auc:0.999954
[85]	eval-auc:0.700688	train-auc:0.999957
[86]	eval-auc:0.700837	train-auc:0.999962
[87]	eval-auc:0.700672	train-auc:0.999961
[88]	eval-auc:0.700563	train-auc:0.999962
[89]	eval-auc:0.700587	train-auc:0.999966
[90]	eval-auc:0.700496	train-auc:0.999964
[91]	eval-auc:0.700822	train-auc:0.999964
[92]	eval-auc:0.701335	train-auc:0.999969
[93]	eval-auc:0.701688	train-auc:0.999977
[94]	eval-auc:0.701583	train-auc:0.999978
[95]	eval-auc:0.701442	train-auc:0.999978
[96]	eval-auc:0.701286	train-auc:0.999977
[97]	eval-auc:0.701151	train-auc:0.999979
[98]	eval-auc:0.701234	train-auc:0.999979
[99]	eval-auc:0.701042	train-auc:0.99998
[100]	eval-auc:0.700913	train-auc:0.999979
[101]	eval-auc:0.70096	train-auc:0.999982
[102]	eval-auc:0.701414	train-auc:0.999983
[103]	eval-auc:0.701673	train-auc:0.999985
[104]	eval-auc:0.701632	train-auc:0.999985
[105]	eval-auc:0.701536	train-auc:0.999985
[106]	eval-auc:0.701802	train-auc:0.999988
[107]	eval-auc:0.701682	train-auc:0.999987
[108]	eval-auc:0.702169	train-auc:0.99999
[109]	eval-auc:0.702338	train-auc:0.999991
[110]	eval-auc:0.702296	train-auc:0.999991
[111]	eval-auc:0.702588	train-auc:0.999995
[112]	eval-auc:0.702842	train-auc:0.999996
[113]	eval-auc:0.702879	train-auc:0.999997
[114]	eval-auc:0.703025	train-auc:0.999997
[115]	eval-auc:0.70315	train-auc:0.999997
[116]	eval-auc:0.703412	train-auc:0.999998
[117]	eval-auc:0.703496	train-auc:0.999998
[118]	eval-auc:0.703768	train-auc:0.999998
[119]	eval-auc:0.703774	train-auc:0.999998
[120]	eval-auc:0.703942	train-auc:0.999998
[121]	eval-auc:0.703904	train-auc:0.999998
[122]	eval-auc:0.70392	train-auc:0.999998
[123]	eval-auc:0.703861	train-auc:0.999998
[124]	eval-auc:0.704018	train-auc:0.999999
[125]	eval-auc:0.704163	train-auc:0.999999
[126]	eval-auc:0.704426	train-auc:0.999999
[127]	eval-auc:0.704542	train-auc:0.999999
[128]	eval-auc:0.704696	train-auc:1
[129]	eval-auc:0.704828	train-auc:1
[130]	eval-auc:0.704849	train-auc:1
[131]	eval-auc:0.705058	train-auc:1
[132]	eval-auc:0.705014	train-auc:1
[133]	eval-auc:0.704747	train-auc:1
[134]	eval-auc:0.70467	train-auc:1
[135]	eval-auc:0.704676	train-auc:1
[136]	eval-auc:0.704443	train-auc:1
[137]	eval-auc:0.704251	train-auc:1
[138]	eval-auc:0.704079	train-auc:1
[139]	eval-auc:0.703887	train-auc:1
[140]	eval-auc:0.703665	train-auc:1
[141]	eval-auc:0.703415	train-auc:1
[142]	eval-auc:0.703599	train-auc:1
[143]	eval-auc:0.703477	train-auc:1
[144]	eval-auc:0.7034	train-auc:1
[145]	eval-auc:0.703334	train-auc:1
[146]	eval-auc:0.703575	train-auc:1
[147]	eval-auc:0.703508	train-auc:1
[148]	eval-auc:0.703458	train-auc:1
[149]	eval-auc:0.703173	train-auc:1
[150]	eval-auc:0.703142	train-auc:1
[151]	eval-auc:0.703206	train-auc:1
[152]	eval-auc:0.703244	train-auc:1
[153]	eval-auc:0.703129	train-auc:1
[154]	eval-auc:0.70299	train-auc:1
[155]	eval-auc:0.702957	train-auc:1
[156]	eval-auc:0.703164	train-auc:1
[157]	eval-auc:0.703188	train-auc:1
[158]	eval-auc:0.703226	train-auc:1
[159]	eval-auc:0.703091	train-auc:1
[160]	eval-auc:0.702981	train-auc:1
[161]	eval-auc:0.703156	train-auc:1
[162]	eval-auc:0.702987	train-auc:1
[163]	eval-auc:0.702791	train-auc:1
[164]	eval-auc:0.702888	train-auc:1
[165]	eval-auc:0.702957	train-auc:1
[166]	eval-auc:0.702841	train-auc:1
[167]	eval-auc:0.702894	train-auc:1
[168]	eval-auc:0.702891	train-auc:1
[169]	eval-auc:0.702955	train-auc:1
[170]	eval-auc:0.703019	train-auc:1
[171]	eval-auc:0.702954	train-auc:1
[172]	eval-auc:0.702844	train-auc:1
[173]	eval-auc:0.702774	train-auc:1
[174]	eval-auc:0.702687	train-auc:1
[175]	eval-auc:0.702928	train-auc:1
[176]	eval-auc:0.702798	train-auc:1
[177]	eval-auc:0.702957	train-auc:1
[178]	eval-auc:0.70278	train-auc:1
[179]	eval-auc:0.702644	train-auc:1
[180]	eval-auc:0.702555	train-auc:1
[181]	eval-auc:0.702378	train-auc:1
[182]	eval-auc:0.70227	train-auc:1
[183]	eval-auc:0.702245	train-auc:1
[184]	eval-auc:0.702166	train-auc:1
[185]	eval-auc:0.702183	train-auc:1
[186]	eval-auc:0.702146	train-auc:1
[187]	eval-auc:0.702072	train-auc:1
[188]	eval-auc:0.701909	train-auc:1
[189]	eval-auc:0.701979	train-auc:1
[190]	eval-auc:0.70204	train-auc:1
[191]	eval-auc:0.702057	train-auc:1
[192]	eval-auc:0.70199	train-auc:1
[193]	eval-auc:0.701996	train-auc:1
[194]	eval-auc:0.702102	train-auc:1
[195]	eval-auc:0.702142	train-auc:1
[196]	eval-auc:0.702172	train-auc:1
[197]	eval-auc:0.702151	train-auc:1
[198]	eval-auc:0.702172	train-auc:1
[199]	eval-auc:0.702315	train-auc:1
[200]	eval-auc:0.702443	train-auc:1
[201]	eval-auc:0.702471	train-auc:1
[202]	eval-auc:0.702565	train-auc:1
[203]	eval-auc:0.702533	train-auc:1
[204]	eval-auc:0.702551	train-auc:1
[205]	eval-auc:0.702561	train-auc:1
[206]	eval-auc:0.702682	train-auc:1
[207]	eval-auc:0.702654	train-auc:1
[208]	eval-auc:0.702579	train-auc:1
[209]	eval-auc:0.702737	train-auc:1
[210]	eval-auc:0.702791	train-auc:1
[211]	eval-auc:0.702801	train-auc:1
[212]	eval-auc:0.703001	train-auc:1
[213]	eval-auc:0.702981	train-auc:1
[214]	eval-auc:0.703191	train-auc:1
[215]	eval-auc:0.703231	train-auc:1
[216]	eval-auc:0.703264	train-auc:1
[217]	eval-auc:0.703273	train-auc:1
[218]	eval-auc:0.703049	train-auc:1
[219]	eval-auc:0.702996	train-auc:1
[220]	eval-auc:0.702996	train-auc:1
[221]	eval-auc:0.702963	train-auc:1
[222]	eval-auc:0.7029	train-auc:1
[223]	eval-auc:0.70294	train-auc:1
[224]	eval-auc:0.702739	train-auc:1
[225]	eval-auc:0.702634	train-auc:1
[226]	eval-auc:0.702623	train-auc:1
[227]	eval-auc:0.702597	train-auc:1
[228]	eval-auc:0.702597	train-auc:1
[229]	eval-auc:0.702666	train-auc:1
[230]	eval-auc:0.702851	train-auc:1
[231]	eval-auc:0.702783	train-auc:1
[232]	eval-auc:0.702816	train-auc:1
[233]	eval-auc:0.702705	train-auc:1
[234]	eval-auc:0.702789	train-auc:1
[235]	eval-auc:0.702829	train-auc:1
[236]	eval-auc:0.702701	train-auc:1
[237]	eval-auc:0.702724	train-auc:1
[238]	eval-auc:0.702658	train-auc:1
[239]	eval-auc:0.702692	train-auc:1
[240]	eval-auc:0.702685	train-auc:1
[241]	eval-auc:0.702696	train-auc:1
[242]	eval-auc:0.70243	train-auc:1
[243]	eval-auc:0.702481	train-auc:1
[244]	eval-auc:0.702191	train-auc:1
[245]	eval-auc:0.702256	train-auc:1
[246]	eval-auc:0.702121	train-auc:1
[247]	eval-auc:0.70214	train-auc:1
[248]	eval-auc:0.702011	train-auc:1
[249]	eval-auc:0.70199	train-auc:1
[250]	eval-auc:0.702049	train-auc:1
[251]	eval-auc:0.702011	train-auc:1
[252]	eval-auc:0.701804	train-auc:1
[253]	eval-auc:0.701795	train-auc:1
[254]	eval-auc:0.701687	train-auc:1
[255]	eval-auc:0.701691	train-auc:1
[256]	eval-auc:0.701582	train-auc:1
[257]	eval-auc:0.70156	train-auc:1
[258]	eval-auc:0.701591	train-auc:1
[259]	eval-auc:0.701525	train-auc:1
[260]	eval-auc:0.701513	train-auc:1
[261]	eval-auc:0.701408	train-auc:1
[262]	eval-auc:0.701367	train-auc:1
[263]	eval-auc:0.701317	train-auc:1
[264]	eval-auc:0.701068	train-auc:1
[265]	eval-auc:0.701099	train-auc:1
[266]	eval-auc:0.701064	train-auc:1
[267]	eval-auc:0.701039	train-auc:1
[268]	eval-auc:0.70109	train-auc:1
[269]	eval-auc:0.701114	train-auc:1
[270]	eval-auc:0.701263	train-auc:1
[271]	eval-auc:0.701306	train-auc:1
[272]	eval-auc:0.701234	train-auc:1
[273]	eval-auc:0.701317	train-auc:1
[274]	eval-auc:0.70135	train-auc:1
[275]	eval-auc:0.701604	train-auc:1
[276]	eval-auc:0.701647	train-auc:1
[277]	eval-auc:0.701519	train-auc:1
[278]	eval-auc:0.701621	train-auc:1
[279]	eval-auc:0.70161	train-auc:1
[280]	eval-auc:0.701492	train-auc:1
[281]	eval-auc:0.701533	train-auc:1
[282]	eval-auc:0.701639	train-auc:1
[283]	eval-auc:0.701419	train-auc:1
[284]	eval-auc:0.701406	train-auc:1
[285]	eval-auc:0.701548	train-auc:1
[286]	eval-auc:0.7016	train-auc:1
[287]	eval-auc:0.701668	train-auc:1
[288]	eval-auc:0.701641	train-auc:1
[289]	eval-auc:0.70176	train-auc:1
[290]	eval-auc:0.701719	train-auc:1
[291]	eval-auc:0.701825	train-auc:1
[292]	eval-auc:0.70195	train-auc:1
[293]	eval-auc:0.701913	train-auc:1
[294]	eval-auc:0.702025	train-auc:1
[295]	eval-auc:0.702026	train-auc:1
[296]	eval-auc:0.702255	train-auc:1
[297]	eval-auc:0.702267	train-auc:1
[298]	eval-auc:0.702361	train-auc:1
[299]	eval-auc:0.702299	train-auc:1
[300]	eval-auc:0.702342	train-auc:1
[301]	eval-auc:0.702322	train-auc:1
[302]	eval-auc:0.702343	train-auc:1
[303]	eval-auc:0.702355	train-auc:1
[304]	eval-auc:0.702446	train-auc:1
[305]	eval-auc:0.702376	train-auc:1
[306]	eval-auc:0.702312	train-auc:1
[307]	eval-auc:0.702433	train-auc:1
[308]	eval-auc:0.702413	train-auc:1
[309]	eval-auc:0.702442	train-auc:1
[310]	eval-auc:0.702392	train-auc:1
[311]	eval-auc:0.702451	train-auc:1
[312]	eval-auc:0.702405	train-auc:1
[313]	eval-auc:0.702398	train-auc:1
[314]	eval-auc:0.702631	train-auc:1
[315]	eval-auc:0.702734	train-auc:1
[316]	eval-auc:0.702818	train-auc:1
[317]	eval-auc:0.702818	train-auc:1
[318]	eval-auc:0.70292	train-auc:1
[319]	eval-auc:0.702922	train-auc:1
[320]	eval-auc:0.702826	train-auc:1
[321]	eval-auc:0.702871	train-auc:1
[322]	eval-auc:0.70294	train-auc:1
[323]	eval-auc:0.703027	train-auc:1
[324]	eval-auc:0.703086	train-auc:1
[325]	eval-auc:0.703135	train-auc:1
[326]	eval-auc:0.70319	train-auc:1
[327]	eval-auc:0.703223	train-auc:1
[328]	eval-auc:0.703071	train-auc:1
[329]	eval-auc:0.703127	train-auc:1
[330]	eval-auc:0.703247	train-auc:1
[331]	eval-auc:0.703288	train-auc:1
[332]	eval-auc:0.703215	train-auc:1
[333]	eval-auc:0.70306	train-auc:1
[334]	eval-auc:0.703098	train-auc:1
[335]	eval-auc:0.703237	train-auc:1
[336]	eval-auc:0.703383	train-auc:1
[337]	eval-auc:0.703366	train-auc:1
[338]	eval-auc:0.703314	train-auc:1
[339]	eval-auc:0.703234	train-auc:1
[340]	eval-auc:0.703389	train-auc:1
[341]	eval-auc:0.703295	train-auc:1
[342]	eval-auc:0.703174	train-auc:1
[343]	eval-auc:0.703126	train-auc:1
[344]	eval-auc:0.703258	train-auc:1
[345]	eval-auc:0.703225	train-auc:1
[346]	eval-auc:0.703124	train-auc:1
[347]	eval-auc:0.702957	train-auc:1
[348]	eval-auc:0.702873	train-auc:1
[349]	eval-auc:0.702899	train-auc:1
[350]	eval-auc:0.702862	train-auc:1
[351]	eval-auc:0.702925	train-auc:1
[352]	eval-auc:0.702935	train-auc:1
[353]	eval-auc:0.702786	train-auc:1
[354]	eval-auc:0.702838	train-auc:1
[355]	eval-auc:0.702935	train-auc:1
[356]	eval-auc:0.702944	train-auc:1
[357]	eval-auc:0.70289	train-auc:1
[358]	eval-auc:0.702783	train-auc:1
[359]	eval-auc:0.702783	train-auc:1
[360]	eval-auc:0.702882	train-auc:1
[361]	eval-auc:0.702864	train-auc:1
[362]	eval-auc:0.7029	train-auc:1
[363]	eval-auc:0.703005	train-auc:1
[364]	eval-auc:0.703019	train-auc:1
[365]	eval-auc:0.703039	train-auc:1
[366]	eval-auc:0.703081	train-auc:1
[367]	eval-auc:0.70301	train-auc:1
[368]	eval-auc:0.702984	train-auc:1
[369]	eval-auc:0.703185	train-auc:1
[370]	eval-auc:0.70334	train-auc:1
[371]	eval-auc:0.703302	train-auc:1
[372]	eval-auc:0.703301	train-auc:1
[373]	eval-auc:0.703325	train-auc:1
[374]	eval-auc:0.703238	train-auc:1
[375]	eval-auc:0.70326	train-auc:1
[376]	eval-auc:0.703307	train-auc:1
[377]	eval-auc:0.703424	train-auc:1
[378]	eval-auc:0.70336	train-auc:1
[379]	eval-auc:0.703225	train-auc:1
[380]	eval-auc:0.703295	train-auc:1
[381]	eval-auc:0.703211	train-auc:1
[382]	eval-auc:0.703282	train-auc:1
[383]	eval-auc:0.703467	train-auc:1
[384]	eval-auc:0.703445	train-auc:1
[385]	eval-auc:0.703435	train-auc:1
[386]	eval-auc:0.703407	train-auc:1
[387]	eval-auc:0.703415	train-auc:1
[388]	eval-auc:0.703432	train-auc:1
[389]	eval-auc:0.703468	train-auc:1
[390]	eval-auc:0.703461	train-auc:1
[391]	eval-auc:0.703419	train-auc:1
[392]	eval-auc:0.703473	train-auc:1
[393]	eval-auc:0.703451	train-auc:1
[394]	eval-auc:0.703508	train-auc:1
[395]	eval-auc:0.703499	train-auc:1
[396]	eval-auc:0.703598	train-auc:1
[397]	eval-auc:0.703435	train-auc:1
[398]	eval-auc:0.703485	train-auc:1
[399]	eval-auc:0.70348	train-auc:1
[400]	eval-auc:0.703604	train-auc:1
[401]	eval-auc:0.70354	train-auc:1
[402]	eval-auc:0.703572	train-auc:1
[403]	eval-auc:0.703706	train-auc:1
[404]	eval-auc:0.703652	train-auc:1
[405]	eval-auc:0.703668	train-auc:1
[406]	eval-auc:0.703823	train-auc:1
[407]	eval-auc:0.703805	train-auc:1
[408]	eval-auc:0.703846	train-auc:1
[409]	eval-auc:0.70387	train-auc:1
[410]	eval-auc:0.703911	train-auc:1
[411]	eval-auc:0.703794	train-auc:1
[412]	eval-auc:0.703624	train-auc:1
[413]	eval-auc:0.70368	train-auc:1
[414]	eval-auc:0.703774	train-auc:1
[415]	eval-auc:0.703619	train-auc:1
[416]	eval-auc:0.703675	train-auc:1
[417]	eval-auc:0.703736	train-auc:1
[418]	eval-auc:0.703758	train-auc:1
[419]	eval-auc:0.70384	train-auc:1
[420]	eval-auc:0.703761	train-auc:1
[421]	eval-auc:0.703747	train-auc:1
[422]	eval-auc:0.703776	train-auc:1
[423]	eval-auc:0.7038	train-auc:1
[424]	eval-auc:0.70393	train-auc:1
[425]	eval-auc:0.703867	train-auc:1
[426]	eval-auc:0.703923	train-auc:1
[427]	eval-auc:0.703895	train-auc:1
[428]	eval-auc:0.703637	train-auc:1
[429]	eval-auc:0.703675	train-auc:1
[430]	eval-auc:0.703794	train-auc:1
[431]	eval-auc:0.703765	train-auc:1
[432]	eval-auc:0.703751	train-auc:1
[433]	eval-auc:0.703753	train-auc:1
[434]	eval-auc:0.703837	train-auc:1
[435]	eval-auc:0.703835	train-auc:1
[436]	eval-auc:0.703872	train-auc:1
[437]	eval-auc:0.703802	train-auc:1
[438]	eval-auc:0.703659	train-auc:1
[439]	eval-auc:0.703625	train-auc:1
	Score 0.7036250289320128


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 5, 'min_child_weight': 2.0, 'n_estimators': 409.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.631971	train-auc:0.70888
[1]	eval-auc:0.646569	train-auc:0.735256
[2]	eval-auc:0.649087	train-auc:0.75654
[3]	eval-auc:0.657461	train-auc:0.769387
[4]	eval-auc:0.678186	train-auc:0.795882
[5]	eval-auc:0.67603	train-auc:0.799865
[6]	eval-auc:0.681895	train-auc:0.807542
[7]	eval-auc:0.68319	train-auc:0.817612
[8]	eval-auc:0.688781	train-auc:0.826254
[9]	eval-auc:0.691742	train-auc:0.831788
[10]	eval-auc:0.692189	train-auc:0.839331
[11]	eval-auc:0.696709	train-auc:0.842426
[12]	eval-auc:0.694296	train-auc:0.841398
[13]	eval-auc:0.69343	train-auc:0.840732
[14]	eval-auc:0.696512	train-auc:0.845448
[15]	eval-auc:0.695433	train-auc:0.849294
[16]	eval-auc:0.691385	train-auc:0.851435
[17]	eval-auc:0.696115	train-auc:0.86166
[18]	eval-auc:0.695483	train-auc:0.864368
[19]	eval-auc:0.694227	train-auc:0.86965
[20]	eval-auc:0.694371	train-auc:0.870238
[21]	eval-auc:0.693228	train-auc:0.872935
[22]	eval-auc:0.694186	train-auc:0.87733
[23]	eval-auc:0.693104	train-auc:0.882207
[24]	eval-auc:0.692272	train-auc:0.888797
[25]	eval-auc:0.694769	train-auc:0.893749
[26]	eval-auc:0.693852	train-auc:0.894039
[27]	eval-auc:0.693991	train-auc:0.898736
[28]	eval-auc:0.694574	train-auc:0.901778
[29]	eval-auc:0.690261	train-auc:0.905026
[30]	eval-auc:0.692709	train-auc:0.908951
[31]	eval-auc:0.691758	train-auc:0.911214
[32]	eval-auc:0.688953	train-auc:0.914095
[33]	eval-auc:0.689622	train-auc:0.916044
[34]	eval-auc:0.689261	train-auc:0.916558
[35]	eval-auc:0.691088	train-auc:0.918922
[36]	eval-auc:0.690032	train-auc:0.921886
[37]	eval-auc:0.690869	train-auc:0.923703
[38]	eval-auc:0.692319	train-auc:0.925444
[39]	eval-auc:0.691673	train-auc:0.928038
[40]	eval-auc:0.692474	train-auc:0.929273
[41]	eval-auc:0.692871	train-auc:0.932729
[42]	eval-auc:0.69402	train-auc:0.935291
[43]	eval-auc:0.694569	train-auc:0.936457
[44]	eval-auc:0.696048	train-auc:0.937671
[45]	eval-auc:0.695944	train-auc:0.938638
[46]	eval-auc:0.695084	train-auc:0.939161
[47]	eval-auc:0.695288	train-auc:0.939596
[48]	eval-auc:0.695537	train-auc:0.940269
[49]	eval-auc:0.696215	train-auc:0.941419
[50]	eval-auc:0.695714	train-auc:0.943318
[51]	eval-auc:0.69447	train-auc:0.944812
[52]	eval-auc:0.69483	train-auc:0.945775
[53]	eval-auc:0.696287	train-auc:0.94763
[54]	eval-auc:0.697114	train-auc:0.948939
[55]	eval-auc:0.698154	train-auc:0.951212
[56]	eval-auc:0.696907	train-auc:0.952431
[57]	eval-auc:0.697925	train-auc:0.953271
[58]	eval-auc:0.698568	train-auc:0.953482
[59]	eval-auc:0.698912	train-auc:0.95464
[60]	eval-auc:0.699014	train-auc:0.955588
[61]	eval-auc:0.698404	train-auc:0.956482
[62]	eval-auc:0.698704	train-auc:0.957598
[63]	eval-auc:0.697198	train-auc:0.958689
[64]	eval-auc:0.697747	train-auc:0.959393
[65]	eval-auc:0.697645	train-auc:0.959499
[66]	eval-auc:0.6986	train-auc:0.960425
[67]	eval-auc:0.698113	train-auc:0.961984
[68]	eval-auc:0.698184	train-auc:0.962649
[69]	eval-auc:0.698139	train-auc:0.963772
[70]	eval-auc:0.698431	train-auc:0.964047
[71]	eval-auc:0.698274	train-auc:0.965597
[72]	eval-auc:0.698117	train-auc:0.966449
[73]	eval-auc:0.698139	train-auc:0.967123
[74]	eval-auc:0.698605	train-auc:0.968664
[75]	eval-auc:0.698819	train-auc:0.969317
[76]	eval-auc:0.69834	train-auc:0.969506
[77]	eval-auc:0.698107	train-auc:0.970187
[78]	eval-auc:0.696878	train-auc:0.970419
[79]	eval-auc:0.696468	train-auc:0.970805
[80]	eval-auc:0.696957	train-auc:0.971213
[81]	eval-auc:0.697019	train-auc:0.971839
[82]	eval-auc:0.696803	train-auc:0.971866
[83]	eval-auc:0.696147	train-auc:0.972518
[84]	eval-auc:0.696383	train-auc:0.973055
[85]	eval-auc:0.695352	train-auc:0.973637
[86]	eval-auc:0.695428	train-auc:0.97381
[87]	eval-auc:0.696786	train-auc:0.97499
[88]	eval-auc:0.696645	train-auc:0.976051
[89]	eval-auc:0.69601	train-auc:0.976661
[90]	eval-auc:0.695693	train-auc:0.977363
[91]	eval-auc:0.69571	train-auc:0.977985
[92]	eval-auc:0.695716	train-auc:0.978555
[93]	eval-auc:0.695396	train-auc:0.97895
[94]	eval-auc:0.695025	train-auc:0.979411
[95]	eval-auc:0.694429	train-auc:0.980034
[96]	eval-auc:0.693832	train-auc:0.980306
[97]	eval-auc:0.694144	train-auc:0.980589
[98]	eval-auc:0.6949	train-auc:0.980687
[99]	eval-auc:0.694295	train-auc:0.981475
[100]	eval-auc:0.69347	train-auc:0.98169
[101]	eval-auc:0.692643	train-auc:0.982461
[102]	eval-auc:0.692832	train-auc:0.983004
[103]	eval-auc:0.693484	train-auc:0.983358
[104]	eval-auc:0.693512	train-auc:0.98386
[105]	eval-auc:0.691463	train-auc:0.983993
[106]	eval-auc:0.69001	train-auc:0.984492
[107]	eval-auc:0.68906	train-auc:0.984899
[108]	eval-auc:0.688492	train-auc:0.985099
[109]	eval-auc:0.689387	train-auc:0.985512
[110]	eval-auc:0.689954	train-auc:0.985655
[111]	eval-auc:0.68989	train-auc:0.985832
[112]	eval-auc:0.689007	train-auc:0.985891
[113]	eval-auc:0.68806	train-auc:0.985948
[114]	eval-auc:0.687762	train-auc:0.986461
[115]	eval-auc:0.687986	train-auc:0.986804
[116]	eval-auc:0.687962	train-auc:0.987324
[117]	eval-auc:0.686683	train-auc:0.987904
[118]	eval-auc:0.686295	train-auc:0.987905
[119]	eval-auc:0.686919	train-auc:0.98798
[120]	eval-auc:0.687216	train-auc:0.988236
[121]	eval-auc:0.687251	train-auc:0.988538
[122]	eval-auc:0.686825	train-auc:0.988702
[123]	eval-auc:0.686144	train-auc:0.989323
[124]	eval-auc:0.687245	train-auc:0.989488
[125]	eval-auc:0.687546	train-auc:0.989486
[126]	eval-auc:0.687839	train-auc:0.989852
[127]	eval-auc:0.68889	train-auc:0.990065
[128]	eval-auc:0.689109	train-auc:0.990378
[129]	eval-auc:0.689872	train-auc:0.990603
[130]	eval-auc:0.689954	train-auc:0.990818
[131]	eval-auc:0.689888	train-auc:0.990884
[132]	eval-auc:0.69126	train-auc:0.990979
[133]	eval-auc:0.691787	train-auc:0.991265
[134]	eval-auc:0.692179	train-auc:0.991378
[135]	eval-auc:0.692343	train-auc:0.991423
[136]	eval-auc:0.692089	train-auc:0.99184
[137]	eval-auc:0.692923	train-auc:0.991949
[138]	eval-auc:0.693844	train-auc:0.992269
[139]	eval-auc:0.693618	train-auc:0.992387
[140]	eval-auc:0.694062	train-auc:0.992518
[141]	eval-auc:0.694015	train-auc:0.992576
[142]	eval-auc:0.694996	train-auc:0.992627
[143]	eval-auc:0.69499	train-auc:0.992672
[144]	eval-auc:0.694251	train-auc:0.992845
[145]	eval-auc:0.694533	train-auc:0.993062
[146]	eval-auc:0.694594	train-auc:0.993284
[147]	eval-auc:0.694426	train-auc:0.993339
[148]	eval-auc:0.694676	train-auc:0.993483
[149]	eval-auc:0.694874	train-auc:0.993595
[150]	eval-auc:0.695145	train-auc:0.993624
[151]	eval-auc:0.695584	train-auc:0.993647
[152]	eval-auc:0.695514	train-auc:0.993807
[153]	eval-auc:0.695428	train-auc:0.993857
[154]	eval-auc:0.694885	train-auc:0.993967
[155]	eval-auc:0.695097	train-auc:0.994086
[156]	eval-auc:0.695509	train-auc:0.994124
[157]	eval-auc:0.695414	train-auc:0.994207
[158]	eval-auc:0.694148	train-auc:0.994278
[159]	eval-auc:0.693972	train-auc:0.994474
[160]	eval-auc:0.694397	train-auc:0.994666
[161]	eval-auc:0.693835	train-auc:0.994827
[162]	eval-auc:0.693519	train-auc:0.994929
[163]	eval-auc:0.693366	train-auc:0.995032
[164]	eval-auc:0.692367	train-auc:0.995141
[165]	eval-auc:0.693086	train-auc:0.995176
[166]	eval-auc:0.692634	train-auc:0.995197
[167]	eval-auc:0.692547	train-auc:0.995345
[168]	eval-auc:0.692479	train-auc:0.995348
[169]	eval-auc:0.69299	train-auc:0.995357
[170]	eval-auc:0.69305	train-auc:0.995406
[171]	eval-auc:0.693473	train-auc:0.99543
[172]	eval-auc:0.692587	train-auc:0.995463
[173]	eval-auc:0.692765	train-auc:0.995522
[174]	eval-auc:0.692561	train-auc:0.995763
[175]	eval-auc:0.692057	train-auc:0.995734
[176]	eval-auc:0.691399	train-auc:0.995813
[177]	eval-auc:0.691177	train-auc:0.995882
[178]	eval-auc:0.691429	train-auc:0.996006
[179]	eval-auc:0.690992	train-auc:0.996172
[180]	eval-auc:0.690848	train-auc:0.996252
[181]	eval-auc:0.691323	train-auc:0.99636
[182]	eval-auc:0.691375	train-auc:0.996441
[183]	eval-auc:0.690798	train-auc:0.996459
[184]	eval-auc:0.690105	train-auc:0.996453
[185]	eval-auc:0.690146	train-auc:0.996487
[186]	eval-auc:0.690598	train-auc:0.996516
[187]	eval-auc:0.690086	train-auc:0.996635
[188]	eval-auc:0.690003	train-auc:0.996696
[189]	eval-auc:0.689591	train-auc:0.996738
[190]	eval-auc:0.688897	train-auc:0.996819
[191]	eval-auc:0.688993	train-auc:0.996872
[192]	eval-auc:0.688481	train-auc:0.996933
[193]	eval-auc:0.688708	train-auc:0.996952
[194]	eval-auc:0.689374	train-auc:0.997009
[195]	eval-auc:0.688586	train-auc:0.997189
[196]	eval-auc:0.688247	train-auc:0.997258
[197]	eval-auc:0.688547	train-auc:0.99741
[198]	eval-auc:0.688727	train-auc:0.997421
[199]	eval-auc:0.6885	train-auc:0.997443
[200]	eval-auc:0.688405	train-auc:0.997524
[201]	eval-auc:0.687789	train-auc:0.997601
[202]	eval-auc:0.687642	train-auc:0.997653
[203]	eval-auc:0.687898	train-auc:0.997742
[204]	eval-auc:0.687632	train-auc:0.997745
[205]	eval-auc:0.688221	train-auc:0.99771
[206]	eval-auc:0.688219	train-auc:0.99771
[207]	eval-auc:0.688075	train-auc:0.997784
[208]	eval-auc:0.688428	train-auc:0.997787
[209]	eval-auc:0.687691	train-auc:0.997905
[210]	eval-auc:0.687122	train-auc:0.998012
[211]	eval-auc:0.686546	train-auc:0.998084
[212]	eval-auc:0.685934	train-auc:0.9981
[213]	eval-auc:0.685914	train-auc:0.998113
[214]	eval-auc:0.685637	train-auc:0.9982
[215]	eval-auc:0.684437	train-auc:0.998227
[216]	eval-auc:0.684318	train-auc:0.998237
[217]	eval-auc:0.683405	train-auc:0.998271
[218]	eval-auc:0.683292	train-auc:0.998362
[219]	eval-auc:0.682803	train-auc:0.998425
[220]	eval-auc:0.682601	train-auc:0.998489
[221]	eval-auc:0.683053	train-auc:0.99852
[222]	eval-auc:0.683156	train-auc:0.998538
[223]	eval-auc:0.682928	train-auc:0.998581
[224]	eval-auc:0.682841	train-auc:0.998596
[225]	eval-auc:0.682757	train-auc:0.998602
[226]	eval-auc:0.683327	train-auc:0.998623
[227]	eval-auc:0.683249	train-auc:0.998679
[228]	eval-auc:0.682957	train-auc:0.998723
[229]	eval-auc:0.682651	train-auc:0.998809
[230]	eval-auc:0.6833	train-auc:0.99883
[231]	eval-auc:0.683394	train-auc:0.9989
[232]	eval-auc:0.683505	train-auc:0.998893
[233]	eval-auc:0.68287	train-auc:0.998888
[234]	eval-auc:0.682646	train-auc:0.998905
[235]	eval-auc:0.682585	train-auc:0.998928
[236]	eval-auc:0.682217	train-auc:0.998963
[237]	eval-auc:0.68192	train-auc:0.998961
[238]	eval-auc:0.682179	train-auc:0.998973
[239]	eval-auc:0.68206	train-auc:0.998973
[240]	eval-auc:0.681029	train-auc:0.999014
[241]	eval-auc:0.682855	train-auc:0.999104
[242]	eval-auc:0.683172	train-auc:0.999124
[243]	eval-auc:0.683764	train-auc:0.999097
[244]	eval-auc:0.683447	train-auc:0.999104
[245]	eval-auc:0.683954	train-auc:0.999131
[246]	eval-auc:0.683804	train-auc:0.999172
[247]	eval-auc:0.683258	train-auc:0.999176
[248]	eval-auc:0.683596	train-auc:0.999229
[249]	eval-auc:0.683507	train-auc:0.999269
[250]	eval-auc:0.6836	train-auc:0.999277
[251]	eval-auc:0.683266	train-auc:0.999275
[252]	eval-auc:0.683408	train-auc:0.999308
[253]	eval-auc:0.683842	train-auc:0.99931
[254]	eval-auc:0.683357	train-auc:0.999319
[255]	eval-auc:0.683086	train-auc:0.999362
[256]	eval-auc:0.683557	train-auc:0.999368
[257]	eval-auc:0.682916	train-auc:0.999387
[258]	eval-auc:0.682593	train-auc:0.999407
[259]	eval-auc:0.682683	train-auc:0.999431
[260]	eval-auc:0.682812	train-auc:0.999448
[261]	eval-auc:0.683003	train-auc:0.999478
[262]	eval-auc:0.682817	train-auc:0.999493
[263]	eval-auc:0.682352	train-auc:0.999491
[264]	eval-auc:0.682514	train-auc:0.999513
[265]	eval-auc:0.682773	train-auc:0.999503
[266]	eval-auc:0.682628	train-auc:0.999508
[267]	eval-auc:0.682054	train-auc:0.999524
[268]	eval-auc:0.682267	train-auc:0.999571
[269]	eval-auc:0.682352	train-auc:0.999553
[270]	eval-auc:0.682594	train-auc:0.99957
[271]	eval-auc:0.683233	train-auc:0.999572
[272]	eval-auc:0.683394	train-auc:0.99959
[273]	eval-auc:0.683426	train-auc:0.999583
[274]	eval-auc:0.683973	train-auc:0.9996
[275]	eval-auc:0.683462	train-auc:0.999585
[276]	eval-auc:0.682663	train-auc:0.99959
[277]	eval-auc:0.682112	train-auc:0.999594
[278]	eval-auc:0.681739	train-auc:0.999604
[279]	eval-auc:0.681754	train-auc:0.999606
[280]	eval-auc:0.681443	train-auc:0.999621
[281]	eval-auc:0.681382	train-auc:0.999628
[282]	eval-auc:0.681567	train-auc:0.999645
[283]	eval-auc:0.681698	train-auc:0.999682
[284]	eval-auc:0.681483	train-auc:0.99968
[285]	eval-auc:0.681373	train-auc:0.999683
[286]	eval-auc:0.681113	train-auc:0.999683
[287]	eval-auc:0.680557	train-auc:0.999691
[288]	eval-auc:0.680277	train-auc:0.999689
[289]	eval-auc:0.680508	train-auc:0.999693
[290]	eval-auc:0.681612	train-auc:0.999707
[291]	eval-auc:0.68129	train-auc:0.999723
[292]	eval-auc:0.681277	train-auc:0.999725
[293]	eval-auc:0.680764	train-auc:0.999739
[294]	eval-auc:0.680528	train-auc:0.99974
[295]	eval-auc:0.680782	train-auc:0.999753
[296]	eval-auc:0.681554	train-auc:0.999741
[297]	eval-auc:0.681305	train-auc:0.999753
[298]	eval-auc:0.681255	train-auc:0.999772
[299]	eval-auc:0.68136	train-auc:0.999769
[300]	eval-auc:0.680895	train-auc:0.999777
[301]	eval-auc:0.680668	train-auc:0.999788
[302]	eval-auc:0.68061	train-auc:0.999792
[303]	eval-auc:0.680845	train-auc:0.999797
[304]	eval-auc:0.680814	train-auc:0.999804
[305]	eval-auc:0.680402	train-auc:0.999794
[306]	eval-auc:0.680132	train-auc:0.999797
[307]	eval-auc:0.679535	train-auc:0.999801
[308]	eval-auc:0.67984	train-auc:0.999814
[309]	eval-auc:0.68021	train-auc:0.999811
[310]	eval-auc:0.679905	train-auc:0.999815
[311]	eval-auc:0.679551	train-auc:0.999827
[312]	eval-auc:0.679656	train-auc:0.999827
[313]	eval-auc:0.679117	train-auc:0.99985
[314]	eval-auc:0.679194	train-auc:0.999853
[315]	eval-auc:0.679357	train-auc:0.999855
[316]	eval-auc:0.679388	train-auc:0.999866
[317]	eval-auc:0.679217	train-auc:0.999871
[318]	eval-auc:0.679619	train-auc:0.999874
[319]	eval-auc:0.679873	train-auc:0.999879
[320]	eval-auc:0.679691	train-auc:0.999882
[321]	eval-auc:0.679388	train-auc:0.999879
[322]	eval-auc:0.679751	train-auc:0.999882
[323]	eval-auc:0.679596	train-auc:0.999887
[324]	eval-auc:0.679654	train-auc:0.999889
[325]	eval-auc:0.679315	train-auc:0.999891
[326]	eval-auc:0.679494	train-auc:0.999892
[327]	eval-auc:0.679337	train-auc:0.999887
[328]	eval-auc:0.679244	train-auc:0.999889
[329]	eval-auc:0.678868	train-auc:0.999894
[330]	eval-auc:0.678511	train-auc:0.999897
[331]	eval-auc:0.679216	train-auc:0.999896
[332]	eval-auc:0.678556	train-auc:0.999901
[333]	eval-auc:0.678258	train-auc:0.999915
[334]	eval-auc:0.677509	train-auc:0.999917
[335]	eval-auc:0.677746	train-auc:0.999912
[336]	eval-auc:0.678067	train-auc:0.999913
[337]	eval-auc:0.67788	train-auc:0.999916
[338]	eval-auc:0.678089	train-auc:0.999916
[339]	eval-auc:0.678136	train-auc:0.999916
[340]	eval-auc:0.67802	train-auc:0.999922
[341]	eval-auc:0.678013	train-auc:0.999925
[342]	eval-auc:0.678489	train-auc:0.999922
[343]	eval-auc:0.678468	train-auc:0.999916
[344]	eval-auc:0.67864	train-auc:0.999921
[345]	eval-auc:0.678146	train-auc:0.999924
[346]	eval-auc:0.67816	train-auc:0.999935
[347]	eval-auc:0.678622	train-auc:0.999938
[348]	eval-auc:0.678632	train-auc:0.999938
[349]	eval-auc:0.678716	train-auc:0.999937
[350]	eval-auc:0.679901	train-auc:0.999937
[351]	eval-auc:0.680169	train-auc:0.999938
[352]	eval-auc:0.679755	train-auc:0.999941
[353]	eval-auc:0.682016	train-auc:0.999945
[354]	eval-auc:0.681956	train-auc:0.999944
[355]	eval-auc:0.682378	train-auc:0.999944
[356]	eval-auc:0.68248	train-auc:0.999942
[357]	eval-auc:0.682142	train-auc:0.999947
[358]	eval-auc:0.681265	train-auc:0.999946
[359]	eval-auc:0.681879	train-auc:0.999944
[360]	eval-auc:0.682016	train-auc:0.999946
[361]	eval-auc:0.682005	train-auc:0.999945
[362]	eval-auc:0.682346	train-auc:0.999949
[363]	eval-auc:0.68192	train-auc:0.999947
[364]	eval-auc:0.681923	train-auc:0.999946
[365]	eval-auc:0.682264	train-auc:0.999944
[366]	eval-auc:0.682438	train-auc:0.999947
[367]	eval-auc:0.682179	train-auc:0.99995
[368]	eval-auc:0.682107	train-auc:0.99995
[369]	eval-auc:0.681947	train-auc:0.999951
[370]	eval-auc:0.681641	train-auc:0.999955
[371]	eval-auc:0.682132	train-auc:0.999961
[372]	eval-auc:0.682309	train-auc:0.999965
[373]	eval-auc:0.682319	train-auc:0.999966
[374]	eval-auc:0.682686	train-auc:0.999969
[375]	eval-auc:0.682605	train-auc:0.999978
[376]	eval-auc:0.682366	train-auc:0.999976
[377]	eval-auc:0.682308	train-auc:0.999978
[378]	eval-auc:0.682658	train-auc:0.999978
[379]	eval-auc:0.682855	train-auc:0.999979
[380]	eval-auc:0.683738	train-auc:0.99998
[381]	eval-auc:0.683651	train-auc:0.999976
[382]	eval-auc:0.683526	train-auc:0.999976
[383]	eval-auc:0.683746	train-auc:0.999981
[384]	eval-auc:0.683491	train-auc:0.999978
[385]	eval-auc:0.683455	train-auc:0.999985
[386]	eval-auc:0.682774	train-auc:0.999985
[387]	eval-auc:0.683112	train-auc:0.999985
[388]	eval-auc:0.682345	train-auc:0.999983
[389]	eval-auc:0.682943	train-auc:0.999985
[390]	eval-auc:0.682639	train-auc:0.999986
[391]	eval-auc:0.683053	train-auc:0.999988
[392]	eval-auc:0.682863	train-auc:0.999987
[393]	eval-auc:0.682435	train-auc:0.999991
[394]	eval-auc:0.682279	train-auc:0.999992
[395]	eval-auc:0.681918	train-auc:0.999992
[396]	eval-auc:0.681618	train-auc:0.999991
[397]	eval-auc:0.681851	train-auc:0.999989
[398]	eval-auc:0.681526	train-auc:0.999991
[399]	eval-auc:0.681754	train-auc:0.99999
[400]	eval-auc:0.6815	train-auc:0.999991
[401]	eval-auc:0.681786	train-auc:0.999992
[402]	eval-auc:0.681702	train-auc:0.999991
[403]	eval-auc:0.681772	train-auc:0.999991
[404]	eval-auc:0.682311	train-auc:0.999993
[405]	eval-auc:0.681688	train-auc:0.999993
[406]	eval-auc:0.681769	train-auc:0.999992
[407]	eval-auc:0.681399	train-auc:0.999995
[408]	eval-auc:0.681262	train-auc:0.999995
	Score 0.681262105763257


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 2, 'min_child_weight': 5.0, 'n_estimators': 103.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669114	train-auc:0.690248
[2]	eval-auc:0.667529	train-auc:0.692519
[3]	eval-auc:0.692924	train-auc:0.71413
[4]	eval-auc:0.69171	train-auc:0.716716
[5]	eval-auc:0.694631	train-auc:0.709104
[6]	eval-auc:0.693943	train-auc:0.711395
[7]	eval-auc:0.69318	train-auc:0.713452
[8]	eval-auc:0.694672	train-auc:0.715092
[9]	eval-auc:0.695533	train-auc:0.715485
[10]	eval-auc:0.694669	train-auc:0.715843
[11]	eval-auc:0.694457	train-auc:0.715702
[12]	eval-auc:0.69417	train-auc:0.717878
[13]	eval-auc:0.694854	train-auc:0.718293
[14]	eval-auc:0.694748	train-auc:0.717749
[15]	eval-auc:0.696253	train-auc:0.718765
[16]	eval-auc:0.696519	train-auc:0.719786
[17]	eval-auc:0.697064	train-auc:0.717028
[18]	eval-auc:0.696491	train-auc:0.714765
[19]	eval-auc:0.696117	train-auc:0.715977
[20]	eval-auc:0.696324	train-auc:0.717649
[21]	eval-auc:0.697122	train-auc:0.717997
[22]	eval-auc:0.697569	train-auc:0.719558
[23]	eval-auc:0.700481	train-auc:0.721898
[24]	eval-auc:0.700897	train-auc:0.721244
[25]	eval-auc:0.699544	train-auc:0.723844
[26]	eval-auc:0.69983	train-auc:0.722718
[27]	eval-auc:0.698283	train-auc:0.721567
[28]	eval-auc:0.698305	train-auc:0.724
[29]	eval-auc:0.699587	train-auc:0.726158
[30]	eval-auc:0.69907	train-auc:0.727169
[31]	eval-auc:0.698691	train-auc:0.726491
[32]	eval-auc:0.699878	train-auc:0.726442
[33]	eval-auc:0.700151	train-auc:0.725839
[34]	eval-auc:0.699831	train-auc:0.726878
[35]	eval-auc:0.700817	train-auc:0.727645
[36]	eval-auc:0.700989	train-auc:0.726589
[37]	eval-auc:0.701755	train-auc:0.727754
[38]	eval-auc:0.702481	train-auc:0.727361
[39]	eval-auc:0.702896	train-auc:0.727988
[40]	eval-auc:0.702293	train-auc:0.728891
[41]	eval-auc:0.702453	train-auc:0.72909
[42]	eval-auc:0.703402	train-auc:0.730051
[43]	eval-auc:0.703075	train-auc:0.731087
[44]	eval-auc:0.702854	train-auc:0.731259
[45]	eval-auc:0.702978	train-auc:0.731299
[46]	eval-auc:0.702376	train-auc:0.73201
[47]	eval-auc:0.702788	train-auc:0.732899
[48]	eval-auc:0.703019	train-auc:0.733472
[49]	eval-auc:0.70214	train-auc:0.732738
[50]	eval-auc:0.701819	train-auc:0.734039
[51]	eval-auc:0.701626	train-auc:0.733348
[52]	eval-auc:0.701674	train-auc:0.733643
[53]	eval-auc:0.702075	train-auc:0.733951
[54]	eval-auc:0.702609	train-auc:0.73458
[55]	eval-auc:0.702535	train-auc:0.735662
[56]	eval-auc:0.702895	train-auc:0.735879
[57]	eval-auc:0.703025	train-auc:0.73688
[58]	eval-auc:0.702981	train-auc:0.736997
[59]	eval-auc:0.702434	train-auc:0.736523
[60]	eval-auc:0.703203	train-auc:0.736887
[61]	eval-auc:0.703199	train-auc:0.736654
[62]	eval-auc:0.703445	train-auc:0.736678
[63]	eval-auc:0.703304	train-auc:0.736355
[64]	eval-auc:0.703338	train-auc:0.73676
[65]	eval-auc:0.703395	train-auc:0.737028
[66]	eval-auc:0.703744	train-auc:0.737047
[67]	eval-auc:0.704093	train-auc:0.736808
[68]	eval-auc:0.705273	train-auc:0.738062
[69]	eval-auc:0.70416	train-auc:0.739118
[70]	eval-auc:0.703705	train-auc:0.740032
[71]	eval-auc:0.704475	train-auc:0.739995
[72]	eval-auc:0.704775	train-auc:0.740929
[73]	eval-auc:0.704191	train-auc:0.74113
[74]	eval-auc:0.704509	train-auc:0.740648
[75]	eval-auc:0.704125	train-auc:0.740172
[76]	eval-auc:0.703457	train-auc:0.740981
[77]	eval-auc:0.702169	train-auc:0.741832
[78]	eval-auc:0.702039	train-auc:0.74264
[79]	eval-auc:0.702719	train-auc:0.743118
[80]	eval-auc:0.702512	train-auc:0.743632
[81]	eval-auc:0.701964	train-auc:0.743453
[82]	eval-auc:0.702088	train-auc:0.743161
[83]	eval-auc:0.70189	train-auc:0.743122
[84]	eval-auc:0.701873	train-auc:0.743924
[85]	eval-auc:0.701908	train-auc:0.74415
[86]	eval-auc:0.701794	train-auc:0.744167
[87]	eval-auc:0.701292	train-auc:0.745059
[88]	eval-auc:0.700598	train-auc:0.745799
[89]	eval-auc:0.70082	train-auc:0.746158
[90]	eval-auc:0.70056	train-auc:0.745936
[91]	eval-auc:0.699863	train-auc:0.746237
[92]	eval-auc:0.699476	train-auc:0.746913
[93]	eval-auc:0.699715	train-auc:0.747015
[94]	eval-auc:0.700295	train-auc:0.747493
[95]	eval-auc:0.700545	train-auc:0.748118
[96]	eval-auc:0.700754	train-auc:0.748664
[97]	eval-auc:0.700982	train-auc:0.749064
[98]	eval-auc:0.700902	train-auc:0.749239
[99]	eval-auc:0.70058	train-auc:0.749895
[100]	eval-auc:0.701015	train-auc:0.750023
[101]	eval-auc:0.701479	train-auc:0.749989
[102]	eval-auc:0.701559	train-auc:0.750166
	Score 0.7015586741219895


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.325, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 6, 'min_child_weight': 3.0, 'n_estimators': 671.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.631743	train-auc:0.729683
[1]	eval-auc:0.647134	train-auc:0.778039
[2]	eval-auc:0.647125	train-auc:0.80724
[3]	eval-auc:0.653909	train-auc:0.822673
[4]	eval-auc:0.67681	train-auc:0.851628
[5]	eval-auc:0.681279	train-auc:0.867632
[6]	eval-auc:0.683957	train-auc:0.875943
[7]	eval-auc:0.684636	train-auc:0.885093
[8]	eval-auc:0.692795	train-auc:0.896006
[9]	eval-auc:0.69394	train-auc:0.902928
[10]	eval-auc:0.704504	train-auc:0.91372
[11]	eval-auc:0.704673	train-auc:0.916247
[12]	eval-auc:0.701518	train-auc:0.921751
[13]	eval-auc:0.700286	train-auc:0.926926
[14]	eval-auc:0.699463	train-auc:0.934951
[15]	eval-auc:0.692409	train-auc:0.940579
[16]	eval-auc:0.692611	train-auc:0.942582
[17]	eval-auc:0.693251	train-auc:0.946729
[18]	eval-auc:0.69008	train-auc:0.948822
[19]	eval-auc:0.692268	train-auc:0.952813
[20]	eval-auc:0.692086	train-auc:0.956263
[21]	eval-auc:0.692575	train-auc:0.960975
[22]	eval-auc:0.692505	train-auc:0.962731
[23]	eval-auc:0.696304	train-auc:0.965379
[24]	eval-auc:0.697512	train-auc:0.968691
[25]	eval-auc:0.697153	train-auc:0.970064
[26]	eval-auc:0.693734	train-auc:0.972267
[27]	eval-auc:0.695461	train-auc:0.975092
[28]	eval-auc:0.697156	train-auc:0.976865
[29]	eval-auc:0.697137	train-auc:0.977464
[30]	eval-auc:0.695295	train-auc:0.979164
[31]	eval-auc:0.695307	train-auc:0.979502
[32]	eval-auc:0.693698	train-auc:0.980624
[33]	eval-auc:0.693523	train-auc:0.982621
[34]	eval-auc:0.693241	train-auc:0.983337
[35]	eval-auc:0.694179	train-auc:0.985372
[36]	eval-auc:0.694228	train-auc:0.985883
[37]	eval-auc:0.692811	train-auc:0.986641
[38]	eval-auc:0.692214	train-auc:0.98771
[39]	eval-auc:0.692992	train-auc:0.988391
[40]	eval-auc:0.69516	train-auc:0.989415
[41]	eval-auc:0.695063	train-auc:0.990079
[42]	eval-auc:0.695727	train-auc:0.990949
[43]	eval-auc:0.696913	train-auc:0.991493
[44]	eval-auc:0.696354	train-auc:0.991717
[45]	eval-auc:0.695909	train-auc:0.992043
[46]	eval-auc:0.696803	train-auc:0.992797
[47]	eval-auc:0.696377	train-auc:0.993195
[48]	eval-auc:0.695268	train-auc:0.993782
[49]	eval-auc:0.695583	train-auc:0.994316
[50]	eval-auc:0.694352	train-auc:0.994331
[51]	eval-auc:0.691436	train-auc:0.994807
[52]	eval-auc:0.691531	train-auc:0.994961
[53]	eval-auc:0.691656	train-auc:0.995253
[54]	eval-auc:0.690598	train-auc:0.995537
[55]	eval-auc:0.689578	train-auc:0.99556
[56]	eval-auc:0.690374	train-auc:0.996023
[57]	eval-auc:0.688361	train-auc:0.996107
[58]	eval-auc:0.687525	train-auc:0.996194
[59]	eval-auc:0.687585	train-auc:0.996267
[60]	eval-auc:0.687927	train-auc:0.996471
[61]	eval-auc:0.686157	train-auc:0.996774
[62]	eval-auc:0.685692	train-auc:0.997075
[63]	eval-auc:0.686391	train-auc:0.997177
[64]	eval-auc:0.68654	train-auc:0.997337
[65]	eval-auc:0.686394	train-auc:0.997419
[66]	eval-auc:0.685463	train-auc:0.99747
[67]	eval-auc:0.684303	train-auc:0.997685
[68]	eval-auc:0.684516	train-auc:0.997649
[69]	eval-auc:0.684353	train-auc:0.997748
[70]	eval-auc:0.684527	train-auc:0.99799
[71]	eval-auc:0.684262	train-auc:0.997999
[72]	eval-auc:0.683465	train-auc:0.998131
[73]	eval-auc:0.683012	train-auc:0.998293
[74]	eval-auc:0.6819	train-auc:0.998409
[75]	eval-auc:0.683427	train-auc:0.998459
[76]	eval-auc:0.682961	train-auc:0.99851
[77]	eval-auc:0.682135	train-auc:0.998554
[78]	eval-auc:0.681628	train-auc:0.99866
[79]	eval-auc:0.682387	train-auc:0.998828
[80]	eval-auc:0.682189	train-auc:0.998881
[81]	eval-auc:0.682265	train-auc:0.998902
[82]	eval-auc:0.681991	train-auc:0.998913
[83]	eval-auc:0.682813	train-auc:0.998986
[84]	eval-auc:0.683424	train-auc:0.999024
[85]	eval-auc:0.682285	train-auc:0.999202
[86]	eval-auc:0.683201	train-auc:0.999259
[87]	eval-auc:0.682317	train-auc:0.999273
[88]	eval-auc:0.682008	train-auc:0.999393
[89]	eval-auc:0.682138	train-auc:0.999413
[90]	eval-auc:0.68144	train-auc:0.999454
[91]	eval-auc:0.679732	train-auc:0.99946
[92]	eval-auc:0.679188	train-auc:0.999465
[93]	eval-auc:0.67881	train-auc:0.999515
[94]	eval-auc:0.678197	train-auc:0.99951
[95]	eval-auc:0.679185	train-auc:0.99947
[96]	eval-auc:0.678107	train-auc:0.999518
[97]	eval-auc:0.679121	train-auc:0.99952
[98]	eval-auc:0.678597	train-auc:0.99958
[99]	eval-auc:0.678055	train-auc:0.9996
[100]	eval-auc:0.679674	train-auc:0.999642
[101]	eval-auc:0.679185	train-auc:0.999668
[102]	eval-auc:0.680493	train-auc:0.999669
[103]	eval-auc:0.680126	train-auc:0.999685
[104]	eval-auc:0.680749	train-auc:0.999709
[105]	eval-auc:0.680189	train-auc:0.999694
[106]	eval-auc:0.680373	train-auc:0.999715
[107]	eval-auc:0.679858	train-auc:0.999733
[108]	eval-auc:0.679257	train-auc:0.999758
[109]	eval-auc:0.678247	train-auc:0.999778
[110]	eval-auc:0.678544	train-auc:0.999799
[111]	eval-auc:0.679153	train-auc:0.999827
[112]	eval-auc:0.678363	train-auc:0.999841
[113]	eval-auc:0.678998	train-auc:0.999842
[114]	eval-auc:0.679476	train-auc:0.999846
[115]	eval-auc:0.678326	train-auc:0.999831
[116]	eval-auc:0.679653	train-auc:0.999848
[117]	eval-auc:0.679819	train-auc:0.999874
[118]	eval-auc:0.679398	train-auc:0.999894
[119]	eval-auc:0.679664	train-auc:0.999911
[120]	eval-auc:0.678491	train-auc:0.999919
[121]	eval-auc:0.679857	train-auc:0.999921
[122]	eval-auc:0.679748	train-auc:0.99992
[123]	eval-auc:0.680003	train-auc:0.999946
[124]	eval-auc:0.680336	train-auc:0.999955
[125]	eval-auc:0.679745	train-auc:0.999971
[126]	eval-auc:0.680569	train-auc:0.999984
[127]	eval-auc:0.680897	train-auc:0.999987
[128]	eval-auc:0.68287	train-auc:0.999989
[129]	eval-auc:0.682448	train-auc:0.99999
[130]	eval-auc:0.68271	train-auc:0.99999
[131]	eval-auc:0.681787	train-auc:0.999989
[132]	eval-auc:0.681998	train-auc:0.999991
[133]	eval-auc:0.682477	train-auc:0.999992
[134]	eval-auc:0.682069	train-auc:0.999994
[135]	eval-auc:0.68127	train-auc:0.999994
[136]	eval-auc:0.681276	train-auc:0.999995
[137]	eval-auc:0.681908	train-auc:0.999995
[138]	eval-auc:0.682118	train-auc:0.999995
[139]	eval-auc:0.681943	train-auc:0.999995
[140]	eval-auc:0.680938	train-auc:0.999996
[141]	eval-auc:0.680633	train-auc:0.999995
[142]	eval-auc:0.680044	train-auc:0.999997
[143]	eval-auc:0.679685	train-auc:0.999998
[144]	eval-auc:0.68007	train-auc:0.999999
[145]	eval-auc:0.680228	train-auc:0.999999
[146]	eval-auc:0.679963	train-auc:1
[147]	eval-auc:0.679674	train-auc:1
[148]	eval-auc:0.679858	train-auc:1
[149]	eval-auc:0.679943	train-auc:1
[150]	eval-auc:0.679889	train-auc:1
[151]	eval-auc:0.680948	train-auc:1
[152]	eval-auc:0.681156	train-auc:1
[153]	eval-auc:0.681599	train-auc:1
[154]	eval-auc:0.681772	train-auc:1
[155]	eval-auc:0.681311	train-auc:1
[156]	eval-auc:0.680999	train-auc:1
[157]	eval-auc:0.681127	train-auc:1
[158]	eval-auc:0.680843	train-auc:1
[159]	eval-auc:0.680604	train-auc:1
[160]	eval-auc:0.679914	train-auc:1
[161]	eval-auc:0.679311	train-auc:1
[162]	eval-auc:0.678747	train-auc:1
[163]	eval-auc:0.677652	train-auc:1
[164]	eval-auc:0.677127	train-auc:1
[165]	eval-auc:0.67661	train-auc:1
[166]	eval-auc:0.676536	train-auc:1
[167]	eval-auc:0.676756	train-auc:1
[168]	eval-auc:0.676462	train-auc:1
[169]	eval-auc:0.676187	train-auc:1
[170]	eval-auc:0.676041	train-auc:1
[171]	eval-auc:0.676773	train-auc:1
[172]	eval-auc:0.676432	train-auc:1
[173]	eval-auc:0.676866	train-auc:1
[174]	eval-auc:0.676222	train-auc:1
[175]	eval-auc:0.677317	train-auc:1
[176]	eval-auc:0.676484	train-auc:1
[177]	eval-auc:0.67654	train-auc:1
[178]	eval-auc:0.676184	train-auc:1
[179]	eval-auc:0.675362	train-auc:1
[180]	eval-auc:0.675508	train-auc:1
[181]	eval-auc:0.675643	train-auc:1
[182]	eval-auc:0.676581	train-auc:1
[183]	eval-auc:0.67644	train-auc:1
[184]	eval-auc:0.676522	train-auc:1
[185]	eval-auc:0.675783	train-auc:1
[186]	eval-auc:0.676059	train-auc:1
[187]	eval-auc:0.67624	train-auc:1
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[202]	eval-auc:0.676563	train-auc:1
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[204]	eval-auc:0.676397	train-auc:1
[205]	eval-auc:0.676249	train-auc:1
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[221]	eval-auc:0.67606	train-auc:1
[222]	eval-auc:0.679278	train-auc:1
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[224]	eval-auc:0.67913	train-auc:1
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[368]	eval-auc:0.672884	train-auc:1
[369]	eval-auc:0.672974	train-auc:1
[370]	eval-auc:0.672493	train-auc:1
[371]	eval-auc:0.672477	train-auc:1
[372]	eval-auc:0.67233	train-auc:1
[373]	eval-auc:0.672206	train-auc:1
[374]	eval-auc:0.672292	train-auc:1
[375]	eval-auc:0.672197	train-auc:1
[376]	eval-auc:0.672135	train-auc:1
[377]	eval-auc:0.67213	train-auc:1
[378]	eval-auc:0.67213	train-auc:1
[379]	eval-auc:0.67213	train-auc:1
[380]	eval-auc:0.671891	train-auc:1
[381]	eval-auc:0.671759	train-auc:1
[382]	eval-auc:0.671316	train-auc:1
[383]	eval-auc:0.671316	train-auc:1
[384]	eval-auc:0.671675	train-auc:1
[385]	eval-auc:0.671489	train-auc:1
[386]	eval-auc:0.67114	train-auc:1
[387]	eval-auc:0.671408	train-auc:1
[388]	eval-auc:0.671408	train-auc:1
[389]	eval-auc:0.671408	train-auc:1
[390]	eval-auc:0.671498	train-auc:1
[391]	eval-auc:0.671549	train-auc:1
[392]	eval-auc:0.671651	train-auc:1
[393]	eval-auc:0.671651	train-auc:1
[394]	eval-auc:0.67162	train-auc:1
[395]	eval-auc:0.671722	train-auc:1
[396]	eval-auc:0.671979	train-auc:1
[397]	eval-auc:0.672135	train-auc:1
[398]	eval-auc:0.671818	train-auc:1
[399]	eval-auc:0.67155	train-auc:1
[400]	eval-auc:0.67155	train-auc:1
[401]	eval-auc:0.67155	train-auc:1
[402]	eval-auc:0.67155	train-auc:1
[403]	eval-auc:0.671731	train-auc:1
[404]	eval-auc:0.671731	train-auc:1
[405]	eval-auc:0.672007	train-auc:1
[406]	eval-auc:0.672007	train-auc:1
[407]	eval-auc:0.672133	train-auc:1
[408]	eval-auc:0.672133	train-auc:1
[409]	eval-auc:0.67206	train-auc:1
[410]	eval-auc:0.672004	train-auc:1
[411]	eval-auc:0.672031	train-auc:1
[412]	eval-auc:0.671839	train-auc:1
[413]	eval-auc:0.671839	train-auc:1
[414]	eval-auc:0.671867	train-auc:1
[415]	eval-auc:0.67192	train-auc:1
[416]	eval-auc:0.67192	train-auc:1
[417]	eval-auc:0.67192	train-auc:1
[418]	eval-auc:0.6718	train-auc:1
[419]	eval-auc:0.6718	train-auc:1
[420]	eval-auc:0.671771	train-auc:1
[421]	eval-auc:0.6716	train-auc:1
[422]	eval-auc:0.671733	train-auc:1
[423]	eval-auc:0.671856	train-auc:1
[424]	eval-auc:0.671632	train-auc:1
[425]	eval-auc:0.671497	train-auc:1
[426]	eval-auc:0.671497	train-auc:1
[427]	eval-auc:0.671733	train-auc:1
[428]	eval-auc:0.67199	train-auc:1
[429]	eval-auc:0.67199	train-auc:1
[430]	eval-auc:0.67199	train-auc:1
[431]	eval-auc:0.67199	train-auc:1
[432]	eval-auc:0.671887	train-auc:1
[433]	eval-auc:0.671701	train-auc:1
[434]	eval-auc:0.671701	train-auc:1
[435]	eval-auc:0.671701	train-auc:1
[436]	eval-auc:0.671701	train-auc:1
[437]	eval-auc:0.671701	train-auc:1
[438]	eval-auc:0.671701	train-auc:1
[439]	eval-auc:0.671701	train-auc:1
[440]	eval-auc:0.671549	train-auc:1
[441]	eval-auc:0.671623	train-auc:1
[442]	eval-auc:0.671485	train-auc:1
[443]	eval-auc:0.671485	train-auc:1
[444]	eval-auc:0.671485	train-auc:1
[445]	eval-auc:0.671485	train-auc:1
[446]	eval-auc:0.671274	train-auc:1
[447]	eval-auc:0.671077	train-auc:1
[448]	eval-auc:0.671077	train-auc:1
[449]	eval-auc:0.670903	train-auc:1
[450]	eval-auc:0.670903	train-auc:1
[451]	eval-auc:0.670777	train-auc:1
[452]	eval-auc:0.671151	train-auc:1
[453]	eval-auc:0.67139	train-auc:1
[454]	eval-auc:0.671206	train-auc:1
[455]	eval-auc:0.671206	train-auc:1
[456]	eval-auc:0.671206	train-auc:1
[457]	eval-auc:0.671067	train-auc:1
[458]	eval-auc:0.671067	train-auc:1
[459]	eval-auc:0.671337	train-auc:1
[460]	eval-auc:0.671239	train-auc:1
[461]	eval-auc:0.671262	train-auc:1
[462]	eval-auc:0.671262	train-auc:1
[463]	eval-auc:0.671221	train-auc:1
[464]	eval-auc:0.671453	train-auc:1
[465]	eval-auc:0.671453	train-auc:1
[466]	eval-auc:0.671165	train-auc:1
[467]	eval-auc:0.671064	train-auc:1
[468]	eval-auc:0.670907	train-auc:1
[469]	eval-auc:0.671093	train-auc:1
[470]	eval-auc:0.671093	train-auc:1
[471]	eval-auc:0.671297	train-auc:1
[472]	eval-auc:0.671375	train-auc:1
[473]	eval-auc:0.671375	train-auc:1
[474]	eval-auc:0.6713	train-auc:1
[475]	eval-auc:0.671421	train-auc:1
[476]	eval-auc:0.671086	train-auc:1
[477]	eval-auc:0.671086	train-auc:1
[478]	eval-auc:0.671086	train-auc:1
[479]	eval-auc:0.671086	train-auc:1
[480]	eval-auc:0.671051	train-auc:1
[481]	eval-auc:0.671051	train-auc:1
[482]	eval-auc:0.671212	train-auc:1
[483]	eval-auc:0.671462	train-auc:1
[484]	eval-auc:0.671462	train-auc:1
[485]	eval-auc:0.671203	train-auc:1
[486]	eval-auc:0.671265	train-auc:1
[487]	eval-auc:0.671244	train-auc:1
[488]	eval-auc:0.671244	train-auc:1
[489]	eval-auc:0.671244	train-auc:1
[490]	eval-auc:0.671029	train-auc:1
[491]	eval-auc:0.671029	train-auc:1
[492]	eval-auc:0.671029	train-auc:1
[493]	eval-auc:0.670895	train-auc:1
[494]	eval-auc:0.670679	train-auc:1
[495]	eval-auc:0.670679	train-auc:1
[496]	eval-auc:0.670679	train-auc:1
[497]	eval-auc:0.670679	train-auc:1
[498]	eval-auc:0.670184	train-auc:1
[499]	eval-auc:0.670184	train-auc:1
[500]	eval-auc:0.670184	train-auc:1
[501]	eval-auc:0.670084	train-auc:1
[502]	eval-auc:0.670084	train-auc:1
[503]	eval-auc:0.670084	train-auc:1
[504]	eval-auc:0.6703	train-auc:1
[505]	eval-auc:0.670434	train-auc:1
[506]	eval-auc:0.670608	train-auc:1
[507]	eval-auc:0.670608	train-auc:1
[508]	eval-auc:0.670723	train-auc:1
[509]	eval-auc:0.670723	train-auc:1
[510]	eval-auc:0.670723	train-auc:1
[511]	eval-auc:0.670723	train-auc:1
[512]	eval-auc:0.670848	train-auc:1
[513]	eval-auc:0.670848	train-auc:1
[514]	eval-auc:0.670848	train-auc:1
[515]	eval-auc:0.67088	train-auc:1
[516]	eval-auc:0.67116	train-auc:1
[517]	eval-auc:0.67116	train-auc:1
[518]	eval-auc:0.67116	train-auc:1
[519]	eval-auc:0.67116	train-auc:1
[520]	eval-auc:0.67116	train-auc:1
[521]	eval-auc:0.671189	train-auc:1
[522]	eval-auc:0.671189	train-auc:1
[523]	eval-auc:0.671189	train-auc:1
[524]	eval-auc:0.671605	train-auc:1
[525]	eval-auc:0.671605	train-auc:1
[526]	eval-auc:0.671488	train-auc:1
[527]	eval-auc:0.671648	train-auc:1
[528]	eval-auc:0.671748	train-auc:1
[529]	eval-auc:0.671803	train-auc:1
[530]	eval-auc:0.671803	train-auc:1
[531]	eval-auc:0.671803	train-auc:1
[532]	eval-auc:0.671372	train-auc:1
[533]	eval-auc:0.671445	train-auc:1
[534]	eval-auc:0.671445	train-auc:1
[535]	eval-auc:0.671445	train-auc:1
[536]	eval-auc:0.671241	train-auc:1
[537]	eval-auc:0.671326	train-auc:1
[538]	eval-auc:0.671207	train-auc:1
[539]	eval-auc:0.671207	train-auc:1
[540]	eval-auc:0.671207	train-auc:1
[541]	eval-auc:0.671232	train-auc:1
[542]	eval-auc:0.671291	train-auc:1
[543]	eval-auc:0.671276	train-auc:1
[544]	eval-auc:0.671276	train-auc:1
[545]	eval-auc:0.671842	train-auc:1
[546]	eval-auc:0.671842	train-auc:1
[547]	eval-auc:0.671728	train-auc:1
[548]	eval-auc:0.671728	train-auc:1
[549]	eval-auc:0.671728	train-auc:1
[550]	eval-auc:0.67178	train-auc:1
[551]	eval-auc:0.67178	train-auc:1
[552]	eval-auc:0.67178	train-auc:1
[553]	eval-auc:0.671696	train-auc:1
[554]	eval-auc:0.671555	train-auc:1
[555]	eval-auc:0.671398	train-auc:1
[556]	eval-auc:0.671398	train-auc:1
[557]	eval-auc:0.671398	train-auc:1
[558]	eval-auc:0.671606	train-auc:1
[559]	eval-auc:0.671606	train-auc:1
[560]	eval-auc:0.671606	train-auc:1
[561]	eval-auc:0.671596	train-auc:1
[562]	eval-auc:0.671491	train-auc:1
[563]	eval-auc:0.671246	train-auc:1
[564]	eval-auc:0.671246	train-auc:1
[565]	eval-auc:0.671246	train-auc:1
[566]	eval-auc:0.671133	train-auc:1
[567]	eval-auc:0.670915	train-auc:1
[568]	eval-auc:0.670915	train-auc:1
[569]	eval-auc:0.670915	train-auc:1
[570]	eval-auc:0.670938	train-auc:1
[571]	eval-auc:0.670938	train-auc:1
[572]	eval-auc:0.670542	train-auc:1
[573]	eval-auc:0.670542	train-auc:1
[574]	eval-auc:0.670595	train-auc:1
[575]	eval-auc:0.670595	train-auc:1
[576]	eval-auc:0.670595	train-auc:1
[577]	eval-auc:0.670595	train-auc:1
[578]	eval-auc:0.670772	train-auc:1
[579]	eval-auc:0.670772	train-auc:1
[580]	eval-auc:0.670802	train-auc:1
[581]	eval-auc:0.670802	train-auc:1
[582]	eval-auc:0.670802	train-auc:1
[583]	eval-auc:0.670802	train-auc:1
[584]	eval-auc:0.670816	train-auc:1
[585]	eval-auc:0.670816	train-auc:1
[586]	eval-auc:0.670816	train-auc:1
[587]	eval-auc:0.670816	train-auc:1
[588]	eval-auc:0.670816	train-auc:1
[589]	eval-auc:0.670553	train-auc:1
[590]	eval-auc:0.670343	train-auc:1
[591]	eval-auc:0.670343	train-auc:1
[592]	eval-auc:0.670343	train-auc:1
[593]	eval-auc:0.670343	train-auc:1
[594]	eval-auc:0.670343	train-auc:1
[595]	eval-auc:0.670343	train-auc:1
[596]	eval-auc:0.670547	train-auc:1
[597]	eval-auc:0.670457	train-auc:1
[598]	eval-auc:0.670457	train-auc:1
[599]	eval-auc:0.670457	train-auc:1
[600]	eval-auc:0.670457	train-auc:1
[601]	eval-auc:0.670457	train-auc:1
[602]	eval-auc:0.670608	train-auc:1
[603]	eval-auc:0.670608	train-auc:1
[604]	eval-auc:0.670717	train-auc:1
[605]	eval-auc:0.670656	train-auc:1
[606]	eval-auc:0.670452	train-auc:1
[607]	eval-auc:0.670416	train-auc:1
[608]	eval-auc:0.670416	train-auc:1
[609]	eval-auc:0.670035	train-auc:1
[610]	eval-auc:0.670035	train-auc:1
[611]	eval-auc:0.670035	train-auc:1
[612]	eval-auc:0.670062	train-auc:1
[613]	eval-auc:0.670062	train-auc:1
[614]	eval-auc:0.670099	train-auc:1
[615]	eval-auc:0.670099	train-auc:1
[616]	eval-auc:0.670099	train-auc:1
[617]	eval-auc:0.670084	train-auc:1
[618]	eval-auc:0.674264	train-auc:1
[619]	eval-auc:0.674264	train-auc:1
[620]	eval-auc:0.674264	train-auc:1
[621]	eval-auc:0.673979	train-auc:1
[622]	eval-auc:0.673979	train-auc:1
[623]	eval-auc:0.673979	train-auc:1
[624]	eval-auc:0.673979	train-auc:1
[625]	eval-auc:0.673979	train-auc:1
[626]	eval-auc:0.673979	train-auc:1
[627]	eval-auc:0.673979	train-auc:1
[628]	eval-auc:0.673979	train-auc:1
[629]	eval-auc:0.673979	train-auc:1
[630]	eval-auc:0.673979	train-auc:1
[631]	eval-auc:0.673979	train-auc:1
[632]	eval-auc:0.673979	train-auc:1
[633]	eval-auc:0.673979	train-auc:1
[634]	eval-auc:0.673968	train-auc:1
[635]	eval-auc:0.673968	train-auc:1
[636]	eval-auc:0.673968	train-auc:1
[637]	eval-auc:0.673968	train-auc:1
[638]	eval-auc:0.673968	train-auc:1
[639]	eval-auc:0.673891	train-auc:1
[640]	eval-auc:0.673891	train-auc:1
[641]	eval-auc:0.673891	train-auc:1
[642]	eval-auc:0.673683	train-auc:1
[643]	eval-auc:0.673683	train-auc:1
[644]	eval-auc:0.673683	train-auc:1
[645]	eval-auc:0.673638	train-auc:1
[646]	eval-auc:0.673743	train-auc:1
[647]	eval-auc:0.673712	train-auc:1
[648]	eval-auc:0.673712	train-auc:1
[649]	eval-auc:0.673682	train-auc:1
[650]	eval-auc:0.673682	train-auc:1
[651]	eval-auc:0.673682	train-auc:1
[652]	eval-auc:0.673819	train-auc:1
[653]	eval-auc:0.673819	train-auc:1
[654]	eval-auc:0.673819	train-auc:1
[655]	eval-auc:0.673985	train-auc:1
[656]	eval-auc:0.674358	train-auc:1
[657]	eval-auc:0.674358	train-auc:1
[658]	eval-auc:0.67439	train-auc:1
[659]	eval-auc:0.67439	train-auc:1
[660]	eval-auc:0.67439	train-auc:1
[661]	eval-auc:0.67439	train-auc:1
[662]	eval-auc:0.67439	train-auc:1
[663]	eval-auc:0.674233	train-auc:1
[664]	eval-auc:0.674233	train-auc:1
[665]	eval-auc:0.674082	train-auc:1
[666]	eval-auc:0.674082	train-auc:1
[667]	eval-auc:0.674073	train-auc:1
[668]	eval-auc:0.674073	train-auc:1
[669]	eval-auc:0.674073	train-auc:1
[670]	eval-auc:0.674073	train-auc:1
	Score 0.6740732619473986


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 13, 'min_child_weight': 4.0, 'n_estimators': 617.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.516593	train-auc:0.768234
[1]	eval-auc:0.601743	train-auc:0.90761
[2]	eval-auc:0.576286	train-auc:0.920236
[3]	eval-auc:0.591807	train-auc:0.951789
[4]	eval-auc:0.612351	train-auc:0.959578
[5]	eval-auc:0.611398	train-auc:0.976907
[6]	eval-auc:0.629698	train-auc:0.980488
[7]	eval-auc:0.628684	train-auc:0.978916
[8]	eval-auc:0.6385	train-auc:0.985382
[9]	eval-auc:0.650911	train-auc:0.988963
[10]	eval-auc:0.646923	train-auc:0.99172
[11]	eval-auc:0.64463	train-auc:0.99301
[12]	eval-auc:0.651324	train-auc:0.993784
[13]	eval-auc:0.652287	train-auc:0.99492
[14]	eval-auc:0.651194	train-auc:0.995725
[15]	eval-auc:0.64444	train-auc:0.996671
[16]	eval-auc:0.643676	train-auc:0.997249
[17]	eval-auc:0.657809	train-auc:0.99787
[18]	eval-auc:0.656224	train-auc:0.998283
[19]	eval-auc:0.663286	train-auc:0.998488
[20]	eval-auc:0.663757	train-auc:0.998579
[21]	eval-auc:0.666086	train-auc:0.998573
[22]	eval-auc:0.669263	train-auc:0.998764
[23]	eval-auc:0.668983	train-auc:0.998825
[24]	eval-auc:0.670375	train-auc:0.998968
[25]	eval-auc:0.667486	train-auc:0.998991
[26]	eval-auc:0.66797	train-auc:0.9992
[27]	eval-auc:0.666385	train-auc:0.999223
[28]	eval-auc:0.666957	train-auc:0.999227
[29]	eval-auc:0.667571	train-auc:0.999183
[30]	eval-auc:0.666802	train-auc:0.999379
[31]	eval-auc:0.667859	train-auc:0.999409
[32]	eval-auc:0.667332	train-auc:0.999403
[33]	eval-auc:0.66652	train-auc:0.99941
[34]	eval-auc:0.66572	train-auc:0.999488
[35]	eval-auc:0.666035	train-auc:0.999572
[36]	eval-auc:0.666886	train-auc:0.999568
[37]	eval-auc:0.664827	train-auc:0.999576
[38]	eval-auc:0.662828	train-auc:0.999608
[39]	eval-auc:0.663441	train-auc:0.999659
[40]	eval-auc:0.663321	train-auc:0.999664
[41]	eval-auc:0.661581	train-auc:0.999665
[42]	eval-auc:0.661326	train-auc:0.999653
[43]	eval-auc:0.662487	train-auc:0.999676
[44]	eval-auc:0.662674	train-auc:0.999685
[45]	eval-auc:0.662926	train-auc:0.999713
[46]	eval-auc:0.662738	train-auc:0.999739
[47]	eval-auc:0.665515	train-auc:0.999775
[48]	eval-auc:0.666609	train-auc:0.999798
[49]	eval-auc:0.667591	train-auc:0.999812
[50]	eval-auc:0.667008	train-auc:0.999833
[51]	eval-auc:0.66711	train-auc:0.999815
[52]	eval-auc:0.666632	train-auc:0.999846
[53]	eval-auc:0.665511	train-auc:0.999854
[54]	eval-auc:0.667242	train-auc:0.999898
[55]	eval-auc:0.66578	train-auc:0.999912
[56]	eval-auc:0.665227	train-auc:0.999911
[57]	eval-auc:0.665266	train-auc:0.999909
[58]	eval-auc:0.665878	train-auc:0.999915
[59]	eval-auc:0.669284	train-auc:0.999926
[60]	eval-auc:0.668971	train-auc:0.999936
[61]	eval-auc:0.668293	train-auc:0.999941
[62]	eval-auc:0.668742	train-auc:0.999942
[63]	eval-auc:0.671477	train-auc:0.999958
[64]	eval-auc:0.6712	train-auc:0.999957
[65]	eval-auc:0.669738	train-auc:0.999958
[66]	eval-auc:0.669586	train-auc:0.999957
[67]	eval-auc:0.668926	train-auc:0.999961
[68]	eval-auc:0.668033	train-auc:0.999964
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[460]	eval-auc:0.686327	train-auc:1
[461]	eval-auc:0.686353	train-auc:1
[462]	eval-auc:0.686427	train-auc:1
[463]	eval-auc:0.686516	train-auc:1
[464]	eval-auc:0.686639	train-auc:1
[465]	eval-auc:0.686599	train-auc:1
[466]	eval-auc:0.686417	train-auc:1
[467]	eval-auc:0.686637	train-auc:1
[468]	eval-auc:0.686682	train-auc:1
[469]	eval-auc:0.686602	train-auc:1
[470]	eval-auc:0.686604	train-auc:1
[471]	eval-auc:0.686642	train-auc:1
[472]	eval-auc:0.686832	train-auc:1
[473]	eval-auc:0.686738	train-auc:1
[474]	eval-auc:0.686755	train-auc:1
[475]	eval-auc:0.686753	train-auc:1
[476]	eval-auc:0.686718	train-auc:1
[477]	eval-auc:0.686714	train-auc:1
[478]	eval-auc:0.68668	train-auc:1
[479]	eval-auc:0.686464	train-auc:1
[480]	eval-auc:0.686296	train-auc:1
[481]	eval-auc:0.686356	train-auc:1
[482]	eval-auc:0.686391	train-auc:1
[483]	eval-auc:0.686281	train-auc:1
[484]	eval-auc:0.686194	train-auc:1
[485]	eval-auc:0.686424	train-auc:1
[486]	eval-auc:0.686756	train-auc:1
[487]	eval-auc:0.68671	train-auc:1
[488]	eval-auc:0.686593	train-auc:1
[489]	eval-auc:0.686596	train-auc:1
[490]	eval-auc:0.686596	train-auc:1
[491]	eval-auc:0.686525	train-auc:1
[492]	eval-auc:0.686514	train-auc:1
[493]	eval-auc:0.686622	train-auc:1
[494]	eval-auc:0.686546	train-auc:1
[495]	eval-auc:0.686551	train-auc:1
[496]	eval-auc:0.686887	train-auc:1
[497]	eval-auc:0.686819	train-auc:1
[498]	eval-auc:0.686837	train-auc:1
[499]	eval-auc:0.686837	train-auc:1
[500]	eval-auc:0.686797	train-auc:1
[501]	eval-auc:0.68684	train-auc:1
[502]	eval-auc:0.686721	train-auc:1
[503]	eval-auc:0.686619	train-auc:1
[504]	eval-auc:0.686573	train-auc:1
[505]	eval-auc:0.686488	train-auc:1
[506]	eval-auc:0.686295	train-auc:1
[507]	eval-auc:0.686356	train-auc:1
[508]	eval-auc:0.686398	train-auc:1
[509]	eval-auc:0.686436	train-auc:1
[510]	eval-auc:0.686583	train-auc:1
[511]	eval-auc:0.686619	train-auc:1
[512]	eval-auc:0.686445	train-auc:1
[513]	eval-auc:0.686479	train-auc:1
[514]	eval-auc:0.686477	train-auc:1
[515]	eval-auc:0.686506	train-auc:1
[516]	eval-auc:0.686485	train-auc:1
[517]	eval-auc:0.686516	train-auc:1
[518]	eval-auc:0.686753	train-auc:1
[519]	eval-auc:0.68689	train-auc:1
[520]	eval-auc:0.686869	train-auc:1
[521]	eval-auc:0.68695	train-auc:1
[522]	eval-auc:0.68707	train-auc:1
[523]	eval-auc:0.687	train-auc:1
[524]	eval-auc:0.687184	train-auc:1
[525]	eval-auc:0.687227	train-auc:1
[526]	eval-auc:0.687166	train-auc:1
[527]	eval-auc:0.686977	train-auc:1
[528]	eval-auc:0.687029	train-auc:1
[529]	eval-auc:0.687207	train-auc:1
[530]	eval-auc:0.687297	train-auc:1
[531]	eval-auc:0.687307	train-auc:1
[532]	eval-auc:0.687143	train-auc:1
[533]	eval-auc:0.687164	train-auc:1
[534]	eval-auc:0.687173	train-auc:1
[535]	eval-auc:0.687151	train-auc:1
[536]	eval-auc:0.687344	train-auc:1
[537]	eval-auc:0.687371	train-auc:1
[538]	eval-auc:0.687323	train-auc:1
[539]	eval-auc:0.687306	train-auc:1
[540]	eval-auc:0.68739	train-auc:1
[541]	eval-auc:0.687352	train-auc:1
[542]	eval-auc:0.687347	train-auc:1
[543]	eval-auc:0.687415	train-auc:1
[544]	eval-auc:0.687525	train-auc:1
[545]	eval-auc:0.687744	train-auc:1
[546]	eval-auc:0.687574	train-auc:1
[547]	eval-auc:0.687827	train-auc:1
[548]	eval-auc:0.687892	train-auc:1
[549]	eval-auc:0.687877	train-auc:1
[550]	eval-auc:0.687726	train-auc:1
[551]	eval-auc:0.68805	train-auc:1
[552]	eval-auc:0.688133	train-auc:1
[553]	eval-auc:0.688026	train-auc:1
[554]	eval-auc:0.688012	train-auc:1
[555]	eval-auc:0.68791	train-auc:1
[556]	eval-auc:0.687866	train-auc:1
[557]	eval-auc:0.687697	train-auc:1
[558]	eval-auc:0.687668	train-auc:1
[559]	eval-auc:0.687722	train-auc:1
[560]	eval-auc:0.687811	train-auc:1
[561]	eval-auc:0.687804	train-auc:1
[562]	eval-auc:0.687778	train-auc:1
[563]	eval-auc:0.687871	train-auc:1
[564]	eval-auc:0.687741	train-auc:1
[565]	eval-auc:0.687766	train-auc:1
[566]	eval-auc:0.687776	train-auc:1
[567]	eval-auc:0.687764	train-auc:1
[568]	eval-auc:0.687673	train-auc:1
[569]	eval-auc:0.687677	train-auc:1
[570]	eval-auc:0.687737	train-auc:1
[571]	eval-auc:0.6877	train-auc:1
[572]	eval-auc:0.687764	train-auc:1
[573]	eval-auc:0.687725	train-auc:1
[574]	eval-auc:0.687723	train-auc:1
[575]	eval-auc:0.687615	train-auc:1
[576]	eval-auc:0.687642	train-auc:1
[577]	eval-auc:0.687463	train-auc:1
[578]	eval-auc:0.687476	train-auc:1
[579]	eval-auc:0.687486	train-auc:1
[580]	eval-auc:0.6874	train-auc:1
[581]	eval-auc:0.687519	train-auc:1
[582]	eval-auc:0.68744	train-auc:1
[583]	eval-auc:0.687522	train-auc:1
[584]	eval-auc:0.687554	train-auc:1
[585]	eval-auc:0.687615	train-auc:1
[586]	eval-auc:0.687546	train-auc:1
[587]	eval-auc:0.687536	train-auc:1
[588]	eval-auc:0.687486	train-auc:1
[589]	eval-auc:0.687467	train-auc:1
[590]	eval-auc:0.687336	train-auc:1
[591]	eval-auc:0.687233	train-auc:1
[592]	eval-auc:0.687157	train-auc:1
[593]	eval-auc:0.687047	train-auc:1
[594]	eval-auc:0.68702	train-auc:1
[595]	eval-auc:0.687166	train-auc:1
[596]	eval-auc:0.687403	train-auc:1
[597]	eval-auc:0.687441	train-auc:1
[598]	eval-auc:0.687578	train-auc:1
[599]	eval-auc:0.68768	train-auc:1
[600]	eval-auc:0.687565	train-auc:1
[601]	eval-auc:0.687805	train-auc:1
[602]	eval-auc:0.688206	train-auc:1
[603]	eval-auc:0.688137	train-auc:1
[604]	eval-auc:0.688058	train-auc:1
[605]	eval-auc:0.688121	train-auc:1
[606]	eval-auc:0.688104	train-auc:1
[607]	eval-auc:0.688044	train-auc:1
[608]	eval-auc:0.68802	train-auc:1
[609]	eval-auc:0.687953	train-auc:1
[610]	eval-auc:0.688028	train-auc:1
[611]	eval-auc:0.688018	train-auc:1
[612]	eval-auc:0.687912	train-auc:1
[613]	eval-auc:0.68809	train-auc:1
[614]	eval-auc:0.687903	train-auc:1
[615]	eval-auc:0.687795	train-auc:1
[616]	eval-auc:0.687907	train-auc:1
	Score 0.6879073322856899


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 1, 'min_child_weight': 2.0, 'n_estimators': 564.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.6691	train-auc:0.677286
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.704578	train-auc:0.70064
[4]	eval-auc:0.704578	train-auc:0.70064
[5]	eval-auc:0.704578	train-auc:0.70064
[6]	eval-auc:0.704578	train-auc:0.70064
[7]	eval-auc:0.704578	train-auc:0.70064
[8]	eval-auc:0.704578	train-auc:0.70064
[9]	eval-auc:0.704578	train-auc:0.70064
[10]	eval-auc:0.704578	train-auc:0.70064
[11]	eval-auc:0.704578	train-auc:0.70064
[12]	eval-auc:0.704578	train-auc:0.70064
[13]	eval-auc:0.704578	train-auc:0.70064
[14]	eval-auc:0.704578	train-auc:0.70064
[15]	eval-auc:0.704578	train-auc:0.70064
[16]	eval-auc:0.697034	train-auc:0.698654
[17]	eval-auc:0.697034	train-auc:0.698654
[18]	eval-auc:0.697034	train-auc:0.698654
[19]	eval-auc:0.697034	train-auc:0.698654
[20]	eval-auc:0.697034	train-auc:0.698654
[21]	eval-auc:0.697034	train-auc:0.698654
[22]	eval-auc:0.697034	train-auc:0.698654
[23]	eval-auc:0.697034	train-auc:0.698654
[24]	eval-auc:0.697034	train-auc:0.698654
[25]	eval-auc:0.697034	train-auc:0.698654
[26]	eval-auc:0.697144	train-auc:0.698895
[27]	eval-auc:0.696933	train-auc:0.698788
[28]	eval-auc:0.697144	train-auc:0.698895
[29]	eval-auc:0.697144	train-auc:0.698895
[30]	eval-auc:0.705646	train-auc:0.70112
[31]	eval-auc:0.705553	train-auc:0.701111
[32]	eval-auc:0.705553	train-auc:0.701111
[33]	eval-auc:0.698592	train-auc:0.699198
[34]	eval-auc:0.698591	train-auc:0.699195
[35]	eval-auc:0.698592	train-auc:0.699198
[36]	eval-auc:0.698591	train-auc:0.699195
[37]	eval-auc:0.698591	train-auc:0.699195
[38]	eval-auc:0.699835	train-auc:0.699586
[39]	eval-auc:0.699832	train-auc:0.699583
[40]	eval-auc:0.699832	train-auc:0.699583
[41]	eval-auc:0.699835	train-auc:0.699586
[42]	eval-auc:0.699835	train-auc:0.699586
[43]	eval-auc:0.699835	train-auc:0.699586
[44]	eval-auc:0.699835	train-auc:0.699586
[45]	eval-auc:0.699835	train-auc:0.699586
[46]	eval-auc:0.699832	train-auc:0.699583
[47]	eval-auc:0.706628	train-auc:0.701342
[48]	eval-auc:0.706628	train-auc:0.701342
[49]	eval-auc:0.699832	train-auc:0.699583
[50]	eval-auc:0.706716	train-auc:0.701362
[51]	eval-auc:0.706628	train-auc:0.701342
[52]	eval-auc:0.699832	train-auc:0.699583
[53]	eval-auc:0.706716	train-auc:0.701362
[54]	eval-auc:0.706716	train-auc:0.701362
[55]	eval-auc:0.706719	train-auc:0.701365
[56]	eval-auc:0.706716	train-auc:0.701362
[57]	eval-auc:0.706716	train-auc:0.701362
[58]	eval-auc:0.699923	train-auc:0.699606
[59]	eval-auc:0.706716	train-auc:0.701362
[60]	eval-auc:0.706716	train-auc:0.701362
[61]	eval-auc:0.699923	train-auc:0.699606
[62]	eval-auc:0.707925	train-auc:0.701002
[63]	eval-auc:0.706716	train-auc:0.701362
[64]	eval-auc:0.701132	train-auc:0.699246
[65]	eval-auc:0.707925	train-auc:0.701002
[66]	eval-auc:0.701132	train-auc:0.699246
[67]	eval-auc:0.701132	train-auc:0.699246
[68]	eval-auc:0.707925	train-auc:0.701002
[69]	eval-auc:0.707925	train-auc:0.701002
[70]	eval-auc:0.701132	train-auc:0.699246
[71]	eval-auc:0.707925	train-auc:0.701002
[72]	eval-auc:0.701132	train-auc:0.699246
[73]	eval-auc:0.701132	train-auc:0.699246
[74]	eval-auc:0.701132	train-auc:0.699246
[75]	eval-auc:0.701132	train-auc:0.699246
[76]	eval-auc:0.707925	train-auc:0.701002
[77]	eval-auc:0.704336	train-auc:0.698726
[78]	eval-auc:0.704336	train-auc:0.698726
[79]	eval-auc:0.704801	train-auc:0.699542
[80]	eval-auc:0.70683	train-auc:0.70161
[81]	eval-auc:0.705048	train-auc:0.699361
[82]	eval-auc:0.70643	train-auc:0.701969
[83]	eval-auc:0.707875	train-auc:0.703933
[84]	eval-auc:0.706514	train-auc:0.704443
[85]	eval-auc:0.70659	train-auc:0.704452
[86]	eval-auc:0.707254	train-auc:0.703594
[87]	eval-auc:0.707739	train-auc:0.703691
[88]	eval-auc:0.705728	train-auc:0.703618
[89]	eval-auc:0.705107	train-auc:0.704348
[90]	eval-auc:0.705873	train-auc:0.704475
[91]	eval-auc:0.70595	train-auc:0.704484
[92]	eval-auc:0.706517	train-auc:0.70444
[93]	eval-auc:0.706527	train-auc:0.704443
[94]	eval-auc:0.706684	train-auc:0.704451
[95]	eval-auc:0.70669	train-auc:0.704452
[96]	eval-auc:0.70622	train-auc:0.704158
[97]	eval-auc:0.705949	train-auc:0.704475
[98]	eval-auc:0.706593	train-auc:0.70444
[99]	eval-auc:0.706593	train-auc:0.70444
[100]	eval-auc:0.706593	train-auc:0.70444
[101]	eval-auc:0.706593	train-auc:0.70444
[102]	eval-auc:0.706097	train-auc:0.705429
[103]	eval-auc:0.705482	train-auc:0.705527
[104]	eval-auc:0.705805	train-auc:0.705147
[105]	eval-auc:0.705895	train-auc:0.705161
[106]	eval-auc:0.705887	train-auc:0.705161
[107]	eval-auc:0.705607	train-auc:0.705456
[108]	eval-auc:0.705435	train-auc:0.705533
[109]	eval-auc:0.705426	train-auc:0.705535
[110]	eval-auc:0.705484	train-auc:0.705408
[111]	eval-auc:0.705275	train-auc:0.705369
[112]	eval-auc:0.705776	train-auc:0.705585
[113]	eval-auc:0.703953	train-auc:0.708213
[114]	eval-auc:0.704048	train-auc:0.708223
[115]	eval-auc:0.703667	train-auc:0.708202
[116]	eval-auc:0.703949	train-auc:0.708175
[117]	eval-auc:0.703882	train-auc:0.70823
[118]	eval-auc:0.7039	train-auc:0.708211
[119]	eval-auc:0.703825	train-auc:0.708375
[120]	eval-auc:0.704287	train-auc:0.708847
[121]	eval-auc:0.704047	train-auc:0.708885
[122]	eval-auc:0.703785	train-auc:0.708878
[123]	eval-auc:0.704114	train-auc:0.708982
[124]	eval-auc:0.704204	train-auc:0.708995
[125]	eval-auc:0.703963	train-auc:0.708755
[126]	eval-auc:0.70405	train-auc:0.708894
[127]	eval-auc:0.703505	train-auc:0.70849
[128]	eval-auc:0.703888	train-auc:0.70858
[129]	eval-auc:0.703957	train-auc:0.70859
[130]	eval-auc:0.704184	train-auc:0.708764
[131]	eval-auc:0.704182	train-auc:0.708956
[132]	eval-auc:0.704243	train-auc:0.709216
[133]	eval-auc:0.70399	train-auc:0.709097
[134]	eval-auc:0.703263	train-auc:0.708583
[135]	eval-auc:0.704071	train-auc:0.708936
[136]	eval-auc:0.704467	train-auc:0.709246
[137]	eval-auc:0.705348	train-auc:0.710218
[138]	eval-auc:0.705255	train-auc:0.710234
[139]	eval-auc:0.705403	train-auc:0.71027
[140]	eval-auc:0.705576	train-auc:0.71034
[141]	eval-auc:0.704941	train-auc:0.71019
[142]	eval-auc:0.704996	train-auc:0.710361
[143]	eval-auc:0.705194	train-auc:0.710432
[144]	eval-auc:0.705293	train-auc:0.71063
[145]	eval-auc:0.705704	train-auc:0.710631
[146]	eval-auc:0.705761	train-auc:0.710688
[147]	eval-auc:0.705505	train-auc:0.710508
[148]	eval-auc:0.705548	train-auc:0.710552
[149]	eval-auc:0.7055	train-auc:0.710585
[150]	eval-auc:0.70531	train-auc:0.710595
[151]	eval-auc:0.705433	train-auc:0.710554
[152]	eval-auc:0.70538	train-auc:0.710501
[153]	eval-auc:0.705458	train-auc:0.710594
[154]	eval-auc:0.70552	train-auc:0.710665
[155]	eval-auc:0.705619	train-auc:0.710797
[156]	eval-auc:0.705646	train-auc:0.710814
[157]	eval-auc:0.705928	train-auc:0.71119
[158]	eval-auc:0.705586	train-auc:0.71102
[159]	eval-auc:0.705284	train-auc:0.710905
[160]	eval-auc:0.705292	train-auc:0.71088
[161]	eval-auc:0.705718	train-auc:0.711124
[162]	eval-auc:0.705671	train-auc:0.710974
[163]	eval-auc:0.705712	train-auc:0.711019
[164]	eval-auc:0.705738	train-auc:0.711064
[165]	eval-auc:0.7058	train-auc:0.711141
[166]	eval-auc:0.705805	train-auc:0.711115
[167]	eval-auc:0.705633	train-auc:0.711263
[168]	eval-auc:0.705977	train-auc:0.711283
[169]	eval-auc:0.706085	train-auc:0.71139
[170]	eval-auc:0.706149	train-auc:0.711429
[171]	eval-auc:0.706225	train-auc:0.711543
[172]	eval-auc:0.706196	train-auc:0.7115
[173]	eval-auc:0.706189	train-auc:0.711536
[174]	eval-auc:0.705733	train-auc:0.711476
[175]	eval-auc:0.705831	train-auc:0.711541
[176]	eval-auc:0.705688	train-auc:0.711866
[177]	eval-auc:0.705493	train-auc:0.711797
[178]	eval-auc:0.705576	train-auc:0.711839
[179]	eval-auc:0.705574	train-auc:0.711971
[180]	eval-auc:0.705688	train-auc:0.712109
[181]	eval-auc:0.705853	train-auc:0.711987
[182]	eval-auc:0.705914	train-auc:0.711919
[183]	eval-auc:0.705839	train-auc:0.712035
[184]	eval-auc:0.70587	train-auc:0.712083
[185]	eval-auc:0.705825	train-auc:0.712069
[186]	eval-auc:0.705783	train-auc:0.712137
[187]	eval-auc:0.705824	train-auc:0.712163
[188]	eval-auc:0.705807	train-auc:0.712006
[189]	eval-auc:0.705927	train-auc:0.712061
[190]	eval-auc:0.705999	train-auc:0.71219
[191]	eval-auc:0.705982	train-auc:0.71214
[192]	eval-auc:0.70599	train-auc:0.712285
[193]	eval-auc:0.705949	train-auc:0.712272
[194]	eval-auc:0.706028	train-auc:0.712338
[195]	eval-auc:0.705975	train-auc:0.712376
[196]	eval-auc:0.705964	train-auc:0.712424
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[537]	eval-auc:0.703764	train-auc:0.721032
[538]	eval-auc:0.703707	train-auc:0.721066
[539]	eval-auc:0.703736	train-auc:0.721067
[540]	eval-auc:0.703751	train-auc:0.721068
[541]	eval-auc:0.703786	train-auc:0.721086
[542]	eval-auc:0.703864	train-auc:0.721117
[543]	eval-auc:0.703774	train-auc:0.721146
[544]	eval-auc:0.703809	train-auc:0.721171
[545]	eval-auc:0.703814	train-auc:0.721192
[546]	eval-auc:0.703835	train-auc:0.721206
[547]	eval-auc:0.703847	train-auc:0.721208
[548]	eval-auc:0.703838	train-auc:0.721233
[549]	eval-auc:0.703837	train-auc:0.721228
[550]	eval-auc:0.703972	train-auc:0.72124
[551]	eval-auc:0.70398	train-auc:0.72127
[552]	eval-auc:0.70392	train-auc:0.721289
[553]	eval-auc:0.70393	train-auc:0.721294
[554]	eval-auc:0.703885	train-auc:0.721338
[555]	eval-auc:0.70385	train-auc:0.721341
[556]	eval-auc:0.703896	train-auc:0.721361
[557]	eval-auc:0.703919	train-auc:0.721363
[558]	eval-auc:0.703878	train-auc:0.721384
[559]	eval-auc:0.703802	train-auc:0.721398
[560]	eval-auc:0.703821	train-auc:0.721399
[561]	eval-auc:0.703815	train-auc:0.721401
[562]	eval-auc:0.703856	train-auc:0.721452
[563]	eval-auc:0.703875	train-auc:0.72147
	Score 0.7038747578847349


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 3, 'min_child_weight': 3.0, 'n_estimators': 298.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.706179	train-auc:0.721587
[1]	eval-auc:0.700919	train-auc:0.733669
[2]	eval-auc:0.694936	train-auc:0.747472
[3]	eval-auc:0.698877	train-auc:0.752668
[4]	eval-auc:0.710872	train-auc:0.755223
[5]	eval-auc:0.70559	train-auc:0.757218
[6]	eval-auc:0.707288	train-auc:0.757196
[7]	eval-auc:0.705873	train-auc:0.765201
[8]	eval-auc:0.705329	train-auc:0.769039
[9]	eval-auc:0.704631	train-auc:0.770251
[10]	eval-auc:0.708285	train-auc:0.773298
[11]	eval-auc:0.709823	train-auc:0.779329
[12]	eval-auc:0.711976	train-auc:0.783818
[13]	eval-auc:0.714191	train-auc:0.783528
[14]	eval-auc:0.711073	train-auc:0.784965
[15]	eval-auc:0.710008	train-auc:0.786064
[16]	eval-auc:0.706687	train-auc:0.79006
[17]	eval-auc:0.70442	train-auc:0.79393
[18]	eval-auc:0.704626	train-auc:0.796028
[19]	eval-auc:0.706869	train-auc:0.801534
[20]	eval-auc:0.706274	train-auc:0.805541
[21]	eval-auc:0.703453	train-auc:0.810768
[22]	eval-auc:0.704258	train-auc:0.812189
[23]	eval-auc:0.703806	train-auc:0.813639
[24]	eval-auc:0.703994	train-auc:0.814773
[25]	eval-auc:0.70292	train-auc:0.815594
[26]	eval-auc:0.705235	train-auc:0.818893
[27]	eval-auc:0.706188	train-auc:0.823677
[28]	eval-auc:0.705378	train-auc:0.826333
[29]	eval-auc:0.70626	train-auc:0.830962
[30]	eval-auc:0.705235	train-auc:0.83419
[31]	eval-auc:0.707371	train-auc:0.834472
[32]	eval-auc:0.704629	train-auc:0.835709
[33]	eval-auc:0.703279	train-auc:0.837009
[34]	eval-auc:0.703646	train-auc:0.837078
[35]	eval-auc:0.705581	train-auc:0.840221
[36]	eval-auc:0.704944	train-auc:0.840716
[37]	eval-auc:0.703808	train-auc:0.842578
[38]	eval-auc:0.705553	train-auc:0.843888
[39]	eval-auc:0.703831	train-auc:0.846031
[40]	eval-auc:0.705471	train-auc:0.848637
[41]	eval-auc:0.705531	train-auc:0.848758
[42]	eval-auc:0.706183	train-auc:0.849509
[43]	eval-auc:0.706415	train-auc:0.851265
[44]	eval-auc:0.707787	train-auc:0.851194
[45]	eval-auc:0.708179	train-auc:0.852172
[46]	eval-auc:0.710049	train-auc:0.855545
[47]	eval-auc:0.711319	train-auc:0.856388
[48]	eval-auc:0.709965	train-auc:0.858333
[49]	eval-auc:0.711716	train-auc:0.860552
[50]	eval-auc:0.712171	train-auc:0.86146
[51]	eval-auc:0.712231	train-auc:0.861711
[52]	eval-auc:0.712191	train-auc:0.86268
[53]	eval-auc:0.712312	train-auc:0.865358
[54]	eval-auc:0.711536	train-auc:0.866639
[55]	eval-auc:0.711747	train-auc:0.867616
[56]	eval-auc:0.712219	train-auc:0.868495
[57]	eval-auc:0.711885	train-auc:0.869058
[58]	eval-auc:0.711891	train-auc:0.869788
[59]	eval-auc:0.712061	train-auc:0.870714
[60]	eval-auc:0.712388	train-auc:0.871513
[61]	eval-auc:0.712478	train-auc:0.873096
[62]	eval-auc:0.711319	train-auc:0.875646
[63]	eval-auc:0.712204	train-auc:0.876591
[64]	eval-auc:0.713546	train-auc:0.878153
[65]	eval-auc:0.712638	train-auc:0.878663
[66]	eval-auc:0.713884	train-auc:0.880076
[67]	eval-auc:0.713942	train-auc:0.880747
[68]	eval-auc:0.713876	train-auc:0.882658
[69]	eval-auc:0.713211	train-auc:0.884138
[70]	eval-auc:0.713585	train-auc:0.885163
[71]	eval-auc:0.713354	train-auc:0.885715
[72]	eval-auc:0.712245	train-auc:0.88628
[73]	eval-auc:0.712497	train-auc:0.887739
[74]	eval-auc:0.713113	train-auc:0.888853
[75]	eval-auc:0.712954	train-auc:0.889172
[76]	eval-auc:0.712186	train-auc:0.890124
[77]	eval-auc:0.712865	train-auc:0.89163
[78]	eval-auc:0.71243	train-auc:0.893213
[79]	eval-auc:0.712938	train-auc:0.893457
[80]	eval-auc:0.713022	train-auc:0.894108
[81]	eval-auc:0.713224	train-auc:0.894985
[82]	eval-auc:0.713926	train-auc:0.89654
[83]	eval-auc:0.713666	train-auc:0.896282
[84]	eval-auc:0.713526	train-auc:0.897184
[85]	eval-auc:0.715253	train-auc:0.898725
[86]	eval-auc:0.714207	train-auc:0.899172
[87]	eval-auc:0.713629	train-auc:0.899379
[88]	eval-auc:0.713052	train-auc:0.900056
[89]	eval-auc:0.712969	train-auc:0.90122
[90]	eval-auc:0.713369	train-auc:0.902849
[91]	eval-auc:0.71308	train-auc:0.902996
[92]	eval-auc:0.713297	train-auc:0.903493
[93]	eval-auc:0.712291	train-auc:0.903515
[94]	eval-auc:0.712772	train-auc:0.903967
[95]	eval-auc:0.713498	train-auc:0.904337
[96]	eval-auc:0.714517	train-auc:0.904869
[97]	eval-auc:0.715932	train-auc:0.905923
[98]	eval-auc:0.715167	train-auc:0.907185
[99]	eval-auc:0.714441	train-auc:0.907687
[100]	eval-auc:0.713768	train-auc:0.907558
[101]	eval-auc:0.713629	train-auc:0.907712
[102]	eval-auc:0.714389	train-auc:0.90825
[103]	eval-auc:0.713101	train-auc:0.909014
[104]	eval-auc:0.713425	train-auc:0.910155
[105]	eval-auc:0.712309	train-auc:0.909821
[106]	eval-auc:0.712096	train-auc:0.910536
[107]	eval-auc:0.712528	train-auc:0.911449
[108]	eval-auc:0.712177	train-auc:0.912989
[109]	eval-auc:0.711916	train-auc:0.912925
[110]	eval-auc:0.71262	train-auc:0.913615
[111]	eval-auc:0.712806	train-auc:0.914194
[112]	eval-auc:0.712978	train-auc:0.914823
[113]	eval-auc:0.712183	train-auc:0.915136
[114]	eval-auc:0.711018	train-auc:0.915658
[115]	eval-auc:0.710109	train-auc:0.916462
[116]	eval-auc:0.710024	train-auc:0.917362
[117]	eval-auc:0.71045	train-auc:0.917706
[118]	eval-auc:0.709384	train-auc:0.917977
[119]	eval-auc:0.70999	train-auc:0.919234
[120]	eval-auc:0.710546	train-auc:0.920372
[121]	eval-auc:0.71128	train-auc:0.920964
[122]	eval-auc:0.711537	train-auc:0.921948
[123]	eval-auc:0.71239	train-auc:0.92308
[124]	eval-auc:0.711772	train-auc:0.923263
[125]	eval-auc:0.712469	train-auc:0.92388
[126]	eval-auc:0.712795	train-auc:0.924309
[127]	eval-auc:0.712559	train-auc:0.925164
[128]	eval-auc:0.712232	train-auc:0.925136
[129]	eval-auc:0.711415	train-auc:0.92595
[130]	eval-auc:0.711351	train-auc:0.926436
[131]	eval-auc:0.710423	train-auc:0.928078
[132]	eval-auc:0.710337	train-auc:0.928807
[133]	eval-auc:0.710672	train-auc:0.929874
[134]	eval-auc:0.710497	train-auc:0.930467
[135]	eval-auc:0.71047	train-auc:0.930586
[136]	eval-auc:0.709772	train-auc:0.930995
[137]	eval-auc:0.708987	train-auc:0.932207
[138]	eval-auc:0.70927	train-auc:0.932306
[139]	eval-auc:0.709495	train-auc:0.93307
[140]	eval-auc:0.709611	train-auc:0.934058
[141]	eval-auc:0.709558	train-auc:0.934084
[142]	eval-auc:0.708945	train-auc:0.934744
[143]	eval-auc:0.710369	train-auc:0.935595
[144]	eval-auc:0.71135	train-auc:0.936414
[145]	eval-auc:0.711611	train-auc:0.93687
[146]	eval-auc:0.711712	train-auc:0.937552
[147]	eval-auc:0.711439	train-auc:0.937925
[148]	eval-auc:0.710733	train-auc:0.93825
[149]	eval-auc:0.711345	train-auc:0.939063
[150]	eval-auc:0.710543	train-auc:0.939669
[151]	eval-auc:0.710518	train-auc:0.939554
[152]	eval-auc:0.710651	train-auc:0.940089
[153]	eval-auc:0.710643	train-auc:0.940445
[154]	eval-auc:0.71008	train-auc:0.940689
[155]	eval-auc:0.710066	train-auc:0.941202
[156]	eval-auc:0.710684	train-auc:0.941334
[157]	eval-auc:0.710086	train-auc:0.941572
[158]	eval-auc:0.709934	train-auc:0.942307
[159]	eval-auc:0.710331	train-auc:0.942621
[160]	eval-auc:0.708831	train-auc:0.942996
[161]	eval-auc:0.707774	train-auc:0.943688
[162]	eval-auc:0.707386	train-auc:0.943562
[163]	eval-auc:0.707636	train-auc:0.944004
[164]	eval-auc:0.708106	train-auc:0.944377
[165]	eval-auc:0.708306	train-auc:0.944536
[166]	eval-auc:0.708694	train-auc:0.945167
[167]	eval-auc:0.708667	train-auc:0.945814
[168]	eval-auc:0.709573	train-auc:0.946459
[169]	eval-auc:0.709958	train-auc:0.946855
[170]	eval-auc:0.709775	train-auc:0.946802
[171]	eval-auc:0.709492	train-auc:0.947238
[172]	eval-auc:0.708751	train-auc:0.947912
[173]	eval-auc:0.708204	train-auc:0.948865
[174]	eval-auc:0.708109	train-auc:0.948903
[175]	eval-auc:0.708009	train-auc:0.949074
[176]	eval-auc:0.708542	train-auc:0.949716
[177]	eval-auc:0.707692	train-auc:0.949965
[178]	eval-auc:0.70772	train-auc:0.950608
[179]	eval-auc:0.708254	train-auc:0.950651
[180]	eval-auc:0.708202	train-auc:0.951009
[181]	eval-auc:0.707909	train-auc:0.951287
[182]	eval-auc:0.707826	train-auc:0.951907
[183]	eval-auc:0.708318	train-auc:0.952329
[184]	eval-auc:0.708183	train-auc:0.952532
[185]	eval-auc:0.707007	train-auc:0.952823
[186]	eval-auc:0.707127	train-auc:0.953121
[187]	eval-auc:0.706862	train-auc:0.953356
[188]	eval-auc:0.707054	train-auc:0.953504
[189]	eval-auc:0.707301	train-auc:0.953737
[190]	eval-auc:0.707021	train-auc:0.953976
[191]	eval-auc:0.706946	train-auc:0.954161
[192]	eval-auc:0.707704	train-auc:0.954514
[193]	eval-auc:0.707353	train-auc:0.954584
[194]	eval-auc:0.709009	train-auc:0.954918
[195]	eval-auc:0.709587	train-auc:0.955641
[196]	eval-auc:0.709201	train-auc:0.955815
[197]	eval-auc:0.708914	train-auc:0.956991
[198]	eval-auc:0.709267	train-auc:0.957259
[199]	eval-auc:0.709136	train-auc:0.95739
[200]	eval-auc:0.708898	train-auc:0.957515
[201]	eval-auc:0.708869	train-auc:0.957706
[202]	eval-auc:0.708041	train-auc:0.95782
[203]	eval-auc:0.708703	train-auc:0.958016
[204]	eval-auc:0.709105	train-auc:0.958045
[205]	eval-auc:0.709128	train-auc:0.958205
[206]	eval-auc:0.708982	train-auc:0.958551
[207]	eval-auc:0.708738	train-auc:0.958516
[208]	eval-auc:0.709337	train-auc:0.958791
[209]	eval-auc:0.708767	train-auc:0.959508
[210]	eval-auc:0.707936	train-auc:0.959966
[211]	eval-auc:0.707245	train-auc:0.960199
[212]	eval-auc:0.707877	train-auc:0.960389
[213]	eval-auc:0.707974	train-auc:0.960714
[214]	eval-auc:0.707006	train-auc:0.96102
[215]	eval-auc:0.706305	train-auc:0.96146
[216]	eval-auc:0.70671	train-auc:0.961492
[217]	eval-auc:0.707266	train-auc:0.96169
[218]	eval-auc:0.70678	train-auc:0.961716
[219]	eval-auc:0.706879	train-auc:0.961993
[220]	eval-auc:0.707634	train-auc:0.962745
[221]	eval-auc:0.707557	train-auc:0.962768
[222]	eval-auc:0.707892	train-auc:0.962721
[223]	eval-auc:0.708353	train-auc:0.963098
[224]	eval-auc:0.708926	train-auc:0.963208
[225]	eval-auc:0.708941	train-auc:0.963401
[226]	eval-auc:0.709153	train-auc:0.963635
[227]	eval-auc:0.709122	train-auc:0.963799
[228]	eval-auc:0.708825	train-auc:0.96383
[229]	eval-auc:0.708671	train-auc:0.96385
[230]	eval-auc:0.708373	train-auc:0.964044
[231]	eval-auc:0.708504	train-auc:0.964224
[232]	eval-auc:0.707717	train-auc:0.964175
[233]	eval-auc:0.708064	train-auc:0.964492
[234]	eval-auc:0.70839	train-auc:0.965207
[235]	eval-auc:0.70872	train-auc:0.96536
[236]	eval-auc:0.709213	train-auc:0.965405
[237]	eval-auc:0.709669	train-auc:0.965624
[238]	eval-auc:0.70951	train-auc:0.965927
[239]	eval-auc:0.709448	train-auc:0.966073
[240]	eval-auc:0.709745	train-auc:0.966099
[241]	eval-auc:0.710369	train-auc:0.966708
[242]	eval-auc:0.710354	train-auc:0.966996
[243]	eval-auc:0.710715	train-auc:0.967359
[244]	eval-auc:0.710567	train-auc:0.967576
[245]	eval-auc:0.710182	train-auc:0.967665
[246]	eval-auc:0.710911	train-auc:0.968049
[247]	eval-auc:0.710627	train-auc:0.968238
[248]	eval-auc:0.710869	train-auc:0.968466
[249]	eval-auc:0.710512	train-auc:0.96863
[250]	eval-auc:0.710145	train-auc:0.968692
[251]	eval-auc:0.710314	train-auc:0.968928
[252]	eval-auc:0.709506	train-auc:0.969058
[253]	eval-auc:0.709823	train-auc:0.969369
[254]	eval-auc:0.71022	train-auc:0.969517
[255]	eval-auc:0.710258	train-auc:0.969773
[256]	eval-auc:0.710238	train-auc:0.969956
[257]	eval-auc:0.710052	train-auc:0.97002
[258]	eval-auc:0.710008	train-auc:0.970262
[259]	eval-auc:0.710007	train-auc:0.97044
[260]	eval-auc:0.710031	train-auc:0.970625
[261]	eval-auc:0.710923	train-auc:0.971045
[262]	eval-auc:0.711172	train-auc:0.971201
[263]	eval-auc:0.711048	train-auc:0.97177
[264]	eval-auc:0.711284	train-auc:0.971919
[265]	eval-auc:0.711187	train-auc:0.972094
[266]	eval-auc:0.711534	train-auc:0.972245
[267]	eval-auc:0.712035	train-auc:0.972295
[268]	eval-auc:0.712777	train-auc:0.972582
[269]	eval-auc:0.712891	train-auc:0.972684
[270]	eval-auc:0.712384	train-auc:0.972934
[271]	eval-auc:0.712838	train-auc:0.972927
[272]	eval-auc:0.712396	train-auc:0.973183
[273]	eval-auc:0.712079	train-auc:0.973457
[274]	eval-auc:0.712026	train-auc:0.973781
[275]	eval-auc:0.71223	train-auc:0.974197
[276]	eval-auc:0.712448	train-auc:0.974326
[277]	eval-auc:0.712527	train-auc:0.974472
[278]	eval-auc:0.711661	train-auc:0.974517
[279]	eval-auc:0.711351	train-auc:0.974797
[280]	eval-auc:0.711172	train-auc:0.974908
[281]	eval-auc:0.711106	train-auc:0.974882
[282]	eval-auc:0.711097	train-auc:0.974936
[283]	eval-auc:0.7101	train-auc:0.975192
[284]	eval-auc:0.710091	train-auc:0.975267
[285]	eval-auc:0.709739	train-auc:0.975288
[286]	eval-auc:0.709319	train-auc:0.975513
[287]	eval-auc:0.709775	train-auc:0.97575
[288]	eval-auc:0.710098	train-auc:0.975846
[289]	eval-auc:0.709288	train-auc:0.976093
[290]	eval-auc:0.709247	train-auc:0.976177
[291]	eval-auc:0.708948	train-auc:0.976298
[292]	eval-auc:0.707913	train-auc:0.976438
[293]	eval-auc:0.70729	train-auc:0.976825
[294]	eval-auc:0.707184	train-auc:0.976826
[295]	eval-auc:0.707019	train-auc:0.976907
[296]	eval-auc:0.706978	train-auc:0.976975
[297]	eval-auc:0.707106	train-auc:0.97696
	Score 0.7071060068949555


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 11, 'min_child_weight': 4.0, 'n_estimators': 489.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.701103	train-auc:0.858437
[1]	eval-auc:0.674282	train-auc:0.914716
[2]	eval-auc:0.690127	train-auc:0.938648
[3]	eval-auc:0.698457	train-auc:0.958515
[4]	eval-auc:0.695859	train-auc:0.969667
[5]	eval-auc:0.691582	train-auc:0.980003
[6]	eval-auc:0.688427	train-auc:0.982425
[7]	eval-auc:0.695881	train-auc:0.986058
[8]	eval-auc:0.694647	train-auc:0.99054
[9]	eval-auc:0.693607	train-auc:0.992379
[10]	eval-auc:0.696707	train-auc:0.994364
[11]	eval-auc:0.69663	train-auc:0.995472
[12]	eval-auc:0.695923	train-auc:0.996239
[13]	eval-auc:0.697182	train-auc:0.997233
[14]	eval-auc:0.696925	train-auc:0.997698
[15]	eval-auc:0.699075	train-auc:0.998111
[16]	eval-auc:0.698274	train-auc:0.998706
[17]	eval-auc:0.699243	train-auc:0.998949
[18]	eval-auc:0.69844	train-auc:0.999123
[19]	eval-auc:0.699115	train-auc:0.999207
[20]	eval-auc:0.700511	train-auc:0.999387
[21]	eval-auc:0.702749	train-auc:0.999545
[22]	eval-auc:0.700108	train-auc:0.999654
[23]	eval-auc:0.700721	train-auc:0.999647
[24]	eval-auc:0.702284	train-auc:0.999724
[25]	eval-auc:0.703718	train-auc:0.999788
[26]	eval-auc:0.703957	train-auc:0.999787
[27]	eval-auc:0.703447	train-auc:0.999811
[28]	eval-auc:0.702791	train-auc:0.999813
[29]	eval-auc:0.701941	train-auc:0.99988
[30]	eval-auc:0.702038	train-auc:0.999908
[31]	eval-auc:0.701001	train-auc:0.99991
[32]	eval-auc:0.701965	train-auc:0.999918
[33]	eval-auc:0.702608	train-auc:0.999906
[34]	eval-auc:0.702874	train-auc:0.999899
[35]	eval-auc:0.700753	train-auc:0.999921
[36]	eval-auc:0.701099	train-auc:0.999914
[37]	eval-auc:0.701821	train-auc:0.999921
[38]	eval-auc:0.702472	train-auc:0.99993
[39]	eval-auc:0.7034	train-auc:0.99995
[40]	eval-auc:0.703182	train-auc:0.999948
[41]	eval-auc:0.702583	train-auc:0.999955
[42]	eval-auc:0.702083	train-auc:0.999956
[43]	eval-auc:0.702136	train-auc:0.99996
[44]	eval-auc:0.701387	train-auc:0.999959
[45]	eval-auc:0.701513	train-auc:0.999965
[46]	eval-auc:0.701064	train-auc:0.99997
[47]	eval-auc:0.702326	train-auc:0.999976
[48]	eval-auc:0.70229	train-auc:0.999976
[49]	eval-auc:0.701819	train-auc:0.999978
[50]	eval-auc:0.70095	train-auc:0.999983
[51]	eval-auc:0.700787	train-auc:0.999982
[52]	eval-auc:0.701295	train-auc:0.999983
[53]	eval-auc:0.701578	train-auc:0.999988
[54]	eval-auc:0.70235	train-auc:0.999989
[55]	eval-auc:0.702043	train-auc:0.999989
[56]	eval-auc:0.70147	train-auc:0.999989
[57]	eval-auc:0.700516	train-auc:0.999989
[58]	eval-auc:0.700243	train-auc:0.99999
[59]	eval-auc:0.700012	train-auc:0.999991
[60]	eval-auc:0.700263	train-auc:0.999991
[61]	eval-auc:0.700013	train-auc:0.999992
[62]	eval-auc:0.698848	train-auc:0.999993
[63]	eval-auc:0.698411	train-auc:0.999993
[64]	eval-auc:0.697986	train-auc:0.999993
[65]	eval-auc:0.697307	train-auc:0.999994
[66]	eval-auc:0.696747	train-auc:0.999992
[67]	eval-auc:0.696704	train-auc:0.999995
[68]	eval-auc:0.696975	train-auc:0.999995
[69]	eval-auc:0.697073	train-auc:0.999996
[70]	eval-auc:0.696579	train-auc:0.999998
[71]	eval-auc:0.696547	train-auc:0.999999
[72]	eval-auc:0.696116	train-auc:0.999999
[73]	eval-auc:0.696081	train-auc:1
[74]	eval-auc:0.696066	train-auc:1
[75]	eval-auc:0.69689	train-auc:1
[76]	eval-auc:0.697123	train-auc:1
[77]	eval-auc:0.697734	train-auc:1
[78]	eval-auc:0.697298	train-auc:1
[79]	eval-auc:0.697371	train-auc:1
[80]	eval-auc:0.698536	train-auc:1
[81]	eval-auc:0.698856	train-auc:1
[82]	eval-auc:0.699255	train-auc:1
[83]	eval-auc:0.6999	train-auc:1
[84]	eval-auc:0.699311	train-auc:1
[85]	eval-auc:0.699431	train-auc:1
[86]	eval-auc:0.698582	train-auc:1
[87]	eval-auc:0.698819	train-auc:1
[88]	eval-auc:0.699049	train-auc:1
[89]	eval-auc:0.698973	train-auc:1
[90]	eval-auc:0.69913	train-auc:1
[91]	eval-auc:0.698719	train-auc:1
[92]	eval-auc:0.698273	train-auc:1
[93]	eval-auc:0.698728	train-auc:1
[94]	eval-auc:0.698445	train-auc:1
[95]	eval-auc:0.69876	train-auc:1
[96]	eval-auc:0.697833	train-auc:1
[97]	eval-auc:0.698299	train-auc:1
[98]	eval-auc:0.698104	train-auc:1
[99]	eval-auc:0.697531	train-auc:1
[100]	eval-auc:0.696984	train-auc:1
[101]	eval-auc:0.696627	train-auc:1
[102]	eval-auc:0.696541	train-auc:1
[103]	eval-auc:0.696911	train-auc:1
[104]	eval-auc:0.696858	train-auc:1
[105]	eval-auc:0.697663	train-auc:1
[106]	eval-auc:0.697956	train-auc:1
[107]	eval-auc:0.697836	train-auc:1
[108]	eval-auc:0.697545	train-auc:1
[109]	eval-auc:0.697773	train-auc:1
[110]	eval-auc:0.698107	train-auc:1
[111]	eval-auc:0.698469	train-auc:1
[112]	eval-auc:0.698184	train-auc:1
[113]	eval-auc:0.69878	train-auc:1
[114]	eval-auc:0.698871	train-auc:1
[115]	eval-auc:0.698649	train-auc:1
[116]	eval-auc:0.698629	train-auc:1
[117]	eval-auc:0.698972	train-auc:1
[118]	eval-auc:0.699008	train-auc:1
[119]	eval-auc:0.698688	train-auc:1
[120]	eval-auc:0.698069	train-auc:1
[121]	eval-auc:0.698055	train-auc:1
[122]	eval-auc:0.698311	train-auc:1
[123]	eval-auc:0.698551	train-auc:1
[124]	eval-auc:0.698326	train-auc:1
[125]	eval-auc:0.698232	train-auc:1
[126]	eval-auc:0.698504	train-auc:1
[127]	eval-auc:0.698576	train-auc:1
[128]	eval-auc:0.698769	train-auc:1
[129]	eval-auc:0.698576	train-auc:1
[130]	eval-auc:0.698457	train-auc:1
[131]	eval-auc:0.698302	train-auc:1
[132]	eval-auc:0.698873	train-auc:1
[133]	eval-auc:0.698682	train-auc:1
[134]	eval-auc:0.699074	train-auc:1
[135]	eval-auc:0.699016	train-auc:1
[136]	eval-auc:0.699083	train-auc:1
[137]	eval-auc:0.698917	train-auc:1
[138]	eval-auc:0.699028	train-auc:1
[139]	eval-auc:0.69927	train-auc:1
[140]	eval-auc:0.69941	train-auc:1
[141]	eval-auc:0.698918	train-auc:1
[142]	eval-auc:0.698638	train-auc:1
[143]	eval-auc:0.69885	train-auc:1
[144]	eval-auc:0.699272	train-auc:1
[145]	eval-auc:0.699118	train-auc:1
[146]	eval-auc:0.699026	train-auc:1
[147]	eval-auc:0.69908	train-auc:1
[148]	eval-auc:0.698885	train-auc:1
[149]	eval-auc:0.698565	train-auc:1
[150]	eval-auc:0.699029	train-auc:1
[151]	eval-auc:0.699138	train-auc:1
[152]	eval-auc:0.698755	train-auc:1
[153]	eval-auc:0.698161	train-auc:1
[154]	eval-auc:0.698426	train-auc:1
[155]	eval-auc:0.698189	train-auc:1
[156]	eval-auc:0.698373	train-auc:1
[157]	eval-auc:0.698464	train-auc:1
[158]	eval-auc:0.69862	train-auc:1
[159]	eval-auc:0.69894	train-auc:1
[160]	eval-auc:0.699276	train-auc:1
[161]	eval-auc:0.698839	train-auc:1
[162]	eval-auc:0.698795	train-auc:1
[163]	eval-auc:0.698541	train-auc:1
[164]	eval-auc:0.69871	train-auc:1
[165]	eval-auc:0.699092	train-auc:1
[166]	eval-auc:0.698935	train-auc:1
[167]	eval-auc:0.698947	train-auc:1
[168]	eval-auc:0.699179	train-auc:1
[169]	eval-auc:0.699731	train-auc:1
[170]	eval-auc:0.699763	train-auc:1
[171]	eval-auc:0.699733	train-auc:1
[172]	eval-auc:0.699541	train-auc:1
[173]	eval-auc:0.699573	train-auc:1
[174]	eval-auc:0.699978	train-auc:1
[175]	eval-auc:0.699701	train-auc:1
[176]	eval-auc:0.699409	train-auc:1
[177]	eval-auc:0.699224	train-auc:1
[178]	eval-auc:0.699287	train-auc:1
[179]	eval-auc:0.699282	train-auc:1
[180]	eval-auc:0.699128	train-auc:1
[181]	eval-auc:0.699203	train-auc:1
[182]	eval-auc:0.699087	train-auc:1
[183]	eval-auc:0.698962	train-auc:1
[184]	eval-auc:0.698679	train-auc:1
[185]	eval-auc:0.698647	train-auc:1
[186]	eval-auc:0.698664	train-auc:1
[187]	eval-auc:0.698737	train-auc:1
[188]	eval-auc:0.698883	train-auc:1
[189]	eval-auc:0.698883	train-auc:1
[190]	eval-auc:0.699081	train-auc:1
[191]	eval-auc:0.698921	train-auc:1
[192]	eval-auc:0.69904	train-auc:1
[193]	eval-auc:0.698918	train-auc:1
[194]	eval-auc:0.698659	train-auc:1
[195]	eval-auc:0.698786	train-auc:1
[196]	eval-auc:0.699042	train-auc:1
[197]	eval-auc:0.698761	train-auc:1
[198]	eval-auc:0.698518	train-auc:1
[199]	eval-auc:0.69862	train-auc:1
[200]	eval-auc:0.698585	train-auc:1
[201]	eval-auc:0.698524	train-auc:1
[202]	eval-auc:0.698583	train-auc:1
[203]	eval-auc:0.698024	train-auc:1
[204]	eval-auc:0.698002	train-auc:1
[205]	eval-auc:0.697593	train-auc:1
[206]	eval-auc:0.697307	train-auc:1
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[208]	eval-auc:0.697059	train-auc:1
[209]	eval-auc:0.696876	train-auc:1
[210]	eval-auc:0.696952	train-auc:1
[211]	eval-auc:0.697073	train-auc:1
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[215]	eval-auc:0.697563	train-auc:1
[216]	eval-auc:0.698125	train-auc:1
[217]	eval-auc:0.698088	train-auc:1
[218]	eval-auc:0.697982	train-auc:1
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[220]	eval-auc:0.69781	train-auc:1
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[224]	eval-auc:0.697764	train-auc:1
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[233]	eval-auc:0.696665	train-auc:1
[234]	eval-auc:0.696713	train-auc:1
[235]	eval-auc:0.696407	train-auc:1
[236]	eval-auc:0.696327	train-auc:1
[237]	eval-auc:0.696183	train-auc:1
[238]	eval-auc:0.696031	train-auc:1
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[240]	eval-auc:0.69611	train-auc:1
[241]	eval-auc:0.696019	train-auc:1
[242]	eval-auc:0.696066	train-auc:1
[243]	eval-auc:0.695894	train-auc:1
[244]	eval-auc:0.695886	train-auc:1
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[246]	eval-auc:0.696462	train-auc:1
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[379]	eval-auc:0.699992	train-auc:1
[380]	eval-auc:0.699734	train-auc:1
[381]	eval-auc:0.699891	train-auc:1
[382]	eval-auc:0.699884	train-auc:1
[383]	eval-auc:0.699967	train-auc:1
[384]	eval-auc:0.699707	train-auc:1
[385]	eval-auc:0.699888	train-auc:1
[386]	eval-auc:0.6998	train-auc:1
[387]	eval-auc:0.699794	train-auc:1
[388]	eval-auc:0.699603	train-auc:1
[389]	eval-auc:0.699593	train-auc:1
[390]	eval-auc:0.699512	train-auc:1
[391]	eval-auc:0.699698	train-auc:1
[392]	eval-auc:0.699698	train-auc:1
[393]	eval-auc:0.699795	train-auc:1
[394]	eval-auc:0.699861	train-auc:1
[395]	eval-auc:0.69983	train-auc:1
[396]	eval-auc:0.699744	train-auc:1
[397]	eval-auc:0.699744	train-auc:1
[398]	eval-auc:0.699744	train-auc:1
[399]	eval-auc:0.699715	train-auc:1
[400]	eval-auc:0.699882	train-auc:1
[401]	eval-auc:0.699835	train-auc:1
[402]	eval-auc:0.699759	train-auc:1
[403]	eval-auc:0.699868	train-auc:1
[404]	eval-auc:0.699996	train-auc:1
[405]	eval-auc:0.700057	train-auc:1
[406]	eval-auc:0.700103	train-auc:1
[407]	eval-auc:0.700082	train-auc:1
[408]	eval-auc:0.700082	train-auc:1
[409]	eval-auc:0.69996	train-auc:1
[410]	eval-auc:0.700275	train-auc:1
[411]	eval-auc:0.699948	train-auc:1
[412]	eval-auc:0.69953	train-auc:1
[413]	eval-auc:0.699492	train-auc:1
[414]	eval-auc:0.699482	train-auc:1
[415]	eval-auc:0.699192	train-auc:1
[416]	eval-auc:0.699075	train-auc:1
[417]	eval-auc:0.699212	train-auc:1
[418]	eval-auc:0.69922	train-auc:1
[419]	eval-auc:0.699375	train-auc:1
[420]	eval-auc:0.69946	train-auc:1
[421]	eval-auc:0.699364	train-auc:1
[422]	eval-auc:0.699401	train-auc:1
[423]	eval-auc:0.699372	train-auc:1
[424]	eval-auc:0.699287	train-auc:1
[425]	eval-auc:0.699287	train-auc:1
[426]	eval-auc:0.699186	train-auc:1
[427]	eval-auc:0.699077	train-auc:1
[428]	eval-auc:0.699077	train-auc:1
[429]	eval-auc:0.699119	train-auc:1
[430]	eval-auc:0.699025	train-auc:1
[431]	eval-auc:0.699025	train-auc:1
[432]	eval-auc:0.698964	train-auc:1
[433]	eval-auc:0.698748	train-auc:1
[434]	eval-auc:0.698888	train-auc:1
[435]	eval-auc:0.698997	train-auc:1
[436]	eval-auc:0.699043	train-auc:1
[437]	eval-auc:0.699043	train-auc:1
[438]	eval-auc:0.699066	train-auc:1
[439]	eval-auc:0.699122	train-auc:1
[440]	eval-auc:0.699153	train-auc:1
[441]	eval-auc:0.699043	train-auc:1
[442]	eval-auc:0.699042	train-auc:1
[443]	eval-auc:0.699267	train-auc:1
[444]	eval-auc:0.699343	train-auc:1
[445]	eval-auc:0.699367	train-auc:1
[446]	eval-auc:0.699367	train-auc:1
[447]	eval-auc:0.699367	train-auc:1
[448]	eval-auc:0.699367	train-auc:1
[449]	eval-auc:0.699192	train-auc:1
[450]	eval-auc:0.699276	train-auc:1
[451]	eval-auc:0.699387	train-auc:1
[452]	eval-auc:0.699447	train-auc:1
[453]	eval-auc:0.699622	train-auc:1
[454]	eval-auc:0.699584	train-auc:1
[455]	eval-auc:0.69934	train-auc:1
[456]	eval-auc:0.699252	train-auc:1
[457]	eval-auc:0.699138	train-auc:1
[458]	eval-auc:0.699072	train-auc:1
[459]	eval-auc:0.698787	train-auc:1
[460]	eval-auc:0.698667	train-auc:1
[461]	eval-auc:0.698638	train-auc:1
[462]	eval-auc:0.698667	train-auc:1
[463]	eval-auc:0.698644	train-auc:1
[464]	eval-auc:0.698685	train-auc:1
[465]	eval-auc:0.698653	train-auc:1
[466]	eval-auc:0.698544	train-auc:1
[467]	eval-auc:0.698679	train-auc:1
[468]	eval-auc:0.698612	train-auc:1
[469]	eval-auc:0.698598	train-auc:1
[470]	eval-auc:0.698534	train-auc:1
[471]	eval-auc:0.698314	train-auc:1
[472]	eval-auc:0.698373	train-auc:1
[473]	eval-auc:0.698422	train-auc:1
[474]	eval-auc:0.698158	train-auc:1
[475]	eval-auc:0.698158	train-auc:1
[476]	eval-auc:0.698072	train-auc:1
[477]	eval-auc:0.698072	train-auc:1
[478]	eval-auc:0.698107	train-auc:1
[479]	eval-auc:0.698107	train-auc:1
[480]	eval-auc:0.698032	train-auc:1
[481]	eval-auc:0.698222	train-auc:1
[482]	eval-auc:0.69828	train-auc:1
[483]	eval-auc:0.698209	train-auc:1
[484]	eval-auc:0.698291	train-auc:1
[485]	eval-auc:0.698213	train-auc:1
[486]	eval-auc:0.69802	train-auc:1
[487]	eval-auc:0.69802	train-auc:1
[488]	eval-auc:0.697991	train-auc:1
	Score 0.6979909001206008


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 5, 'min_child_weight': 4.0, 'n_estimators': 120.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.630569	train-auc:0.705283
[1]	eval-auc:0.667176	train-auc:0.738094
[2]	eval-auc:0.66593	train-auc:0.761349
[3]	eval-auc:0.669488	train-auc:0.766541
[4]	eval-auc:0.684882	train-auc:0.78388
[5]	eval-auc:0.683844	train-auc:0.790361
[6]	eval-auc:0.689011	train-auc:0.795075
[7]	eval-auc:0.6866	train-auc:0.798249
[8]	eval-auc:0.688968	train-auc:0.810099
[9]	eval-auc:0.684339	train-auc:0.817286
[10]	eval-auc:0.682234	train-auc:0.822749
[11]	eval-auc:0.683166	train-auc:0.825329
[12]	eval-auc:0.683843	train-auc:0.827747
[13]	eval-auc:0.687485	train-auc:0.827558
[14]	eval-auc:0.68818	train-auc:0.829218
[15]	eval-auc:0.687412	train-auc:0.833736
[16]	eval-auc:0.685104	train-auc:0.83629
[17]	eval-auc:0.689436	train-auc:0.845105
[18]	eval-auc:0.690176	train-auc:0.847938
[19]	eval-auc:0.690561	train-auc:0.853021
[20]	eval-auc:0.692325	train-auc:0.85495
[21]	eval-auc:0.692396	train-auc:0.857831
[22]	eval-auc:0.692903	train-auc:0.863829
[23]	eval-auc:0.69212	train-auc:0.864534
[24]	eval-auc:0.687969	train-auc:0.867736
[25]	eval-auc:0.686395	train-auc:0.872183
[26]	eval-auc:0.686562	train-auc:0.873392
[27]	eval-auc:0.683504	train-auc:0.876991
[28]	eval-auc:0.684241	train-auc:0.878964
[29]	eval-auc:0.681424	train-auc:0.880559
[30]	eval-auc:0.681405	train-auc:0.884899
[31]	eval-auc:0.681387	train-auc:0.887085
[32]	eval-auc:0.680384	train-auc:0.890421
[33]	eval-auc:0.679436	train-auc:0.891311
[34]	eval-auc:0.678984	train-auc:0.893393
[35]	eval-auc:0.678795	train-auc:0.895776
[36]	eval-auc:0.68079	train-auc:0.896795
[37]	eval-auc:0.681184	train-auc:0.899203
[38]	eval-auc:0.680379	train-auc:0.901265
[39]	eval-auc:0.68099	train-auc:0.901751
[40]	eval-auc:0.680679	train-auc:0.90393
[41]	eval-auc:0.679199	train-auc:0.905927
[42]	eval-auc:0.678768	train-auc:0.90858
[43]	eval-auc:0.678011	train-auc:0.910612
[44]	eval-auc:0.680546	train-auc:0.91488
[45]	eval-auc:0.682033	train-auc:0.915752
[46]	eval-auc:0.681245	train-auc:0.918275
[47]	eval-auc:0.679561	train-auc:0.919684
[48]	eval-auc:0.678646	train-auc:0.922245
[49]	eval-auc:0.678666	train-auc:0.924013
[50]	eval-auc:0.67973	train-auc:0.925549
[51]	eval-auc:0.679688	train-auc:0.925804
[52]	eval-auc:0.680088	train-auc:0.926751
[53]	eval-auc:0.681698	train-auc:0.928456
[54]	eval-auc:0.680591	train-auc:0.931263
[55]	eval-auc:0.680705	train-auc:0.932861
[56]	eval-auc:0.680182	train-auc:0.932928
[57]	eval-auc:0.68038	train-auc:0.934005
[58]	eval-auc:0.68201	train-auc:0.934521
[59]	eval-auc:0.681684	train-auc:0.934766
[60]	eval-auc:0.680685	train-auc:0.935714
[61]	eval-auc:0.680146	train-auc:0.936285
[62]	eval-auc:0.68012	train-auc:0.936975
[63]	eval-auc:0.680638	train-auc:0.9376
[64]	eval-auc:0.681116	train-auc:0.938526
[65]	eval-auc:0.680875	train-auc:0.938301
[66]	eval-auc:0.680752	train-auc:0.938953
[67]	eval-auc:0.681427	train-auc:0.940555
[68]	eval-auc:0.681297	train-auc:0.94117
[69]	eval-auc:0.68102	train-auc:0.941585
[70]	eval-auc:0.680347	train-auc:0.941815
[71]	eval-auc:0.680613	train-auc:0.943087
[72]	eval-auc:0.681279	train-auc:0.943741
[73]	eval-auc:0.680926	train-auc:0.944873
[74]	eval-auc:0.682297	train-auc:0.945736
[75]	eval-auc:0.682369	train-auc:0.945901
[76]	eval-auc:0.682275	train-auc:0.946487
[77]	eval-auc:0.681489	train-auc:0.946854
[78]	eval-auc:0.681462	train-auc:0.947882
[79]	eval-auc:0.681366	train-auc:0.94941
[80]	eval-auc:0.681615	train-auc:0.950466
[81]	eval-auc:0.682104	train-auc:0.951629
[82]	eval-auc:0.68232	train-auc:0.951788
[83]	eval-auc:0.68086	train-auc:0.95274
[84]	eval-auc:0.680697	train-auc:0.9534
[85]	eval-auc:0.680945	train-auc:0.954351
[86]	eval-auc:0.682205	train-auc:0.954642
[87]	eval-auc:0.68329	train-auc:0.956111
[88]	eval-auc:0.683531	train-auc:0.956883
[89]	eval-auc:0.683636	train-auc:0.957607
[90]	eval-auc:0.683086	train-auc:0.958363
[91]	eval-auc:0.682896	train-auc:0.959424
[92]	eval-auc:0.682623	train-auc:0.959965
[93]	eval-auc:0.682846	train-auc:0.960131
[94]	eval-auc:0.682196	train-auc:0.961767
[95]	eval-auc:0.682138	train-auc:0.962401
[96]	eval-auc:0.682555	train-auc:0.962857
[97]	eval-auc:0.682193	train-auc:0.963267
[98]	eval-auc:0.682301	train-auc:0.96375
[99]	eval-auc:0.682768	train-auc:0.964074
[100]	eval-auc:0.683301	train-auc:0.964113
[101]	eval-auc:0.682898	train-auc:0.964945
[102]	eval-auc:0.682957	train-auc:0.965181
[103]	eval-auc:0.684423	train-auc:0.96615
[104]	eval-auc:0.684673	train-auc:0.967192
[105]	eval-auc:0.684247	train-auc:0.967633
[106]	eval-auc:0.684343	train-auc:0.968024
[107]	eval-auc:0.683842	train-auc:0.968069
[108]	eval-auc:0.682808	train-auc:0.968625
[109]	eval-auc:0.682407	train-auc:0.969072
[110]	eval-auc:0.682678	train-auc:0.969524
[111]	eval-auc:0.683286	train-auc:0.96991
[112]	eval-auc:0.683137	train-auc:0.970371
[113]	eval-auc:0.683178	train-auc:0.970435
[114]	eval-auc:0.683012	train-auc:0.97099
[115]	eval-auc:0.682541	train-auc:0.971596
[116]	eval-auc:0.682413	train-auc:0.972223
[117]	eval-auc:0.68262	train-auc:0.972884
[118]	eval-auc:0.683322	train-auc:0.97354
[119]	eval-auc:0.683394	train-auc:0.97392
	Score 0.683393938286494


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 10, 'min_child_weight': 3.0, 'n_estimators': 243.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.602521	train-auc:0.785081
[1]	eval-auc:0.618431	train-auc:0.865052
[2]	eval-auc:0.624571	train-auc:0.902578
[3]	eval-auc:0.637224	train-auc:0.918068
[4]	eval-auc:0.665608	train-auc:0.938725
[5]	eval-auc:0.660819	train-auc:0.951578
[6]	eval-auc:0.666595	train-auc:0.957744
[7]	eval-auc:0.663113	train-auc:0.961895
[8]	eval-auc:0.669843	train-auc:0.96983
[9]	eval-auc:0.675464	train-auc:0.973043
[10]	eval-auc:0.677491	train-auc:0.977176
[11]	eval-auc:0.675713	train-auc:0.979553
[12]	eval-auc:0.676775	train-auc:0.982214
[13]	eval-auc:0.67503	train-auc:0.983023
[14]	eval-auc:0.679065	train-auc:0.985684
[15]	eval-auc:0.680265	train-auc:0.98791
[16]	eval-auc:0.677926	train-auc:0.988393
[17]	eval-auc:0.687111	train-auc:0.99113
[18]	eval-auc:0.683913	train-auc:0.991849
[19]	eval-auc:0.690601	train-auc:0.993036
[20]	eval-auc:0.690718	train-auc:0.993934
[21]	eval-auc:0.691985	train-auc:0.994358
[22]	eval-auc:0.693007	train-auc:0.994929
[23]	eval-auc:0.696591	train-auc:0.995164
[24]	eval-auc:0.699386	train-auc:0.995721
[25]	eval-auc:0.696464	train-auc:0.996088
[26]	eval-auc:0.69744	train-auc:0.996708
[27]	eval-auc:0.702032	train-auc:0.99737
[28]	eval-auc:0.700937	train-auc:0.997464
[29]	eval-auc:0.70043	train-auc:0.997705
[30]	eval-auc:0.698466	train-auc:0.998012
[31]	eval-auc:0.698257	train-auc:0.998074
[32]	eval-auc:0.698235	train-auc:0.998191
[33]	eval-auc:0.698035	train-auc:0.998395
[34]	eval-auc:0.698407	train-auc:0.998532
[35]	eval-auc:0.701565	train-auc:0.998815
[36]	eval-auc:0.702111	train-auc:0.998955
[37]	eval-auc:0.700456	train-auc:0.999057
[38]	eval-auc:0.701837	train-auc:0.999136
[39]	eval-auc:0.700991	train-auc:0.999201
[40]	eval-auc:0.700846	train-auc:0.999193
[41]	eval-auc:0.697667	train-auc:0.999272
[42]	eval-auc:0.696663	train-auc:0.999264
[43]	eval-auc:0.696384	train-auc:0.999376
[44]	eval-auc:0.698117	train-auc:0.999396
[45]	eval-auc:0.698496	train-auc:0.999419
[46]	eval-auc:0.699698	train-auc:0.999439
[47]	eval-auc:0.700005	train-auc:0.999501
[48]	eval-auc:0.69886	train-auc:0.999541
[49]	eval-auc:0.698943	train-auc:0.999557
[50]	eval-auc:0.698212	train-auc:0.999576
[51]	eval-auc:0.696686	train-auc:0.999581
[52]	eval-auc:0.696972	train-auc:0.999618
[53]	eval-auc:0.696479	train-auc:0.999676
[54]	eval-auc:0.696968	train-auc:0.99973
[55]	eval-auc:0.697534	train-auc:0.999774
[56]	eval-auc:0.6977	train-auc:0.999793
[57]	eval-auc:0.696337	train-auc:0.999814
[58]	eval-auc:0.697348	train-auc:0.999842
[59]	eval-auc:0.700074	train-auc:0.999872
[60]	eval-auc:0.703112	train-auc:0.999863
[61]	eval-auc:0.702682	train-auc:0.999869
[62]	eval-auc:0.701856	train-auc:0.999874
[63]	eval-auc:0.703514	train-auc:0.999882
[64]	eval-auc:0.703375	train-auc:0.999886
[65]	eval-auc:0.705043	train-auc:0.999891
[66]	eval-auc:0.70528	train-auc:0.999897
[67]	eval-auc:0.703633	train-auc:0.999902
[68]	eval-auc:0.702877	train-auc:0.999912
[69]	eval-auc:0.702938	train-auc:0.999916
[70]	eval-auc:0.703678	train-auc:0.999916
[71]	eval-auc:0.703167	train-auc:0.999925
[72]	eval-auc:0.703849	train-auc:0.999931
[73]	eval-auc:0.702489	train-auc:0.99994
[74]	eval-auc:0.702583	train-auc:0.999945
[75]	eval-auc:0.70333	train-auc:0.999947
[76]	eval-auc:0.704054	train-auc:0.99995
[77]	eval-auc:0.704319	train-auc:0.99995
[78]	eval-auc:0.703972	train-auc:0.999944
[79]	eval-auc:0.7041	train-auc:0.999952
[80]	eval-auc:0.704968	train-auc:0.999952
[81]	eval-auc:0.704999	train-auc:0.999955
[82]	eval-auc:0.705093	train-auc:0.999955
[83]	eval-auc:0.705134	train-auc:0.999961
[84]	eval-auc:0.707015	train-auc:0.999963
[85]	eval-auc:0.707171	train-auc:0.999964
[86]	eval-auc:0.707202	train-auc:0.999967
[87]	eval-auc:0.70764	train-auc:0.999969
[88]	eval-auc:0.707369	train-auc:0.999976
[89]	eval-auc:0.706896	train-auc:0.999975
[90]	eval-auc:0.706745	train-auc:0.999979
[91]	eval-auc:0.70655	train-auc:0.999986
[92]	eval-auc:0.706537	train-auc:0.999984
[93]	eval-auc:0.707038	train-auc:0.999984
[94]	eval-auc:0.706357	train-auc:0.999985
[95]	eval-auc:0.70519	train-auc:0.999987
[96]	eval-auc:0.704826	train-auc:0.999989
[97]	eval-auc:0.704785	train-auc:0.999989
[98]	eval-auc:0.704974	train-auc:0.999991
[99]	eval-auc:0.705247	train-auc:0.999991
[100]	eval-auc:0.70639	train-auc:0.999991
[101]	eval-auc:0.705804	train-auc:0.999991
[102]	eval-auc:0.705457	train-auc:0.999991
[103]	eval-auc:0.705562	train-auc:0.999991
[104]	eval-auc:0.705474	train-auc:0.999992
[105]	eval-auc:0.704737	train-auc:0.999994
[106]	eval-auc:0.704278	train-auc:0.999994
[107]	eval-auc:0.704565	train-auc:0.999995
[108]	eval-auc:0.704587	train-auc:0.999996
[109]	eval-auc:0.704794	train-auc:0.999996
[110]	eval-auc:0.705554	train-auc:0.999997
[111]	eval-auc:0.705148	train-auc:0.999997
[112]	eval-auc:0.704781	train-auc:0.999997
[113]	eval-auc:0.704307	train-auc:0.999998
[114]	eval-auc:0.704021	train-auc:0.999998
[115]	eval-auc:0.703147	train-auc:0.999998
[116]	eval-auc:0.703461	train-auc:0.999999
[117]	eval-auc:0.70393	train-auc:0.999999
[118]	eval-auc:0.703706	train-auc:1
[119]	eval-auc:0.703783	train-auc:1
[120]	eval-auc:0.703939	train-auc:1
[121]	eval-auc:0.703359	train-auc:1
[122]	eval-auc:0.703546	train-auc:1
[123]	eval-auc:0.703115	train-auc:1
[124]	eval-auc:0.702748	train-auc:1
[125]	eval-auc:0.703351	train-auc:1
[126]	eval-auc:0.702652	train-auc:1
[127]	eval-auc:0.702746	train-auc:1
[128]	eval-auc:0.702558	train-auc:1
[129]	eval-auc:0.703063	train-auc:1
[130]	eval-auc:0.703585	train-auc:1
[131]	eval-auc:0.70356	train-auc:1
[132]	eval-auc:0.703369	train-auc:1
[133]	eval-auc:0.703254	train-auc:1
[134]	eval-auc:0.703751	train-auc:1
[135]	eval-auc:0.703059	train-auc:1
[136]	eval-auc:0.702952	train-auc:1
[137]	eval-auc:0.703078	train-auc:1
[138]	eval-auc:0.703628	train-auc:1
[139]	eval-auc:0.703789	train-auc:1
[140]	eval-auc:0.703552	train-auc:1
[141]	eval-auc:0.703042	train-auc:1
[142]	eval-auc:0.702772	train-auc:1
[143]	eval-auc:0.702427	train-auc:1
[144]	eval-auc:0.703004	train-auc:1
[145]	eval-auc:0.702957	train-auc:1
[146]	eval-auc:0.703031	train-auc:1
[147]	eval-auc:0.703384	train-auc:1
[148]	eval-auc:0.703477	train-auc:1
[149]	eval-auc:0.703097	train-auc:1
[150]	eval-auc:0.703013	train-auc:1
[151]	eval-auc:0.703028	train-auc:1
[152]	eval-auc:0.702929	train-auc:1
[153]	eval-auc:0.702821	train-auc:1
[154]	eval-auc:0.702663	train-auc:1
[155]	eval-auc:0.702969	train-auc:1
[156]	eval-auc:0.703359	train-auc:1
[157]	eval-auc:0.703456	train-auc:1
[158]	eval-auc:0.703308	train-auc:1
[159]	eval-auc:0.703489	train-auc:1
[160]	eval-auc:0.702908	train-auc:1
[161]	eval-auc:0.702935	train-auc:1
[162]	eval-auc:0.703276	train-auc:1
[163]	eval-auc:0.702411	train-auc:1
[164]	eval-auc:0.702746	train-auc:1
[165]	eval-auc:0.702906	train-auc:1
[166]	eval-auc:0.703104	train-auc:1
[167]	eval-auc:0.702868	train-auc:1
[168]	eval-auc:0.702824	train-auc:1
[169]	eval-auc:0.703278	train-auc:1
[170]	eval-auc:0.703404	train-auc:1
[171]	eval-auc:0.703407	train-auc:1
[172]	eval-auc:0.703438	train-auc:1
[173]	eval-auc:0.703225	train-auc:1
[174]	eval-auc:0.703496	train-auc:1
[175]	eval-auc:0.704068	train-auc:1
[176]	eval-auc:0.704255	train-auc:1
[177]	eval-auc:0.704254	train-auc:1
[178]	eval-auc:0.704667	train-auc:1
[179]	eval-auc:0.704816	train-auc:1
[180]	eval-auc:0.704794	train-auc:1
[181]	eval-auc:0.705169	train-auc:1
[182]	eval-auc:0.705034	train-auc:1
[183]	eval-auc:0.705163	train-auc:1
[184]	eval-auc:0.705376	train-auc:1
[185]	eval-auc:0.704915	train-auc:1
[186]	eval-auc:0.706278	train-auc:1
[187]	eval-auc:0.706046	train-auc:1
[188]	eval-auc:0.706398	train-auc:1
[189]	eval-auc:0.706462	train-auc:1
[190]	eval-auc:0.706463	train-auc:1
[191]	eval-auc:0.706617	train-auc:1
[192]	eval-auc:0.706674	train-auc:1
[193]	eval-auc:0.706684	train-auc:1
[194]	eval-auc:0.706733	train-auc:1
[195]	eval-auc:0.707295	train-auc:1
[196]	eval-auc:0.707121	train-auc:1
[197]	eval-auc:0.707158	train-auc:1
[198]	eval-auc:0.707092	train-auc:1
[199]	eval-auc:0.707152	train-auc:1
[200]	eval-auc:0.706969	train-auc:1
[201]	eval-auc:0.706894	train-auc:1
[202]	eval-auc:0.706917	train-auc:1
[203]	eval-auc:0.706765	train-auc:1
[204]	eval-auc:0.706699	train-auc:1
[205]	eval-auc:0.706718	train-auc:1
[206]	eval-auc:0.706588	train-auc:1
[207]	eval-auc:0.706332	train-auc:1
[208]	eval-auc:0.70653	train-auc:1
[209]	eval-auc:0.706074	train-auc:1
[210]	eval-auc:0.706031	train-auc:1
[211]	eval-auc:0.705997	train-auc:1
[212]	eval-auc:0.705673	train-auc:1
[213]	eval-auc:0.705694	train-auc:1
[214]	eval-auc:0.705766	train-auc:1
[215]	eval-auc:0.705959	train-auc:1
[216]	eval-auc:0.705744	train-auc:1
[217]	eval-auc:0.705396	train-auc:1
[218]	eval-auc:0.705407	train-auc:1
[219]	eval-auc:0.705839	train-auc:1
[220]	eval-auc:0.705874	train-auc:1
[221]	eval-auc:0.705489	train-auc:1
[222]	eval-auc:0.706462	train-auc:1
[223]	eval-auc:0.706632	train-auc:1
[224]	eval-auc:0.706326	train-auc:1
[225]	eval-auc:0.705978	train-auc:1
[226]	eval-auc:0.706174	train-auc:1
[227]	eval-auc:0.706314	train-auc:1
[228]	eval-auc:0.706291	train-auc:1
[229]	eval-auc:0.706383	train-auc:1
[230]	eval-auc:0.706042	train-auc:1
[231]	eval-auc:0.706304	train-auc:1
[232]	eval-auc:0.706514	train-auc:1
[233]	eval-auc:0.70682	train-auc:1
[234]	eval-auc:0.706584	train-auc:1
[235]	eval-auc:0.706395	train-auc:1
[236]	eval-auc:0.706319	train-auc:1
[237]	eval-auc:0.706054	train-auc:1
[238]	eval-auc:0.705926	train-auc:1
[239]	eval-auc:0.705693	train-auc:1
[240]	eval-auc:0.705883	train-auc:1
[241]	eval-auc:0.705996	train-auc:1
[242]	eval-auc:0.706249	train-auc:1
	Score 0.7062487056731108


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 155.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.66595	train-auc:0.688767
[1]	eval-auc:0.66223	train-auc:0.692877
[2]	eval-auc:0.692349	train-auc:0.712481
[3]	eval-auc:0.699969	train-auc:0.712731
[4]	eval-auc:0.691467	train-auc:0.714479
[5]	eval-auc:0.693985	train-auc:0.709588
[6]	eval-auc:0.695492	train-auc:0.715475
[7]	eval-auc:0.701831	train-auc:0.717542
[8]	eval-auc:0.702547	train-auc:0.721838
[9]	eval-auc:0.70122	train-auc:0.723606
[10]	eval-auc:0.701801	train-auc:0.72677
[11]	eval-auc:0.703135	train-auc:0.729571
[12]	eval-auc:0.704105	train-auc:0.727545
[13]	eval-auc:0.705584	train-auc:0.728121
[14]	eval-auc:0.702279	train-auc:0.728628
[15]	eval-auc:0.699364	train-auc:0.727947
[16]	eval-auc:0.701773	train-auc:0.731653
[17]	eval-auc:0.702504	train-auc:0.732121
[18]	eval-auc:0.702665	train-auc:0.732464
[19]	eval-auc:0.702959	train-auc:0.733649
[20]	eval-auc:0.703576	train-auc:0.734726
[21]	eval-auc:0.704227	train-auc:0.735105
[22]	eval-auc:0.7055	train-auc:0.738308
[23]	eval-auc:0.706782	train-auc:0.738549
[24]	eval-auc:0.707044	train-auc:0.740984
[25]	eval-auc:0.708171	train-auc:0.74202
[26]	eval-auc:0.709421	train-auc:0.743315
[27]	eval-auc:0.710476	train-auc:0.744618
[28]	eval-auc:0.708905	train-auc:0.743867
[29]	eval-auc:0.710883	train-auc:0.745329
[30]	eval-auc:0.711285	train-auc:0.746517
[31]	eval-auc:0.711157	train-auc:0.748088
[32]	eval-auc:0.711629	train-auc:0.750381
[33]	eval-auc:0.710532	train-auc:0.7509
[34]	eval-auc:0.711804	train-auc:0.752294
[35]	eval-auc:0.712387	train-auc:0.754237
[36]	eval-auc:0.714008	train-auc:0.757158
[37]	eval-auc:0.713223	train-auc:0.758845
[38]	eval-auc:0.713092	train-auc:0.759112
[39]	eval-auc:0.712641	train-auc:0.759387
[40]	eval-auc:0.712423	train-auc:0.760327
[41]	eval-auc:0.711702	train-auc:0.761099
[42]	eval-auc:0.712423	train-auc:0.762459
[43]	eval-auc:0.711486	train-auc:0.764095
[44]	eval-auc:0.710853	train-auc:0.764029
[45]	eval-auc:0.710778	train-auc:0.766503
[46]	eval-auc:0.709523	train-auc:0.764994
[47]	eval-auc:0.710084	train-auc:0.766959
[48]	eval-auc:0.710382	train-auc:0.76863
[49]	eval-auc:0.709878	train-auc:0.769558
[50]	eval-auc:0.707451	train-auc:0.770627
[51]	eval-auc:0.707567	train-auc:0.772464
[52]	eval-auc:0.708146	train-auc:0.773243
[53]	eval-auc:0.708039	train-auc:0.774713
[54]	eval-auc:0.707548	train-auc:0.775299
[55]	eval-auc:0.70763	train-auc:0.775643
[56]	eval-auc:0.708317	train-auc:0.777407
[57]	eval-auc:0.708291	train-auc:0.778195
[58]	eval-auc:0.707535	train-auc:0.779185
[59]	eval-auc:0.707626	train-auc:0.780394
[60]	eval-auc:0.706531	train-auc:0.781318
[61]	eval-auc:0.707388	train-auc:0.783062
[62]	eval-auc:0.707623	train-auc:0.785696
[63]	eval-auc:0.706996	train-auc:0.787136
[64]	eval-auc:0.706717	train-auc:0.789522
[65]	eval-auc:0.706549	train-auc:0.788833
[66]	eval-auc:0.705657	train-auc:0.789573
[67]	eval-auc:0.706626	train-auc:0.790949
[68]	eval-auc:0.708041	train-auc:0.791734
[69]	eval-auc:0.708131	train-auc:0.792746
[70]	eval-auc:0.707511	train-auc:0.793068
[71]	eval-auc:0.707605	train-auc:0.794091
[72]	eval-auc:0.708297	train-auc:0.79479
[73]	eval-auc:0.707366	train-auc:0.794386
[74]	eval-auc:0.709498	train-auc:0.79655
[75]	eval-auc:0.710113	train-auc:0.798471
[76]	eval-auc:0.710264	train-auc:0.798202
[77]	eval-auc:0.707328	train-auc:0.798762
[78]	eval-auc:0.705579	train-auc:0.799723
[79]	eval-auc:0.705391	train-auc:0.80088
[80]	eval-auc:0.70515	train-auc:0.801005
[81]	eval-auc:0.705564	train-auc:0.802485
[82]	eval-auc:0.705471	train-auc:0.802398
[83]	eval-auc:0.705356	train-auc:0.80245
[84]	eval-auc:0.705576	train-auc:0.804084
[85]	eval-auc:0.704676	train-auc:0.804989
[86]	eval-auc:0.705571	train-auc:0.806205
[87]	eval-auc:0.704846	train-auc:0.807084
[88]	eval-auc:0.70363	train-auc:0.807573
[89]	eval-auc:0.702794	train-auc:0.808296
[90]	eval-auc:0.701786	train-auc:0.808547
[91]	eval-auc:0.70259	train-auc:0.809466
[92]	eval-auc:0.701901	train-auc:0.810034
[93]	eval-auc:0.70218	train-auc:0.810718
[94]	eval-auc:0.701423	train-auc:0.811635
[95]	eval-auc:0.70124	train-auc:0.810538
[96]	eval-auc:0.701368	train-auc:0.810884
[97]	eval-auc:0.701505	train-auc:0.811229
[98]	eval-auc:0.700627	train-auc:0.81257
[99]	eval-auc:0.700965	train-auc:0.813082
[100]	eval-auc:0.700261	train-auc:0.813075
[101]	eval-auc:0.698538	train-auc:0.813829
[102]	eval-auc:0.697077	train-auc:0.81464
[103]	eval-auc:0.69657	train-auc:0.815393
[104]	eval-auc:0.697004	train-auc:0.816112
[105]	eval-auc:0.697176	train-auc:0.817057
[106]	eval-auc:0.695183	train-auc:0.817562
[107]	eval-auc:0.694444	train-auc:0.818203
[108]	eval-auc:0.695072	train-auc:0.818878
[109]	eval-auc:0.69578	train-auc:0.819228
[110]	eval-auc:0.695774	train-auc:0.819655
[111]	eval-auc:0.695585	train-auc:0.820229
[112]	eval-auc:0.6971	train-auc:0.821765
[113]	eval-auc:0.697526	train-auc:0.822337
[114]	eval-auc:0.696529	train-auc:0.823176
[115]	eval-auc:0.697418	train-auc:0.824266
[116]	eval-auc:0.697639	train-auc:0.824669
[117]	eval-auc:0.696986	train-auc:0.825158
[118]	eval-auc:0.696789	train-auc:0.824703
[119]	eval-auc:0.69751	train-auc:0.825303
[120]	eval-auc:0.697569	train-auc:0.825198
[121]	eval-auc:0.697589	train-auc:0.825879
[122]	eval-auc:0.697522	train-auc:0.826045
[123]	eval-auc:0.697705	train-auc:0.827273
[124]	eval-auc:0.69723	train-auc:0.828602
[125]	eval-auc:0.697857	train-auc:0.82982
[126]	eval-auc:0.699165	train-auc:0.830313
[127]	eval-auc:0.699922	train-auc:0.830693
[128]	eval-auc:0.698286	train-auc:0.831578
[129]	eval-auc:0.697884	train-auc:0.831802
[130]	eval-auc:0.69744	train-auc:0.833236
[131]	eval-auc:0.696919	train-auc:0.833659
[132]	eval-auc:0.696619	train-auc:0.834798
[133]	eval-auc:0.696627	train-auc:0.835038
[134]	eval-auc:0.696218	train-auc:0.835567
[135]	eval-auc:0.695804	train-auc:0.836002
[136]	eval-auc:0.696257	train-auc:0.836738
[137]	eval-auc:0.694846	train-auc:0.837249
[138]	eval-auc:0.694935	train-auc:0.837765
[139]	eval-auc:0.694128	train-auc:0.837764
[140]	eval-auc:0.693985	train-auc:0.83794
[141]	eval-auc:0.694382	train-auc:0.837873
[142]	eval-auc:0.694365	train-auc:0.838665
[143]	eval-auc:0.694425	train-auc:0.839358
[144]	eval-auc:0.695527	train-auc:0.84057
[145]	eval-auc:0.695483	train-auc:0.841213
[146]	eval-auc:0.695098	train-auc:0.840898
[147]	eval-auc:0.695559	train-auc:0.841484
[148]	eval-auc:0.694566	train-auc:0.842542
[149]	eval-auc:0.695089	train-auc:0.843325
[150]	eval-auc:0.695801	train-auc:0.843933
[151]	eval-auc:0.696327	train-auc:0.844593
[152]	eval-auc:0.696159	train-auc:0.844394
[153]	eval-auc:0.696523	train-auc:0.843989
[154]	eval-auc:0.696132	train-auc:0.844262
	Score 0.6961316376128348


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 8, 'min_child_weight': 4.0, 'n_estimators': 193.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.692876	train-auc:0.820676
[1]	eval-auc:0.688736	train-auc:0.874024
[2]	eval-auc:0.699864	train-auc:0.904702
[3]	eval-auc:0.705907	train-auc:0.92227
[4]	eval-auc:0.706699	train-auc:0.93408
[5]	eval-auc:0.70623	train-auc:0.946048
[6]	eval-auc:0.711372	train-auc:0.95425
[7]	eval-auc:0.710725	train-auc:0.960709
[8]	eval-auc:0.713329	train-auc:0.970711
[9]	eval-auc:0.711885	train-auc:0.973289
[10]	eval-auc:0.709604	train-auc:0.97787
[11]	eval-auc:0.709941	train-auc:0.98022
[12]	eval-auc:0.707655	train-auc:0.982372
[13]	eval-auc:0.706697	train-auc:0.984222
[14]	eval-auc:0.70635	train-auc:0.986024
[15]	eval-auc:0.705981	train-auc:0.9877
[16]	eval-auc:0.708136	train-auc:0.989218
[17]	eval-auc:0.707689	train-auc:0.990587
[18]	eval-auc:0.708029	train-auc:0.991451
[19]	eval-auc:0.708233	train-auc:0.991991
[20]	eval-auc:0.709145	train-auc:0.993625
[21]	eval-auc:0.707429	train-auc:0.994299
[22]	eval-auc:0.704522	train-auc:0.994696
[23]	eval-auc:0.70593	train-auc:0.994768
[24]	eval-auc:0.70579	train-auc:0.994916
[25]	eval-auc:0.705143	train-auc:0.995087
[26]	eval-auc:0.70569	train-auc:0.995428
[27]	eval-auc:0.70546	train-auc:0.99572
[28]	eval-auc:0.705253	train-auc:0.99624
[29]	eval-auc:0.704994	train-auc:0.99646
[30]	eval-auc:0.705433	train-auc:0.997052
[31]	eval-auc:0.705213	train-auc:0.997117
[32]	eval-auc:0.704974	train-auc:0.997339
[33]	eval-auc:0.706246	train-auc:0.9976
[34]	eval-auc:0.705659	train-auc:0.997986
[35]	eval-auc:0.703771	train-auc:0.998528
[36]	eval-auc:0.704423	train-auc:0.998731
[37]	eval-auc:0.704041	train-auc:0.998898
[38]	eval-auc:0.703257	train-auc:0.998998
[39]	eval-auc:0.702979	train-auc:0.999178
[40]	eval-auc:0.702588	train-auc:0.999253
[41]	eval-auc:0.703234	train-auc:0.999295
[42]	eval-auc:0.701712	train-auc:0.999392
[43]	eval-auc:0.701767	train-auc:0.999422
[44]	eval-auc:0.699683	train-auc:0.999548
[45]	eval-auc:0.70029	train-auc:0.999596
[46]	eval-auc:0.700019	train-auc:0.999642
[47]	eval-auc:0.699052	train-auc:0.999649
[48]	eval-auc:0.697633	train-auc:0.999658
[49]	eval-auc:0.697048	train-auc:0.999698
[50]	eval-auc:0.696019	train-auc:0.9997
[51]	eval-auc:0.696133	train-auc:0.999725
[52]	eval-auc:0.696521	train-auc:0.999754
[53]	eval-auc:0.696444	train-auc:0.999771
[54]	eval-auc:0.695803	train-auc:0.999793
[55]	eval-auc:0.695803	train-auc:0.999795
[56]	eval-auc:0.695972	train-auc:0.999798
[57]	eval-auc:0.69603	train-auc:0.999799
[58]	eval-auc:0.696223	train-auc:0.999799
[59]	eval-auc:0.695643	train-auc:0.999846
[60]	eval-auc:0.69567	train-auc:0.999854
[61]	eval-auc:0.695194	train-auc:0.999864
[62]	eval-auc:0.694151	train-auc:0.999898
[63]	eval-auc:0.694278	train-auc:0.999895
[64]	eval-auc:0.694486	train-auc:0.999902
[65]	eval-auc:0.694543	train-auc:0.999923
[66]	eval-auc:0.693975	train-auc:0.999919
[67]	eval-auc:0.694475	train-auc:0.999936
[68]	eval-auc:0.69403	train-auc:0.999934
[69]	eval-auc:0.694499	train-auc:0.999934
[70]	eval-auc:0.69453	train-auc:0.999937
[71]	eval-auc:0.695058	train-auc:0.999939
[72]	eval-auc:0.695101	train-auc:0.999943
[73]	eval-auc:0.695015	train-auc:0.999948
[74]	eval-auc:0.695702	train-auc:0.999952
[75]	eval-auc:0.696432	train-auc:0.999953
[76]	eval-auc:0.696482	train-auc:0.999952
[77]	eval-auc:0.6953	train-auc:0.999957
[78]	eval-auc:0.694613	train-auc:0.999959
[79]	eval-auc:0.694419	train-auc:0.999959
[80]	eval-auc:0.69495	train-auc:0.999967
[81]	eval-auc:0.694782	train-auc:0.999968
[82]	eval-auc:0.693744	train-auc:0.999969
[83]	eval-auc:0.693371	train-auc:0.999971
[84]	eval-auc:0.694853	train-auc:0.999969
[85]	eval-auc:0.695704	train-auc:0.99997
[86]	eval-auc:0.695392	train-auc:0.999974
[87]	eval-auc:0.695692	train-auc:0.999973
[88]	eval-auc:0.695559	train-auc:0.999974
[89]	eval-auc:0.695835	train-auc:0.999975
[90]	eval-auc:0.695783	train-auc:0.999975
[91]	eval-auc:0.696282	train-auc:0.999968
[92]	eval-auc:0.697096	train-auc:0.999981
[93]	eval-auc:0.696319	train-auc:0.999983
[94]	eval-auc:0.696282	train-auc:0.999983
[95]	eval-auc:0.695987	train-auc:0.999987
[96]	eval-auc:0.695585	train-auc:0.999981
[97]	eval-auc:0.695753	train-auc:0.999983
[98]	eval-auc:0.69594	train-auc:0.999984
[99]	eval-auc:0.695988	train-auc:0.999985
[100]	eval-auc:0.696273	train-auc:0.999983
[101]	eval-auc:0.697246	train-auc:0.999988
[102]	eval-auc:0.696643	train-auc:0.999988
[103]	eval-auc:0.696334	train-auc:0.99999
[104]	eval-auc:0.695599	train-auc:0.999991
[105]	eval-auc:0.694968	train-auc:0.999992
[106]	eval-auc:0.695157	train-auc:0.999997
[107]	eval-auc:0.695395	train-auc:0.999997
[108]	eval-auc:0.695826	train-auc:0.999997
[109]	eval-auc:0.695416	train-auc:0.999996
[110]	eval-auc:0.695699	train-auc:0.999996
[111]	eval-auc:0.695311	train-auc:0.999997
[112]	eval-auc:0.695099	train-auc:0.999997
[113]	eval-auc:0.694601	train-auc:0.999996
[114]	eval-auc:0.694307	train-auc:0.999996
[115]	eval-auc:0.693759	train-auc:0.999996
[116]	eval-auc:0.693893	train-auc:0.999996
[117]	eval-auc:0.693645	train-auc:0.999997
[118]	eval-auc:0.694036	train-auc:0.999997
[119]	eval-auc:0.69386	train-auc:0.999994
[120]	eval-auc:0.693723	train-auc:0.999994
[121]	eval-auc:0.693794	train-auc:0.999994
[122]	eval-auc:0.69382	train-auc:0.999995
[123]	eval-auc:0.693905	train-auc:0.999995
[124]	eval-auc:0.693689	train-auc:0.999995
[125]	eval-auc:0.693573	train-auc:0.999994
[126]	eval-auc:0.693889	train-auc:0.999995
[127]	eval-auc:0.693555	train-auc:0.999996
[128]	eval-auc:0.693435	train-auc:0.999996
[129]	eval-auc:0.693648	train-auc:0.999997
[130]	eval-auc:0.693956	train-auc:0.999997
[131]	eval-auc:0.693985	train-auc:0.999997
[132]	eval-auc:0.694218	train-auc:0.999998
[133]	eval-auc:0.693246	train-auc:0.999998
[134]	eval-auc:0.693293	train-auc:0.999998
[135]	eval-auc:0.692827	train-auc:0.999998
[136]	eval-auc:0.693089	train-auc:0.999998
[137]	eval-auc:0.691775	train-auc:0.999998
[138]	eval-auc:0.692326	train-auc:0.999998
[139]	eval-auc:0.692223	train-auc:0.999998
[140]	eval-auc:0.69215	train-auc:0.999998
[141]	eval-auc:0.691259	train-auc:0.999998
[142]	eval-auc:0.691362	train-auc:0.999998
[143]	eval-auc:0.691678	train-auc:0.999999
[144]	eval-auc:0.691535	train-auc:0.999998
[145]	eval-auc:0.691821	train-auc:0.999999
[146]	eval-auc:0.691519	train-auc:0.999999
[147]	eval-auc:0.691105	train-auc:0.999999
[148]	eval-auc:0.69111	train-auc:0.999999
[149]	eval-auc:0.691448	train-auc:0.999999
[150]	eval-auc:0.691766	train-auc:0.999999
[151]	eval-auc:0.691407	train-auc:0.999999
[152]	eval-auc:0.691308	train-auc:0.999999
[153]	eval-auc:0.691155	train-auc:0.999999
[154]	eval-auc:0.6916	train-auc:0.999999
[155]	eval-auc:0.691428	train-auc:0.999999
[156]	eval-auc:0.691443	train-auc:1
[157]	eval-auc:0.691521	train-auc:1
[158]	eval-auc:0.691793	train-auc:1
[159]	eval-auc:0.691806	train-auc:1
[160]	eval-auc:0.692042	train-auc:1
[161]	eval-auc:0.692144	train-auc:1
[162]	eval-auc:0.692025	train-auc:1
[163]	eval-auc:0.69209	train-auc:1
[164]	eval-auc:0.691956	train-auc:1
[165]	eval-auc:0.692101	train-auc:1
[166]	eval-auc:0.692603	train-auc:1
[167]	eval-auc:0.692386	train-auc:1
[168]	eval-auc:0.692382	train-auc:1
[169]	eval-auc:0.693015	train-auc:1
[170]	eval-auc:0.694006	train-auc:1
[171]	eval-auc:0.694202	train-auc:1
[172]	eval-auc:0.694472	train-auc:1
[173]	eval-auc:0.694685	train-auc:1
[174]	eval-auc:0.694317	train-auc:1
[175]	eval-auc:0.694565	train-auc:1
[176]	eval-auc:0.694726	train-auc:1
[177]	eval-auc:0.694923	train-auc:1
[178]	eval-auc:0.694574	train-auc:1
[179]	eval-auc:0.694353	train-auc:1
[180]	eval-auc:0.694074	train-auc:1
[181]	eval-auc:0.693433	train-auc:1
[182]	eval-auc:0.693911	train-auc:1
[183]	eval-auc:0.693848	train-auc:1
[184]	eval-auc:0.693755	train-auc:1
[185]	eval-auc:0.693711	train-auc:1
[186]	eval-auc:0.694187	train-auc:1
[187]	eval-auc:0.694246	train-auc:1
[188]	eval-auc:0.692923	train-auc:1
[189]	eval-auc:0.693144	train-auc:1
[190]	eval-auc:0.693234	train-auc:1
[191]	eval-auc:0.69329	train-auc:1
[192]	eval-auc:0.693331	train-auc:1
	Score 0.6933313233198114


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.5, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 9, 'min_child_weight': 6.0, 'n_estimators': 280.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.538353	train-auc:0.592108
[1]	eval-auc:0.653777	train-auc:0.79033
[2]	eval-auc:0.638472	train-auc:0.822842
[3]	eval-auc:0.645923	train-auc:0.867519
[4]	eval-auc:0.654582	train-auc:0.870361
[5]	eval-auc:0.65332	train-auc:0.904539
[6]	eval-auc:0.663875	train-auc:0.914325
[7]	eval-auc:0.660709	train-auc:0.914485
[8]	eval-auc:0.671311	train-auc:0.928714
[9]	eval-auc:0.675803	train-auc:0.93893
[10]	eval-auc:0.674334	train-auc:0.948819
[11]	eval-auc:0.669042	train-auc:0.956677
[12]	eval-auc:0.675677	train-auc:0.962045
[13]	eval-auc:0.677068	train-auc:0.964037
[14]	eval-auc:0.676872	train-auc:0.96559
[15]	eval-auc:0.675444	train-auc:0.970827
[16]	eval-auc:0.674609	train-auc:0.973525
[17]	eval-auc:0.676395	train-auc:0.976619
[18]	eval-auc:0.674795	train-auc:0.978617
[19]	eval-auc:0.685678	train-auc:0.983974
[20]	eval-auc:0.687137	train-auc:0.985579
[21]	eval-auc:0.68751	train-auc:0.986755
[22]	eval-auc:0.687207	train-auc:0.988707
[23]	eval-auc:0.683545	train-auc:0.990154
[24]	eval-auc:0.682567	train-auc:0.990784
[25]	eval-auc:0.680717	train-auc:0.991159
[26]	eval-auc:0.682323	train-auc:0.99194
[27]	eval-auc:0.680259	train-auc:0.99216
[28]	eval-auc:0.679971	train-auc:0.99249
[29]	eval-auc:0.679639	train-auc:0.99253
[30]	eval-auc:0.678427	train-auc:0.993222
[31]	eval-auc:0.678019	train-auc:0.993461
[32]	eval-auc:0.676421	train-auc:0.99379
[33]	eval-auc:0.676109	train-auc:0.994447
[34]	eval-auc:0.676551	train-auc:0.99478
[35]	eval-auc:0.676686	train-auc:0.995105
[36]	eval-auc:0.677493	train-auc:0.995158
[37]	eval-auc:0.675808	train-auc:0.995223
[38]	eval-auc:0.676327	train-auc:0.995438
[39]	eval-auc:0.676184	train-auc:0.995621
[40]	eval-auc:0.675715	train-auc:0.99618
[41]	eval-auc:0.677155	train-auc:0.996687
[42]	eval-auc:0.676835	train-auc:0.996638
[43]	eval-auc:0.677162	train-auc:0.996952
[44]	eval-auc:0.677519	train-auc:0.997258
[45]	eval-auc:0.676089	train-auc:0.997367
[46]	eval-auc:0.67516	train-auc:0.997655
[47]	eval-auc:0.674678	train-auc:0.997721
[48]	eval-auc:0.672212	train-auc:0.997859
[49]	eval-auc:0.673703	train-auc:0.998078
[50]	eval-auc:0.674991	train-auc:0.998291
[51]	eval-auc:0.674953	train-auc:0.998289
[52]	eval-auc:0.676028	train-auc:0.998588
[53]	eval-auc:0.676584	train-auc:0.998669
[54]	eval-auc:0.675387	train-auc:0.998856
[55]	eval-auc:0.673595	train-auc:0.998923
[56]	eval-auc:0.674392	train-auc:0.999102
[57]	eval-auc:0.675273	train-auc:0.999212
[58]	eval-auc:0.676255	train-auc:0.999309
[59]	eval-auc:0.674535	train-auc:0.999414
[60]	eval-auc:0.674943	train-auc:0.999462
[61]	eval-auc:0.675779	train-auc:0.999486
[62]	eval-auc:0.675968	train-auc:0.999512
[63]	eval-auc:0.681172	train-auc:0.99957
[64]	eval-auc:0.68074	train-auc:0.99959
[65]	eval-auc:0.68156	train-auc:0.999605
[66]	eval-auc:0.681603	train-auc:0.999592
[67]	eval-auc:0.681698	train-auc:0.999628
[68]	eval-auc:0.68113	train-auc:0.999684
[69]	eval-auc:0.680551	train-auc:0.999712
[70]	eval-auc:0.682456	train-auc:0.999721
[71]	eval-auc:0.682381	train-auc:0.999756
[72]	eval-auc:0.682087	train-auc:0.999778
[73]	eval-auc:0.681727	train-auc:0.999821
[74]	eval-auc:0.680816	train-auc:0.99983
[75]	eval-auc:0.680664	train-auc:0.999829
[76]	eval-auc:0.679943	train-auc:0.999839
[77]	eval-auc:0.680091	train-auc:0.999836
[78]	eval-auc:0.679299	train-auc:0.999851
[79]	eval-auc:0.679187	train-auc:0.99985
[80]	eval-auc:0.678524	train-auc:0.99985
[81]	eval-auc:0.678116	train-auc:0.999856
[82]	eval-auc:0.678862	train-auc:0.999858
[83]	eval-auc:0.680242	train-auc:0.999883
[84]	eval-auc:0.680961	train-auc:0.999885
[85]	eval-auc:0.680035	train-auc:0.999877
[86]	eval-auc:0.680292	train-auc:0.999897
[87]	eval-auc:0.680944	train-auc:0.999907
[88]	eval-auc:0.681353	train-auc:0.999918
[89]	eval-auc:0.680594	train-auc:0.999923
[90]	eval-auc:0.680295	train-auc:0.999925
[91]	eval-auc:0.680761	train-auc:0.999933
[92]	eval-auc:0.681012	train-auc:0.999946
[93]	eval-auc:0.680988	train-auc:0.999943
[94]	eval-auc:0.680597	train-auc:0.999947
[95]	eval-auc:0.682043	train-auc:0.99995
[96]	eval-auc:0.680924	train-auc:0.999951
[97]	eval-auc:0.680708	train-auc:0.99995
[98]	eval-auc:0.680391	train-auc:0.99996
[99]	eval-auc:0.680344	train-auc:0.999959
[100]	eval-auc:0.679602	train-auc:0.999963
[101]	eval-auc:0.679551	train-auc:0.999963
[102]	eval-auc:0.679893	train-auc:0.999963
[103]	eval-auc:0.679473	train-auc:0.999959
[104]	eval-auc:0.679683	train-auc:0.999963
[105]	eval-auc:0.679188	train-auc:0.999971
[106]	eval-auc:0.678864	train-auc:0.999971
[107]	eval-auc:0.678415	train-auc:0.999972
[108]	eval-auc:0.677467	train-auc:0.999977
[109]	eval-auc:0.677183	train-auc:0.99998
[110]	eval-auc:0.677682	train-auc:0.999982
[111]	eval-auc:0.677777	train-auc:0.999981
[112]	eval-auc:0.676561	train-auc:0.99998
[113]	eval-auc:0.67684	train-auc:0.999983
[114]	eval-auc:0.676927	train-auc:0.999982
[115]	eval-auc:0.677056	train-auc:0.999983
[116]	eval-auc:0.677809	train-auc:0.999986
[117]	eval-auc:0.677527	train-auc:0.999987
[118]	eval-auc:0.677233	train-auc:0.999987
[119]	eval-auc:0.67753	train-auc:0.999989
[120]	eval-auc:0.677111	train-auc:0.999989
[121]	eval-auc:0.677673	train-auc:0.999989
[122]	eval-auc:0.677626	train-auc:0.999991
[123]	eval-auc:0.677378	train-auc:0.999991
[124]	eval-auc:0.677675	train-auc:0.999992
[125]	eval-auc:0.677772	train-auc:0.999991
[126]	eval-auc:0.676596	train-auc:0.99999
[127]	eval-auc:0.676892	train-auc:0.99999
[128]	eval-auc:0.677087	train-auc:0.999992
[129]	eval-auc:0.676886	train-auc:0.999993
[130]	eval-auc:0.67684	train-auc:0.999993
[131]	eval-auc:0.676338	train-auc:0.999994
[132]	eval-auc:0.675949	train-auc:0.999993
[133]	eval-auc:0.676057	train-auc:0.999993
[134]	eval-auc:0.676261	train-auc:0.999994
[135]	eval-auc:0.676829	train-auc:0.999994
[136]	eval-auc:0.676325	train-auc:0.999994
[137]	eval-auc:0.67552	train-auc:0.999993
[138]	eval-auc:0.674286	train-auc:0.999992
[139]	eval-auc:0.674241	train-auc:0.999995
[140]	eval-auc:0.674227	train-auc:0.999995
[141]	eval-auc:0.674755	train-auc:0.999996
[142]	eval-auc:0.674777	train-auc:0.999996
[143]	eval-auc:0.674617	train-auc:0.999996
[144]	eval-auc:0.674673	train-auc:0.999995
[145]	eval-auc:0.674544	train-auc:0.999996
[146]	eval-auc:0.674463	train-auc:0.999996
[147]	eval-auc:0.674344	train-auc:0.999996
[148]	eval-auc:0.674573	train-auc:0.999996
[149]	eval-auc:0.674806	train-auc:0.999997
[150]	eval-auc:0.674498	train-auc:0.999997
[151]	eval-auc:0.674258	train-auc:0.999998
[152]	eval-auc:0.674466	train-auc:0.999998
[153]	eval-auc:0.674291	train-auc:0.999997
[154]	eval-auc:0.674204	train-auc:0.999997
[155]	eval-auc:0.674065	train-auc:0.999997
[156]	eval-auc:0.674161	train-auc:0.999997
[157]	eval-auc:0.674009	train-auc:0.999997
[158]	eval-auc:0.674468	train-auc:0.999997
[159]	eval-auc:0.674657	train-auc:0.999997
[160]	eval-auc:0.674522	train-auc:0.999997
[161]	eval-auc:0.674679	train-auc:0.999999
[162]	eval-auc:0.674854	train-auc:0.999999
[163]	eval-auc:0.67513	train-auc:1
[164]	eval-auc:0.674792	train-auc:1
[165]	eval-auc:0.674975	train-auc:1
[166]	eval-auc:0.67481	train-auc:1
[167]	eval-auc:0.674705	train-auc:1
[168]	eval-auc:0.674533	train-auc:1
[169]	eval-auc:0.674369	train-auc:1
[170]	eval-auc:0.674535	train-auc:1
[171]	eval-auc:0.674061	train-auc:1
[172]	eval-auc:0.673877	train-auc:1
[173]	eval-auc:0.673948	train-auc:1
[174]	eval-auc:0.674471	train-auc:1
[175]	eval-auc:0.67481	train-auc:1
[176]	eval-auc:0.674244	train-auc:1
[177]	eval-auc:0.674465	train-auc:1
[178]	eval-auc:0.674384	train-auc:1
[179]	eval-auc:0.674714	train-auc:1
[180]	eval-auc:0.67497	train-auc:1
[181]	eval-auc:0.675261	train-auc:1
[182]	eval-auc:0.675386	train-auc:1
[183]	eval-auc:0.675017	train-auc:1
[184]	eval-auc:0.675559	train-auc:1
[185]	eval-auc:0.675696	train-auc:1
[186]	eval-auc:0.675801	train-auc:1
[187]	eval-auc:0.675725	train-auc:0.999999
[188]	eval-auc:0.675852	train-auc:0.999999
[189]	eval-auc:0.67587	train-auc:0.999999
[190]	eval-auc:0.675894	train-auc:0.999999
[191]	eval-auc:0.675199	train-auc:0.999999
[192]	eval-auc:0.675477	train-auc:1
[193]	eval-auc:0.675471	train-auc:1
[194]	eval-auc:0.675255	train-auc:0.999999
[195]	eval-auc:0.675514	train-auc:1
[196]	eval-auc:0.675441	train-auc:1
[197]	eval-auc:0.675556	train-auc:1
[198]	eval-auc:0.675936	train-auc:1
[199]	eval-auc:0.675931	train-auc:1
[200]	eval-auc:0.675403	train-auc:1
[201]	eval-auc:0.675403	train-auc:1
[202]	eval-auc:0.675492	train-auc:1
[203]	eval-auc:0.675945	train-auc:1
[204]	eval-auc:0.675844	train-auc:1
[205]	eval-auc:0.675741	train-auc:1
[206]	eval-auc:0.675696	train-auc:1
[207]	eval-auc:0.67553	train-auc:1
[208]	eval-auc:0.674946	train-auc:1
[209]	eval-auc:0.67497	train-auc:1
[210]	eval-auc:0.675296	train-auc:1
[211]	eval-auc:0.675349	train-auc:1
[212]	eval-auc:0.675322	train-auc:1
[213]	eval-auc:0.6751	train-auc:1
[214]	eval-auc:0.674798	train-auc:1
[215]	eval-auc:0.674646	train-auc:1
[216]	eval-auc:0.674722	train-auc:1
[217]	eval-auc:0.674215	train-auc:1
[218]	eval-auc:0.674114	train-auc:1
[219]	eval-auc:0.677501	train-auc:1
[220]	eval-auc:0.677626	train-auc:1
[221]	eval-auc:0.677626	train-auc:1
[222]	eval-auc:0.677362	train-auc:1
[223]	eval-auc:0.677324	train-auc:1
[224]	eval-auc:0.677455	train-auc:1
[225]	eval-auc:0.677096	train-auc:1
[226]	eval-auc:0.681069	train-auc:1
[227]	eval-auc:0.681358	train-auc:1
[228]	eval-auc:0.681947	train-auc:1
[229]	eval-auc:0.681466	train-auc:1
[230]	eval-auc:0.681466	train-auc:1
[231]	eval-auc:0.6812	train-auc:1
[232]	eval-auc:0.681054	train-auc:1
[233]	eval-auc:0.680668	train-auc:1
[234]	eval-auc:0.680694	train-auc:1
[235]	eval-auc:0.68056	train-auc:1
[236]	eval-auc:0.680351	train-auc:1
[237]	eval-auc:0.680371	train-auc:1
[238]	eval-auc:0.680218	train-auc:1
[239]	eval-auc:0.67998	train-auc:1
[240]	eval-auc:0.680024	train-auc:1
[241]	eval-auc:0.679914	train-auc:1
[242]	eval-auc:0.680277	train-auc:1
[243]	eval-auc:0.680033	train-auc:1
[244]	eval-auc:0.679986	train-auc:1
[245]	eval-auc:0.679828	train-auc:1
[246]	eval-auc:0.679828	train-auc:1
[247]	eval-auc:0.679875	train-auc:1
[248]	eval-auc:0.683172	train-auc:1
[249]	eval-auc:0.683403	train-auc:1
[250]	eval-auc:0.683627	train-auc:1
[251]	eval-auc:0.683089	train-auc:1
[252]	eval-auc:0.683324	train-auc:1
[253]	eval-auc:0.683791	train-auc:1
[254]	eval-auc:0.683944	train-auc:1
[255]	eval-auc:0.684213	train-auc:1
[256]	eval-auc:0.684125	train-auc:1
[257]	eval-auc:0.684014	train-auc:1
[258]	eval-auc:0.684014	train-auc:1
[259]	eval-auc:0.683721	train-auc:1
[260]	eval-auc:0.683312	train-auc:1
[261]	eval-auc:0.683702	train-auc:1
[262]	eval-auc:0.683613	train-auc:1
[263]	eval-auc:0.683721	train-auc:1
[264]	eval-auc:0.683966	train-auc:1
[265]	eval-auc:0.683453	train-auc:1
[266]	eval-auc:0.68292	train-auc:1
[267]	eval-auc:0.682518	train-auc:1
[268]	eval-auc:0.682655	train-auc:1
[269]	eval-auc:0.682468	train-auc:1
[270]	eval-auc:0.682307	train-auc:1
[271]	eval-auc:0.682393	train-auc:1
[272]	eval-auc:0.682378	train-auc:1
[273]	eval-auc:0.682381	train-auc:1
[274]	eval-auc:0.682412	train-auc:1
[275]	eval-auc:0.682456	train-auc:1
[276]	eval-auc:0.68213	train-auc:1
[277]	eval-auc:0.681819	train-auc:1
[278]	eval-auc:0.681868	train-auc:1
[279]	eval-auc:0.681786	train-auc:1
	Score 0.6817859274689666


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 7, 'min_child_weight': 5.0, 'n_estimators': 339.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.677254	train-auc:0.794387
[1]	eval-auc:0.690313	train-auc:0.835844
[2]	eval-auc:0.694054	train-auc:0.84729
[3]	eval-auc:0.697279	train-auc:0.865012
[4]	eval-auc:0.69917	train-auc:0.872416
[5]	eval-auc:0.698555	train-auc:0.882541
[6]	eval-auc:0.701557	train-auc:0.890236
[7]	eval-auc:0.707123	train-auc:0.891628
[8]	eval-auc:0.705755	train-auc:0.898642
[9]	eval-auc:0.708052	train-auc:0.902299
[10]	eval-auc:0.708689	train-auc:0.905346
[11]	eval-auc:0.708566	train-auc:0.90666
[12]	eval-auc:0.709284	train-auc:0.911664
[13]	eval-auc:0.710122	train-auc:0.913147
[14]	eval-auc:0.710321	train-auc:0.919281
[15]	eval-auc:0.710423	train-auc:0.923158
[16]	eval-auc:0.708875	train-auc:0.925979
[17]	eval-auc:0.707323	train-auc:0.930989
[18]	eval-auc:0.708063	train-auc:0.932939
[19]	eval-auc:0.708713	train-auc:0.934264
[20]	eval-auc:0.709829	train-auc:0.935422
[21]	eval-auc:0.709883	train-auc:0.936035
[22]	eval-auc:0.709507	train-auc:0.938563
[23]	eval-auc:0.710568	train-auc:0.938668
[24]	eval-auc:0.712899	train-auc:0.940812
[25]	eval-auc:0.712768	train-auc:0.942291
[26]	eval-auc:0.712308	train-auc:0.943862
[27]	eval-auc:0.713011	train-auc:0.945541
[28]	eval-auc:0.713226	train-auc:0.945992
[29]	eval-auc:0.712187	train-auc:0.947113
[30]	eval-auc:0.712991	train-auc:0.947728
[31]	eval-auc:0.712324	train-auc:0.949886
[32]	eval-auc:0.713827	train-auc:0.952052
[33]	eval-auc:0.714103	train-auc:0.953483
[34]	eval-auc:0.714912	train-auc:0.955319
[35]	eval-auc:0.715039	train-auc:0.956476
[36]	eval-auc:0.716599	train-auc:0.957503
[37]	eval-auc:0.71611	train-auc:0.958508
[38]	eval-auc:0.715821	train-auc:0.960131
[39]	eval-auc:0.716733	train-auc:0.961166
[40]	eval-auc:0.716387	train-auc:0.96174
[41]	eval-auc:0.716641	train-auc:0.963388
[42]	eval-auc:0.716718	train-auc:0.964305
[43]	eval-auc:0.717139	train-auc:0.965602
[44]	eval-auc:0.716678	train-auc:0.966234
[45]	eval-auc:0.715635	train-auc:0.967018
[46]	eval-auc:0.714634	train-auc:0.967537
[47]	eval-auc:0.714618	train-auc:0.968665
[48]	eval-auc:0.71479	train-auc:0.969959
[49]	eval-auc:0.714902	train-auc:0.971249
[50]	eval-auc:0.715068	train-auc:0.97196
[51]	eval-auc:0.715231	train-auc:0.972324
[52]	eval-auc:0.716408	train-auc:0.972805
[53]	eval-auc:0.7166	train-auc:0.973405
[54]	eval-auc:0.716279	train-auc:0.973621
[55]	eval-auc:0.715658	train-auc:0.974632
[56]	eval-auc:0.715679	train-auc:0.97579
[57]	eval-auc:0.715572	train-auc:0.976532
[58]	eval-auc:0.715725	train-auc:0.977332
[59]	eval-auc:0.716241	train-auc:0.978086
[60]	eval-auc:0.715642	train-auc:0.978459
[61]	eval-auc:0.715332	train-auc:0.978955
[62]	eval-auc:0.714736	train-auc:0.979614
[63]	eval-auc:0.715175	train-auc:0.979998
[64]	eval-auc:0.715486	train-auc:0.980222
[65]	eval-auc:0.715706	train-auc:0.980286
[66]	eval-auc:0.715738	train-auc:0.98099
[67]	eval-auc:0.716115	train-auc:0.981671
[68]	eval-auc:0.715939	train-auc:0.982356
[69]	eval-auc:0.715917	train-auc:0.982677
[70]	eval-auc:0.715417	train-auc:0.982969
[71]	eval-auc:0.715505	train-auc:0.983301
[72]	eval-auc:0.715003	train-auc:0.983662
[73]	eval-auc:0.714752	train-auc:0.983915
[74]	eval-auc:0.714829	train-auc:0.985003
[75]	eval-auc:0.714589	train-auc:0.985308
[76]	eval-auc:0.715343	train-auc:0.986124
[77]	eval-auc:0.715323	train-auc:0.986288
[78]	eval-auc:0.714942	train-auc:0.986777
[79]	eval-auc:0.714438	train-auc:0.987018
[80]	eval-auc:0.714207	train-auc:0.987249
[81]	eval-auc:0.713713	train-auc:0.987534
[82]	eval-auc:0.713518	train-auc:0.988016
[83]	eval-auc:0.711753	train-auc:0.988191
[84]	eval-auc:0.711654	train-auc:0.988578
[85]	eval-auc:0.711304	train-auc:0.989128
[86]	eval-auc:0.711708	train-auc:0.98925
[87]	eval-auc:0.711233	train-auc:0.989848
[88]	eval-auc:0.710424	train-auc:0.990028
[89]	eval-auc:0.710671	train-auc:0.990251
[90]	eval-auc:0.710531	train-auc:0.990297
[91]	eval-auc:0.710441	train-auc:0.990346
[92]	eval-auc:0.710505	train-auc:0.990491
[93]	eval-auc:0.71062	train-auc:0.99055
[94]	eval-auc:0.710931	train-auc:0.990777
[95]	eval-auc:0.710453	train-auc:0.991031
[96]	eval-auc:0.71019	train-auc:0.991239
[97]	eval-auc:0.710802	train-auc:0.991488
[98]	eval-auc:0.710264	train-auc:0.991899
[99]	eval-auc:0.710555	train-auc:0.992142
[100]	eval-auc:0.710351	train-auc:0.992266
[101]	eval-auc:0.710697	train-auc:0.992743
[102]	eval-auc:0.710464	train-auc:0.992925
[103]	eval-auc:0.710575	train-auc:0.992965
[104]	eval-auc:0.711044	train-auc:0.99309
[105]	eval-auc:0.710777	train-auc:0.993383
[106]	eval-auc:0.710421	train-auc:0.993461
[107]	eval-auc:0.710627	train-auc:0.993508
[108]	eval-auc:0.710674	train-auc:0.993546
[109]	eval-auc:0.710856	train-auc:0.993864
[110]	eval-auc:0.711045	train-auc:0.993957
[111]	eval-auc:0.711193	train-auc:0.994037
[112]	eval-auc:0.710818	train-auc:0.994176
[113]	eval-auc:0.710482	train-auc:0.994261
[114]	eval-auc:0.710558	train-auc:0.994358
[115]	eval-auc:0.710619	train-auc:0.994449
[116]	eval-auc:0.710602	train-auc:0.994664
[117]	eval-auc:0.710549	train-auc:0.99474
[118]	eval-auc:0.7105	train-auc:0.994796
[119]	eval-auc:0.710488	train-auc:0.994866
[120]	eval-auc:0.71059	train-auc:0.994893
[121]	eval-auc:0.711255	train-auc:0.995174
[122]	eval-auc:0.711345	train-auc:0.995206
[123]	eval-auc:0.711578	train-auc:0.995284
[124]	eval-auc:0.711414	train-auc:0.9954
[125]	eval-auc:0.711539	train-auc:0.995505
[126]	eval-auc:0.710971	train-auc:0.99558
[127]	eval-auc:0.711057	train-auc:0.99564
[128]	eval-auc:0.710366	train-auc:0.995704
[129]	eval-auc:0.710473	train-auc:0.995846
[130]	eval-auc:0.710514	train-auc:0.995957
[131]	eval-auc:0.710486	train-auc:0.996175
[132]	eval-auc:0.71057	train-auc:0.996251
[133]	eval-auc:0.710483	train-auc:0.996304
[134]	eval-auc:0.710523	train-auc:0.996387
[135]	eval-auc:0.710473	train-auc:0.996512
[136]	eval-auc:0.710765	train-auc:0.996636
[137]	eval-auc:0.711086	train-auc:0.996747
[138]	eval-auc:0.710974	train-auc:0.99683
[139]	eval-auc:0.710972	train-auc:0.9969
[140]	eval-auc:0.710719	train-auc:0.996983
[141]	eval-auc:0.710875	train-auc:0.997012
[142]	eval-auc:0.711481	train-auc:0.997043
[143]	eval-auc:0.711673	train-auc:0.997159
[144]	eval-auc:0.711436	train-auc:0.997168
[145]	eval-auc:0.711457	train-auc:0.997208
[146]	eval-auc:0.710913	train-auc:0.997314
[147]	eval-auc:0.710681	train-auc:0.99732
[148]	eval-auc:0.71084	train-auc:0.997371
[149]	eval-auc:0.711248	train-auc:0.997363
[150]	eval-auc:0.711172	train-auc:0.997443
[151]	eval-auc:0.710972	train-auc:0.997468
[152]	eval-auc:0.710983	train-auc:0.997529
[153]	eval-auc:0.710962	train-auc:0.99756
[154]	eval-auc:0.711278	train-auc:0.997591
[155]	eval-auc:0.711507	train-auc:0.997662
[156]	eval-auc:0.71188	train-auc:0.997744
[157]	eval-auc:0.711636	train-auc:0.997739
[158]	eval-auc:0.7117	train-auc:0.997757
[159]	eval-auc:0.711437	train-auc:0.997796
[160]	eval-auc:0.711467	train-auc:0.997812
[161]	eval-auc:0.711601	train-auc:0.997875
[162]	eval-auc:0.711776	train-auc:0.997901
[163]	eval-auc:0.711397	train-auc:0.997934
[164]	eval-auc:0.711723	train-auc:0.997954
[165]	eval-auc:0.71175	train-auc:0.997989
[166]	eval-auc:0.711645	train-auc:0.997994
[167]	eval-auc:0.711706	train-auc:0.998052
[168]	eval-auc:0.711557	train-auc:0.998085
[169]	eval-auc:0.711185	train-auc:0.998154
[170]	eval-auc:0.710884	train-auc:0.998194
[171]	eval-auc:0.71075	train-auc:0.99821
[172]	eval-auc:0.710876	train-auc:0.998247
[173]	eval-auc:0.710566	train-auc:0.998261
[174]	eval-auc:0.710965	train-auc:0.998302
[175]	eval-auc:0.710499	train-auc:0.998303
[176]	eval-auc:0.710563	train-auc:0.998348
[177]	eval-auc:0.710218	train-auc:0.998418
[178]	eval-auc:0.710814	train-auc:0.998466
[179]	eval-auc:0.710987	train-auc:0.998486
[180]	eval-auc:0.710983	train-auc:0.998503
[181]	eval-auc:0.711083	train-auc:0.998519
[182]	eval-auc:0.711301	train-auc:0.998536
[183]	eval-auc:0.71156	train-auc:0.998572
[184]	eval-auc:0.711527	train-auc:0.998612
[185]	eval-auc:0.711042	train-auc:0.998628
[186]	eval-auc:0.71099	train-auc:0.998653
[187]	eval-auc:0.710535	train-auc:0.998672
[188]	eval-auc:0.710692	train-auc:0.998691
[189]	eval-auc:0.710564	train-auc:0.998707
[190]	eval-auc:0.710643	train-auc:0.998734
[191]	eval-auc:0.710171	train-auc:0.998743
[192]	eval-auc:0.709909	train-auc:0.99879
[193]	eval-auc:0.709561	train-auc:0.998829
[194]	eval-auc:0.709303	train-auc:0.998828
[195]	eval-auc:0.709544	train-auc:0.99882
[196]	eval-auc:0.709055	train-auc:0.998837
[197]	eval-auc:0.709133	train-auc:0.998893
[198]	eval-auc:0.709114	train-auc:0.99892
[199]	eval-auc:0.708557	train-auc:0.998932
[200]	eval-auc:0.70869	train-auc:0.99894
[201]	eval-auc:0.708621	train-auc:0.998953
[202]	eval-auc:0.708521	train-auc:0.998962
[203]	eval-auc:0.708321	train-auc:0.998975
[204]	eval-auc:0.708575	train-auc:0.998987
[205]	eval-auc:0.708752	train-auc:0.99901
[206]	eval-auc:0.70861	train-auc:0.999015
[207]	eval-auc:0.708425	train-auc:0.999016
[208]	eval-auc:0.708396	train-auc:0.999049
[209]	eval-auc:0.708583	train-auc:0.999034
[210]	eval-auc:0.707907	train-auc:0.999063
[211]	eval-auc:0.708117	train-auc:0.999105
[212]	eval-auc:0.707756	train-auc:0.999112
[213]	eval-auc:0.707709	train-auc:0.999122
[214]	eval-auc:0.707717	train-auc:0.999154
[215]	eval-auc:0.706698	train-auc:0.999186
[216]	eval-auc:0.706471	train-auc:0.999213
[217]	eval-auc:0.706786	train-auc:0.999223
[218]	eval-auc:0.707019	train-auc:0.999228
[219]	eval-auc:0.707146	train-auc:0.999222
[220]	eval-auc:0.707124	train-auc:0.999238
[221]	eval-auc:0.707216	train-auc:0.999271
[222]	eval-auc:0.707439	train-auc:0.999287
[223]	eval-auc:0.707554	train-auc:0.999288
[224]	eval-auc:0.707516	train-auc:0.999289
[225]	eval-auc:0.707503	train-auc:0.999343
[226]	eval-auc:0.707577	train-auc:0.999365
[227]	eval-auc:0.707602	train-auc:0.999375
[228]	eval-auc:0.707592	train-auc:0.999373
[229]	eval-auc:0.707644	train-auc:0.999394
[230]	eval-auc:0.707313	train-auc:0.999432
[231]	eval-auc:0.707665	train-auc:0.999434
[232]	eval-auc:0.707494	train-auc:0.999449
[233]	eval-auc:0.707572	train-auc:0.999454
[234]	eval-auc:0.707331	train-auc:0.999467
[235]	eval-auc:0.707312	train-auc:0.999484
[236]	eval-auc:0.706955	train-auc:0.999494
[237]	eval-auc:0.706855	train-auc:0.999503
[238]	eval-auc:0.706483	train-auc:0.999521
[239]	eval-auc:0.706753	train-auc:0.999531
[240]	eval-auc:0.70687	train-auc:0.999542
[241]	eval-auc:0.706884	train-auc:0.999541
[242]	eval-auc:0.706776	train-auc:0.999542
[243]	eval-auc:0.706725	train-auc:0.999542
[244]	eval-auc:0.706934	train-auc:0.999541
[245]	eval-auc:0.706919	train-auc:0.999554
[246]	eval-auc:0.706836	train-auc:0.999579
[247]	eval-auc:0.706824	train-auc:0.99958
[248]	eval-auc:0.706864	train-auc:0.999578
[249]	eval-auc:0.707022	train-auc:0.999578
[250]	eval-auc:0.706987	train-auc:0.999599
[251]	eval-auc:0.706899	train-auc:0.9996
[252]	eval-auc:0.706981	train-auc:0.999601
[253]	eval-auc:0.707337	train-auc:0.999599
[254]	eval-auc:0.70727	train-auc:0.9996
[255]	eval-auc:0.706993	train-auc:0.999622
[256]	eval-auc:0.706779	train-auc:0.99962
[257]	eval-auc:0.706849	train-auc:0.999622
[258]	eval-auc:0.706922	train-auc:0.999631
[259]	eval-auc:0.706809	train-auc:0.999629
[260]	eval-auc:0.706943	train-auc:0.999632
[261]	eval-auc:0.706971	train-auc:0.999647
[262]	eval-auc:0.707004	train-auc:0.999652
[263]	eval-auc:0.706972	train-auc:0.999657
[264]	eval-auc:0.706718	train-auc:0.999657
[265]	eval-auc:0.706722	train-auc:0.99967
[266]	eval-auc:0.706543	train-auc:0.999663
[267]	eval-auc:0.706469	train-auc:0.999668
[268]	eval-auc:0.706014	train-auc:0.999699
[269]	eval-auc:0.706299	train-auc:0.999697
[270]	eval-auc:0.706131	train-auc:0.999709
[271]	eval-auc:0.70613	train-auc:0.99971
[272]	eval-auc:0.705991	train-auc:0.999709
[273]	eval-auc:0.706174	train-auc:0.999712
[274]	eval-auc:0.706395	train-auc:0.999728
[275]	eval-auc:0.706316	train-auc:0.999722
[276]	eval-auc:0.706366	train-auc:0.999734
[277]	eval-auc:0.706171	train-auc:0.999735
[278]	eval-auc:0.706485	train-auc:0.999738
[279]	eval-auc:0.706431	train-auc:0.99975
[280]	eval-auc:0.706386	train-auc:0.99975
[281]	eval-auc:0.706453	train-auc:0.999748
[282]	eval-auc:0.706549	train-auc:0.999756
[283]	eval-auc:0.706683	train-auc:0.999763
[284]	eval-auc:0.706835	train-auc:0.999763
[285]	eval-auc:0.706992	train-auc:0.999774
[286]	eval-auc:0.706623	train-auc:0.999775
[287]	eval-auc:0.706695	train-auc:0.999782
[288]	eval-auc:0.707176	train-auc:0.99979
[289]	eval-auc:0.707165	train-auc:0.999791
[290]	eval-auc:0.707149	train-auc:0.999789
[291]	eval-auc:0.707305	train-auc:0.9998
[292]	eval-auc:0.707206	train-auc:0.999797
[293]	eval-auc:0.707234	train-auc:0.999798
[294]	eval-auc:0.707121	train-auc:0.999799
[295]	eval-auc:0.707289	train-auc:0.999802
[296]	eval-auc:0.707191	train-auc:0.999809
[297]	eval-auc:0.706996	train-auc:0.999822
[298]	eval-auc:0.706899	train-auc:0.999822
[299]	eval-auc:0.707006	train-auc:0.999824
[300]	eval-auc:0.707295	train-auc:0.999836
[301]	eval-auc:0.707194	train-auc:0.999842
[302]	eval-auc:0.706946	train-auc:0.999847
[303]	eval-auc:0.706907	train-auc:0.999851
[304]	eval-auc:0.706885	train-auc:0.999852
[305]	eval-auc:0.706861	train-auc:0.999855
[306]	eval-auc:0.706587	train-auc:0.999852
[307]	eval-auc:0.706441	train-auc:0.999852
[308]	eval-auc:0.706151	train-auc:0.999855
[309]	eval-auc:0.70629	train-auc:0.999857
[310]	eval-auc:0.70618	train-auc:0.999856
[311]	eval-auc:0.706052	train-auc:0.99986
[312]	eval-auc:0.706096	train-auc:0.999869
[313]	eval-auc:0.706264	train-auc:0.999868
[314]	eval-auc:0.706141	train-auc:0.99987
[315]	eval-auc:0.705944	train-auc:0.999873
[316]	eval-auc:0.706016	train-auc:0.999872
[317]	eval-auc:0.705737	train-auc:0.999875
[318]	eval-auc:0.705684	train-auc:0.999874
[319]	eval-auc:0.705413	train-auc:0.999884
[320]	eval-auc:0.70548	train-auc:0.999887
[321]	eval-auc:0.705315	train-auc:0.999895
[322]	eval-auc:0.70509	train-auc:0.999896
[323]	eval-auc:0.705046	train-auc:0.999894
[324]	eval-auc:0.705279	train-auc:0.999897
[325]	eval-auc:0.705483	train-auc:0.9999
[326]	eval-auc:0.70562	train-auc:0.9999
[327]	eval-auc:0.705582	train-auc:0.999898
[328]	eval-auc:0.705854	train-auc:0.999904
[329]	eval-auc:0.705833	train-auc:0.999904
[330]	eval-auc:0.705653	train-auc:0.999902
[331]	eval-auc:0.705688	train-auc:0.999905
[332]	eval-auc:0.705388	train-auc:0.999912
[333]	eval-auc:0.705187	train-auc:0.999914
[334]	eval-auc:0.705	train-auc:0.999914
[335]	eval-auc:0.705151	train-auc:0.999919
[336]	eval-auc:0.705209	train-auc:0.999921
[337]	eval-auc:0.705136	train-auc:0.999922
[338]	eval-auc:0.70477	train-auc:0.999922
	Score 0.7047701275444944


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.47500000000000003, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 12, 'min_child_weight': 2.0, 'n_estimators': 222.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.685838	train-auc:0.850331
[1]	eval-auc:0.652459	train-auc:0.909364
[2]	eval-auc:0.650954	train-auc:0.942061
[3]	eval-auc:0.666289	train-auc:0.962303
[4]	eval-auc:0.681684	train-auc:0.98118
[5]	eval-auc:0.676498	train-auc:0.989232
[6]	eval-auc:0.685237	train-auc:0.993418
[7]	eval-auc:0.688066	train-auc:0.99556
[8]	eval-auc:0.694582	train-auc:0.997337
[9]	eval-auc:0.697098	train-auc:0.997884
[10]	eval-auc:0.701129	train-auc:0.999106
[11]	eval-auc:0.700028	train-auc:0.999483
[12]	eval-auc:0.701441	train-auc:0.999587
[13]	eval-auc:0.701518	train-auc:0.999716
[14]	eval-auc:0.698987	train-auc:0.999847
[15]	eval-auc:0.696366	train-auc:0.999915
[16]	eval-auc:0.695459	train-auc:0.999929
[17]	eval-auc:0.692389	train-auc:0.999933
[18]	eval-auc:0.692865	train-auc:0.999985
[19]	eval-auc:0.689244	train-auc:0.999989
[20]	eval-auc:0.689587	train-auc:0.999999
[21]	eval-auc:0.695813	train-auc:0.999999
[22]	eval-auc:0.695679	train-auc:1
[23]	eval-auc:0.700235	train-auc:1
[24]	eval-auc:0.7011	train-auc:1
[25]	eval-auc:0.702484	train-auc:1
[26]	eval-auc:0.702478	train-auc:1
[27]	eval-auc:0.701387	train-auc:1
[28]	eval-auc:0.704146	train-auc:1
[29]	eval-auc:0.701126	train-auc:1
[30]	eval-auc:0.701303	train-auc:1
[31]	eval-auc:0.701355	train-auc:1
[32]	eval-auc:0.701559	train-auc:1
[33]	eval-auc:0.703371	train-auc:1
[34]	eval-auc:0.704482	train-auc:1
[35]	eval-auc:0.705384	train-auc:1
[36]	eval-auc:0.704472	train-auc:1
[37]	eval-auc:0.704143	train-auc:1
[38]	eval-auc:0.704491	train-auc:1
[39]	eval-auc:0.703788	train-auc:1
[40]	eval-auc:0.702836	train-auc:1
[41]	eval-auc:0.702573	train-auc:1
[42]	eval-auc:0.701447	train-auc:1
[43]	eval-auc:0.700245	train-auc:1
[44]	eval-auc:0.700764	train-auc:1
[45]	eval-auc:0.700508	train-auc:1
[46]	eval-auc:0.699931	train-auc:1
[47]	eval-auc:0.700778	train-auc:1
[48]	eval-auc:0.701895	train-auc:1
[49]	eval-auc:0.701572	train-auc:1
[50]	eval-auc:0.702334	train-auc:1
[51]	eval-auc:0.701805	train-auc:1
[52]	eval-auc:0.702218	train-auc:1
[53]	eval-auc:0.701566	train-auc:1
[54]	eval-auc:0.705292	train-auc:1
[55]	eval-auc:0.704557	train-auc:1
[56]	eval-auc:0.704152	train-auc:1
[57]	eval-auc:0.702244	train-auc:1
[58]	eval-auc:0.70371	train-auc:1
[59]	eval-auc:0.704996	train-auc:1
[60]	eval-auc:0.703319	train-auc:1
[61]	eval-auc:0.703024	train-auc:1
[62]	eval-auc:0.703451	train-auc:1
[63]	eval-auc:0.703595	train-auc:1
[64]	eval-auc:0.703436	train-auc:1
[65]	eval-auc:0.703241	train-auc:1
[66]	eval-auc:0.702969	train-auc:1
[67]	eval-auc:0.703416	train-auc:1
[68]	eval-auc:0.703512	train-auc:1
[69]	eval-auc:0.702577	train-auc:1
[70]	eval-auc:0.701633	train-auc:1
[71]	eval-auc:0.702223	train-auc:1
[72]	eval-auc:0.702223	train-auc:1
[73]	eval-auc:0.701746	train-auc:1
[74]	eval-auc:0.701924	train-auc:1
[75]	eval-auc:0.70089	train-auc:1
[76]	eval-auc:0.700438	train-auc:1
[77]	eval-auc:0.699772	train-auc:1
[78]	eval-auc:0.699089	train-auc:1
[79]	eval-auc:0.699089	train-auc:1
[80]	eval-auc:0.698728	train-auc:1
[81]	eval-auc:0.698568	train-auc:1
[82]	eval-auc:0.69819	train-auc:1
[83]	eval-auc:0.698408	train-auc:1
[84]	eval-auc:0.69811	train-auc:1
[85]	eval-auc:0.697982	train-auc:1
[86]	eval-auc:0.698807	train-auc:1
[87]	eval-auc:0.698518	train-auc:1
[88]	eval-auc:0.698996	train-auc:1
[89]	eval-auc:0.699014	train-auc:1
[90]	eval-auc:0.699791	train-auc:1
[91]	eval-auc:0.699949	train-auc:1
[92]	eval-auc:0.69969	train-auc:1
[93]	eval-auc:0.699392	train-auc:1
[94]	eval-auc:0.69947	train-auc:1
[95]	eval-auc:0.699212	train-auc:1
[96]	eval-auc:0.698831	train-auc:1
[97]	eval-auc:0.698739	train-auc:1
[98]	eval-auc:0.698965	train-auc:1
[99]	eval-auc:0.699859	train-auc:1
[100]	eval-auc:0.699623	train-auc:1
[101]	eval-auc:0.699343	train-auc:1
[102]	eval-auc:0.699343	train-auc:1
[103]	eval-auc:0.699632	train-auc:1
[104]	eval-auc:0.700415	train-auc:1
[105]	eval-auc:0.699488	train-auc:1
[106]	eval-auc:0.699322	train-auc:1
[107]	eval-auc:0.699476	train-auc:1
[108]	eval-auc:0.699476	train-auc:1
[109]	eval-auc:0.699476	train-auc:1
[110]	eval-auc:0.699243	train-auc:1
[111]	eval-auc:0.699603	train-auc:1
[112]	eval-auc:0.698401	train-auc:1
[113]	eval-auc:0.697741	train-auc:1
[114]	eval-auc:0.698192	train-auc:1
[115]	eval-auc:0.698035	train-auc:1
[116]	eval-auc:0.698035	train-auc:1
[117]	eval-auc:0.697971	train-auc:1
[118]	eval-auc:0.697971	train-auc:1
[119]	eval-auc:0.699297	train-auc:1
[120]	eval-auc:0.699297	train-auc:1
[121]	eval-auc:0.699661	train-auc:1
[122]	eval-auc:0.69894	train-auc:1
[123]	eval-auc:0.69894	train-auc:1
[124]	eval-auc:0.69894	train-auc:1
[125]	eval-auc:0.69894	train-auc:1
[126]	eval-auc:0.698534	train-auc:1
[127]	eval-auc:0.699104	train-auc:1
[128]	eval-auc:0.699104	train-auc:1
[129]	eval-auc:0.699104	train-auc:1
[130]	eval-auc:0.699104	train-auc:1
[131]	eval-auc:0.699282	train-auc:1
[132]	eval-auc:0.698531	train-auc:1
[133]	eval-auc:0.698531	train-auc:1
[134]	eval-auc:0.698562	train-auc:1
[135]	eval-auc:0.69837	train-auc:1
[136]	eval-auc:0.69837	train-auc:1
[137]	eval-auc:0.69837	train-auc:1
[138]	eval-auc:0.697976	train-auc:1
[139]	eval-auc:0.697976	train-auc:1
[140]	eval-auc:0.697976	train-auc:1
[141]	eval-auc:0.697976	train-auc:1
[142]	eval-auc:0.697555	train-auc:1
[143]	eval-auc:0.696908	train-auc:1
[144]	eval-auc:0.697246	train-auc:1
[145]	eval-auc:0.697756	train-auc:1
[146]	eval-auc:0.697717	train-auc:1
[147]	eval-auc:0.698058	train-auc:1
[148]	eval-auc:0.698058	train-auc:1
[149]	eval-auc:0.698058	train-auc:1
[150]	eval-auc:0.698058	train-auc:1
[151]	eval-auc:0.698058	train-auc:1
[152]	eval-auc:0.698352	train-auc:1
[153]	eval-auc:0.698352	train-auc:1
[154]	eval-auc:0.697511	train-auc:1
[155]	eval-auc:0.697511	train-auc:1
[156]	eval-auc:0.697511	train-auc:1
[157]	eval-auc:0.697511	train-auc:1
[158]	eval-auc:0.697511	train-auc:1
[159]	eval-auc:0.697297	train-auc:1
[160]	eval-auc:0.697297	train-auc:1
[161]	eval-auc:0.697297	train-auc:1
[162]	eval-auc:0.697297	train-auc:1
[163]	eval-auc:0.697297	train-auc:1
[164]	eval-auc:0.697297	train-auc:1
[165]	eval-auc:0.697297	train-auc:1
[166]	eval-auc:0.697297	train-auc:1
[167]	eval-auc:0.697297	train-auc:1
[168]	eval-auc:0.697293	train-auc:1
[169]	eval-auc:0.697293	train-auc:1
[170]	eval-auc:0.697293	train-auc:1
[171]	eval-auc:0.697293	train-auc:1
[172]	eval-auc:0.69812	train-auc:1
[173]	eval-auc:0.698358	train-auc:1
[174]	eval-auc:0.698358	train-auc:1
[175]	eval-auc:0.698358	train-auc:1
[176]	eval-auc:0.698358	train-auc:1
[177]	eval-auc:0.698358	train-auc:1
[178]	eval-auc:0.69805	train-auc:1
[179]	eval-auc:0.69805	train-auc:1
[180]	eval-auc:0.69805	train-auc:1
[181]	eval-auc:0.69805	train-auc:1
[182]	eval-auc:0.69805	train-auc:1
[183]	eval-auc:0.69805	train-auc:1
[184]	eval-auc:0.697718	train-auc:1
[185]	eval-auc:0.697718	train-auc:1
[186]	eval-auc:0.697718	train-auc:1
[187]	eval-auc:0.697499	train-auc:1
[188]	eval-auc:0.697499	train-auc:1
[189]	eval-auc:0.697071	train-auc:1
[190]	eval-auc:0.697071	train-auc:1
[191]	eval-auc:0.696628	train-auc:1
[192]	eval-auc:0.696981	train-auc:1
[193]	eval-auc:0.696981	train-auc:1
[194]	eval-auc:0.701649	train-auc:1
[195]	eval-auc:0.701649	train-auc:1
[196]	eval-auc:0.70221	train-auc:1
[197]	eval-auc:0.702344	train-auc:1
[198]	eval-auc:0.702344	train-auc:1
[199]	eval-auc:0.702191	train-auc:1
[200]	eval-auc:0.702329	train-auc:1
[201]	eval-auc:0.702329	train-auc:1
[202]	eval-auc:0.702264	train-auc:1
[203]	eval-auc:0.702249	train-auc:1
[204]	eval-auc:0.702545	train-auc:1
[205]	eval-auc:0.702545	train-auc:1
[206]	eval-auc:0.702545	train-auc:1
[207]	eval-auc:0.702545	train-auc:1
[208]	eval-auc:0.702545	train-auc:1
[209]	eval-auc:0.702235	train-auc:1
[210]	eval-auc:0.702564	train-auc:1
[211]	eval-auc:0.702861	train-auc:1
[212]	eval-auc:0.702861	train-auc:1
[213]	eval-auc:0.702981	train-auc:1
[214]	eval-auc:0.702981	train-auc:1
[215]	eval-auc:0.702981	train-auc:1
[216]	eval-auc:0.702981	train-auc:1
[217]	eval-auc:0.702981	train-auc:1
[218]	eval-auc:0.702981	train-auc:1
[219]	eval-auc:0.702981	train-auc:1
[220]	eval-auc:0.702839	train-auc:1
[221]	eval-auc:0.702775	train-auc:1
	Score 0.7027753413977512


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 5, 'min_child_weight': 3.0, 'n_estimators': 370.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.690487	train-auc:0.741583
[1]	eval-auc:0.6773	train-auc:0.754039
[2]	eval-auc:0.693633	train-auc:0.770737
[3]	eval-auc:0.689461	train-auc:0.785876
[4]	eval-auc:0.690788	train-auc:0.799904
[5]	eval-auc:0.699584	train-auc:0.816215
[6]	eval-auc:0.700857	train-auc:0.820971
[7]	eval-auc:0.705911	train-auc:0.828103
[8]	eval-auc:0.707229	train-auc:0.837328
[9]	eval-auc:0.705588	train-auc:0.840555
[10]	eval-auc:0.704168	train-auc:0.84433
[11]	eval-auc:0.705148	train-auc:0.848603
[12]	eval-auc:0.707021	train-auc:0.858185
[13]	eval-auc:0.70587	train-auc:0.857784
[14]	eval-auc:0.70712	train-auc:0.863499
[15]	eval-auc:0.701424	train-auc:0.865882
[16]	eval-auc:0.703347	train-auc:0.869996
[17]	eval-auc:0.705768	train-auc:0.878028
[18]	eval-auc:0.703519	train-auc:0.882685
[19]	eval-auc:0.705305	train-auc:0.884618
[20]	eval-auc:0.707443	train-auc:0.889581
[21]	eval-auc:0.70896	train-auc:0.892764
[22]	eval-auc:0.708803	train-auc:0.895877
[23]	eval-auc:0.708071	train-auc:0.897806
[24]	eval-auc:0.708958	train-auc:0.902198
[25]	eval-auc:0.710731	train-auc:0.90367
[26]	eval-auc:0.706711	train-auc:0.907326
[27]	eval-auc:0.705126	train-auc:0.911016
[28]	eval-auc:0.705776	train-auc:0.913607
[29]	eval-auc:0.701984	train-auc:0.914855
[30]	eval-auc:0.69989	train-auc:0.918086
[31]	eval-auc:0.699056	train-auc:0.919227
[32]	eval-auc:0.699093	train-auc:0.922619
[33]	eval-auc:0.694266	train-auc:0.925137
[34]	eval-auc:0.694875	train-auc:0.925144
[35]	eval-auc:0.695728	train-auc:0.927494
[36]	eval-auc:0.696002	train-auc:0.928569
[37]	eval-auc:0.69456	train-auc:0.929512
[38]	eval-auc:0.694606	train-auc:0.931018
[39]	eval-auc:0.694324	train-auc:0.932239
[40]	eval-auc:0.694169	train-auc:0.934234
[41]	eval-auc:0.693021	train-auc:0.935666
[42]	eval-auc:0.693683	train-auc:0.937129
[43]	eval-auc:0.693283	train-auc:0.94004
[44]	eval-auc:0.695661	train-auc:0.942715
[45]	eval-auc:0.695248	train-auc:0.944385
[46]	eval-auc:0.693478	train-auc:0.946064
[47]	eval-auc:0.691525	train-auc:0.946151
[48]	eval-auc:0.692619	train-auc:0.94843
[49]	eval-auc:0.693184	train-auc:0.949908
[50]	eval-auc:0.693554	train-auc:0.95052
[51]	eval-auc:0.695086	train-auc:0.951171
[52]	eval-auc:0.69423	train-auc:0.95171
[53]	eval-auc:0.695047	train-auc:0.95294
[54]	eval-auc:0.694571	train-auc:0.953899
[55]	eval-auc:0.69476	train-auc:0.954803
[56]	eval-auc:0.696887	train-auc:0.956156
[57]	eval-auc:0.697255	train-auc:0.957523
[58]	eval-auc:0.698302	train-auc:0.95913
[59]	eval-auc:0.698719	train-auc:0.960882
[60]	eval-auc:0.699246	train-auc:0.96278
[61]	eval-auc:0.698679	train-auc:0.963245
[62]	eval-auc:0.698222	train-auc:0.964446
[63]	eval-auc:0.697849	train-auc:0.964596
[64]	eval-auc:0.697447	train-auc:0.965574
[65]	eval-auc:0.697318	train-auc:0.965469
[66]	eval-auc:0.697112	train-auc:0.965966
[67]	eval-auc:0.698594	train-auc:0.966079
[68]	eval-auc:0.698417	train-auc:0.967059
[69]	eval-auc:0.699134	train-auc:0.968539
[70]	eval-auc:0.699314	train-auc:0.968708
[71]	eval-auc:0.698755	train-auc:0.969642
[72]	eval-auc:0.69867	train-auc:0.969645
[73]	eval-auc:0.6995	train-auc:0.970107
[74]	eval-auc:0.700873	train-auc:0.971324
[75]	eval-auc:0.701658	train-auc:0.972263
[76]	eval-auc:0.701059	train-auc:0.973299
[77]	eval-auc:0.701231	train-auc:0.973836
[78]	eval-auc:0.701696	train-auc:0.974046
[79]	eval-auc:0.702189	train-auc:0.974712
[80]	eval-auc:0.702358	train-auc:0.975516
[81]	eval-auc:0.700578	train-auc:0.976136
[82]	eval-auc:0.700225	train-auc:0.976736
[83]	eval-auc:0.701294	train-auc:0.977398
[84]	eval-auc:0.702413	train-auc:0.978062
[85]	eval-auc:0.703467	train-auc:0.978774
[86]	eval-auc:0.702716	train-auc:0.97891
[87]	eval-auc:0.702443	train-auc:0.979808
[88]	eval-auc:0.703031	train-auc:0.980626
[89]	eval-auc:0.702022	train-auc:0.981324
[90]	eval-auc:0.700563	train-auc:0.981662
[91]	eval-auc:0.700039	train-auc:0.98181
[92]	eval-auc:0.698767	train-auc:0.982594
[93]	eval-auc:0.698327	train-auc:0.982841
[94]	eval-auc:0.696882	train-auc:0.983259
[95]	eval-auc:0.697459	train-auc:0.983854
[96]	eval-auc:0.697198	train-auc:0.984231
[97]	eval-auc:0.696961	train-auc:0.984681
[98]	eval-auc:0.697131	train-auc:0.985009
[99]	eval-auc:0.697057	train-auc:0.985566
[100]	eval-auc:0.696324	train-auc:0.985888
[101]	eval-auc:0.697385	train-auc:0.986251
[102]	eval-auc:0.697983	train-auc:0.986468
[103]	eval-auc:0.698254	train-auc:0.986539
[104]	eval-auc:0.698433	train-auc:0.986719
[105]	eval-auc:0.698072	train-auc:0.987109
[106]	eval-auc:0.697003	train-auc:0.987397
[107]	eval-auc:0.697153	train-auc:0.988063
[108]	eval-auc:0.696392	train-auc:0.988148
[109]	eval-auc:0.697103	train-auc:0.988374
[110]	eval-auc:0.697243	train-auc:0.988695
[111]	eval-auc:0.696786	train-auc:0.989067
[112]	eval-auc:0.696369	train-auc:0.989207
[113]	eval-auc:0.696747	train-auc:0.989276
[114]	eval-auc:0.69606	train-auc:0.989435
[115]	eval-auc:0.695248	train-auc:0.989855
[116]	eval-auc:0.696046	train-auc:0.990186
[117]	eval-auc:0.695684	train-auc:0.990434
[118]	eval-auc:0.695329	train-auc:0.990488
[119]	eval-auc:0.69506	train-auc:0.990702
[120]	eval-auc:0.695653	train-auc:0.990897
[121]	eval-auc:0.69498	train-auc:0.991169
[122]	eval-auc:0.69529	train-auc:0.991334
[123]	eval-auc:0.694942	train-auc:0.991748
[124]	eval-auc:0.695689	train-auc:0.992025
[125]	eval-auc:0.696474	train-auc:0.992194
[126]	eval-auc:0.695644	train-auc:0.99225
[127]	eval-auc:0.695149	train-auc:0.992467
[128]	eval-auc:0.694947	train-auc:0.992737
[129]	eval-auc:0.695424	train-auc:0.992879
[130]	eval-auc:0.694822	train-auc:0.992882
[131]	eval-auc:0.695165	train-auc:0.993043
[132]	eval-auc:0.694562	train-auc:0.992969
[133]	eval-auc:0.694307	train-auc:0.993033
[134]	eval-auc:0.693044	train-auc:0.993138
[135]	eval-auc:0.691803	train-auc:0.99351
[136]	eval-auc:0.690849	train-auc:0.993662
[137]	eval-auc:0.690205	train-auc:0.993787
[138]	eval-auc:0.689573	train-auc:0.994047
[139]	eval-auc:0.689756	train-auc:0.994093
[140]	eval-auc:0.689671	train-auc:0.994115
[141]	eval-auc:0.689771	train-auc:0.994353
[142]	eval-auc:0.690764	train-auc:0.994518
[143]	eval-auc:0.692369	train-auc:0.99461
[144]	eval-auc:0.691927	train-auc:0.994811
[145]	eval-auc:0.691863	train-auc:0.994883
[146]	eval-auc:0.691842	train-auc:0.994927
[147]	eval-auc:0.692017	train-auc:0.994912
[148]	eval-auc:0.691158	train-auc:0.995119
[149]	eval-auc:0.691806	train-auc:0.995278
[150]	eval-auc:0.691603	train-auc:0.995266
[151]	eval-auc:0.691652	train-auc:0.99557
[152]	eval-auc:0.690738	train-auc:0.995643
[153]	eval-auc:0.691117	train-auc:0.995815
[154]	eval-auc:0.691602	train-auc:0.995925
[155]	eval-auc:0.692034	train-auc:0.996061
[156]	eval-auc:0.692773	train-auc:0.99611
[157]	eval-auc:0.693092	train-auc:0.996208
[158]	eval-auc:0.692407	train-auc:0.996306
[159]	eval-auc:0.692677	train-auc:0.996396
[160]	eval-auc:0.692632	train-auc:0.996569
[161]	eval-auc:0.692459	train-auc:0.996633
[162]	eval-auc:0.692153	train-auc:0.996769
[163]	eval-auc:0.692504	train-auc:0.996796
[164]	eval-auc:0.692876	train-auc:0.996768
[165]	eval-auc:0.692866	train-auc:0.996868
[166]	eval-auc:0.691819	train-auc:0.997054
[167]	eval-auc:0.693077	train-auc:0.997114
[168]	eval-auc:0.69363	train-auc:0.997187
[169]	eval-auc:0.694205	train-auc:0.997219
[170]	eval-auc:0.693774	train-auc:0.997315
[171]	eval-auc:0.693805	train-auc:0.997369
[172]	eval-auc:0.694484	train-auc:0.997414
[173]	eval-auc:0.694649	train-auc:0.997402
[174]	eval-auc:0.695078	train-auc:0.997549
[175]	eval-auc:0.694434	train-auc:0.997597
[176]	eval-auc:0.693567	train-auc:0.99767
[177]	eval-auc:0.693727	train-auc:0.997704
[178]	eval-auc:0.693756	train-auc:0.997822
[179]	eval-auc:0.693056	train-auc:0.997847
[180]	eval-auc:0.693537	train-auc:0.997887
[181]	eval-auc:0.693688	train-auc:0.997879
[182]	eval-auc:0.694084	train-auc:0.998019
[183]	eval-auc:0.694856	train-auc:0.998049
[184]	eval-auc:0.695317	train-auc:0.998103
[185]	eval-auc:0.694391	train-auc:0.998131
[186]	eval-auc:0.694792	train-auc:0.998196
[187]	eval-auc:0.695009	train-auc:0.998267
[188]	eval-auc:0.694307	train-auc:0.998336
[189]	eval-auc:0.694382	train-auc:0.998444
[190]	eval-auc:0.694355	train-auc:0.998483
[191]	eval-auc:0.693925	train-auc:0.998546
[192]	eval-auc:0.693829	train-auc:0.998576
[193]	eval-auc:0.693567	train-auc:0.998579
[194]	eval-auc:0.694536	train-auc:0.998558
[195]	eval-auc:0.695478	train-auc:0.998616
[196]	eval-auc:0.695935	train-auc:0.998663
[197]	eval-auc:0.695812	train-auc:0.998747
[198]	eval-auc:0.695673	train-auc:0.998778
[199]	eval-auc:0.695579	train-auc:0.998856
[200]	eval-auc:0.695494	train-auc:0.998915
[201]	eval-auc:0.695282	train-auc:0.998916
[202]	eval-auc:0.695293	train-auc:0.998899
[203]	eval-auc:0.69668	train-auc:0.999027
[204]	eval-auc:0.69707	train-auc:0.999036
[205]	eval-auc:0.697129	train-auc:0.999021
[206]	eval-auc:0.695625	train-auc:0.999024
[207]	eval-auc:0.69587	train-auc:0.999017
[208]	eval-auc:0.695838	train-auc:0.999039
[209]	eval-auc:0.695309	train-auc:0.999036
[210]	eval-auc:0.694379	train-auc:0.999056
[211]	eval-auc:0.694024	train-auc:0.999065
[212]	eval-auc:0.693589	train-auc:0.99907
[213]	eval-auc:0.693592	train-auc:0.999065
[214]	eval-auc:0.693682	train-auc:0.999088
[215]	eval-auc:0.693074	train-auc:0.999123
[216]	eval-auc:0.693246	train-auc:0.999155
[217]	eval-auc:0.692611	train-auc:0.999169
[218]	eval-auc:0.692453	train-auc:0.999169
[219]	eval-auc:0.692273	train-auc:0.999184
[220]	eval-auc:0.692013	train-auc:0.999235
[221]	eval-auc:0.692737	train-auc:0.999263
[222]	eval-auc:0.692622	train-auc:0.999252
[223]	eval-auc:0.693502	train-auc:0.99921
[224]	eval-auc:0.693433	train-auc:0.999217
[225]	eval-auc:0.69347	train-auc:0.999299
[226]	eval-auc:0.693618	train-auc:0.999283
[227]	eval-auc:0.693933	train-auc:0.999283
[228]	eval-auc:0.69468	train-auc:0.999323
[229]	eval-auc:0.694272	train-auc:0.999312
[230]	eval-auc:0.694476	train-auc:0.999342
[231]	eval-auc:0.694849	train-auc:0.999376
[232]	eval-auc:0.694661	train-auc:0.99941
[233]	eval-auc:0.695347	train-auc:0.999392
[234]	eval-auc:0.695786	train-auc:0.999408
[235]	eval-auc:0.696369	train-auc:0.999406
[236]	eval-auc:0.696715	train-auc:0.999415
[237]	eval-auc:0.696508	train-auc:0.999436
[238]	eval-auc:0.695836	train-auc:0.999417
[239]	eval-auc:0.695224	train-auc:0.999418
[240]	eval-auc:0.694285	train-auc:0.999431
[241]	eval-auc:0.694271	train-auc:0.999453
[242]	eval-auc:0.694135	train-auc:0.999463
[243]	eval-auc:0.694438	train-auc:0.999452
[244]	eval-auc:0.694394	train-auc:0.999487
[245]	eval-auc:0.694099	train-auc:0.999497
[246]	eval-auc:0.693806	train-auc:0.999504
[247]	eval-auc:0.694047	train-auc:0.999509
[248]	eval-auc:0.693449	train-auc:0.999532
[249]	eval-auc:0.693793	train-auc:0.999543
[250]	eval-auc:0.693048	train-auc:0.999543
[251]	eval-auc:0.693141	train-auc:0.999551
[252]	eval-auc:0.693784	train-auc:0.999562
[253]	eval-auc:0.693406	train-auc:0.999578
[254]	eval-auc:0.693372	train-auc:0.999578
[255]	eval-auc:0.692993	train-auc:0.999558
[256]	eval-auc:0.693937	train-auc:0.999579
[257]	eval-auc:0.694416	train-auc:0.999622
[258]	eval-auc:0.694877	train-auc:0.999642
[259]	eval-auc:0.694722	train-auc:0.999651
[260]	eval-auc:0.694211	train-auc:0.999659
[261]	eval-auc:0.692932	train-auc:0.999692
[262]	eval-auc:0.693525	train-auc:0.999689
[263]	eval-auc:0.694397	train-auc:0.999711
[264]	eval-auc:0.694458	train-auc:0.99971
[265]	eval-auc:0.694926	train-auc:0.999731
[266]	eval-auc:0.694454	train-auc:0.999728
[267]	eval-auc:0.69377	train-auc:0.99976
[268]	eval-auc:0.693312	train-auc:0.999782
[269]	eval-auc:0.693263	train-auc:0.999779
[270]	eval-auc:0.694292	train-auc:0.99982
[271]	eval-auc:0.694711	train-auc:0.999821
[272]	eval-auc:0.694149	train-auc:0.999804
[273]	eval-auc:0.69373	train-auc:0.999789
[274]	eval-auc:0.694126	train-auc:0.99978
[275]	eval-auc:0.69451	train-auc:0.999766
[276]	eval-auc:0.695073	train-auc:0.999765
[277]	eval-auc:0.694594	train-auc:0.999776
[278]	eval-auc:0.694353	train-auc:0.999759
[279]	eval-auc:0.694508	train-auc:0.999782
[280]	eval-auc:0.694722	train-auc:0.999785
[281]	eval-auc:0.695149	train-auc:0.999775
[282]	eval-auc:0.694731	train-auc:0.999773
[283]	eval-auc:0.694196	train-auc:0.99979
[284]	eval-auc:0.693978	train-auc:0.999792
[285]	eval-auc:0.69391	train-auc:0.999803
[286]	eval-auc:0.693299	train-auc:0.999827
[287]	eval-auc:0.693742	train-auc:0.999821
[288]	eval-auc:0.694466	train-auc:0.99982
[289]	eval-auc:0.694419	train-auc:0.999816
[290]	eval-auc:0.695433	train-auc:0.999802
[291]	eval-auc:0.696454	train-auc:0.999808
[292]	eval-auc:0.696678	train-auc:0.999816
[293]	eval-auc:0.696089	train-auc:0.999827
[294]	eval-auc:0.696121	train-auc:0.999825
[295]	eval-auc:0.696473	train-auc:0.999828
[296]	eval-auc:0.696791	train-auc:0.999831
[297]	eval-auc:0.696675	train-auc:0.99983
[298]	eval-auc:0.695949	train-auc:0.999823
[299]	eval-auc:0.695947	train-auc:0.999822
[300]	eval-auc:0.695384	train-auc:0.999827
[301]	eval-auc:0.696124	train-auc:0.999873
[302]	eval-auc:0.696476	train-auc:0.999878
[303]	eval-auc:0.69629	train-auc:0.999899
[304]	eval-auc:0.696576	train-auc:0.999898
[305]	eval-auc:0.695749	train-auc:0.999913
[306]	eval-auc:0.696002	train-auc:0.99991
[307]	eval-auc:0.696087	train-auc:0.999915
[308]	eval-auc:0.696357	train-auc:0.999914
[309]	eval-auc:0.695533	train-auc:0.999914
[310]	eval-auc:0.695293	train-auc:0.999914
[311]	eval-auc:0.695346	train-auc:0.999917
[312]	eval-auc:0.694889	train-auc:0.999919
[313]	eval-auc:0.69513	train-auc:0.999942
[314]	eval-auc:0.695104	train-auc:0.99995
[315]	eval-auc:0.695451	train-auc:0.99995
[316]	eval-auc:0.695486	train-auc:0.99995
[317]	eval-auc:0.695012	train-auc:0.999954
[318]	eval-auc:0.694913	train-auc:0.999952
[319]	eval-auc:0.695396	train-auc:0.999949
[320]	eval-auc:0.694545	train-auc:0.999952
[321]	eval-auc:0.694968	train-auc:0.99995
[322]	eval-auc:0.695241	train-auc:0.999957
[323]	eval-auc:0.695791	train-auc:0.999951
[324]	eval-auc:0.695858	train-auc:0.999954
[325]	eval-auc:0.695513	train-auc:0.999953
[326]	eval-auc:0.695821	train-auc:0.999949
[327]	eval-auc:0.695184	train-auc:0.999949
[328]	eval-auc:0.694918	train-auc:0.99995
[329]	eval-auc:0.69544	train-auc:0.999946
[330]	eval-auc:0.695909	train-auc:0.999957
[331]	eval-auc:0.696071	train-auc:0.999958
[332]	eval-auc:0.695877	train-auc:0.999961
[333]	eval-auc:0.695874	train-auc:0.999969
[334]	eval-auc:0.696681	train-auc:0.999964
[335]	eval-auc:0.696576	train-auc:0.999969
[336]	eval-auc:0.696438	train-auc:0.999967
[337]	eval-auc:0.695864	train-auc:0.999968
[338]	eval-auc:0.695137	train-auc:0.999971
[339]	eval-auc:0.694973	train-auc:0.999966
[340]	eval-auc:0.694906	train-auc:0.999968
[341]	eval-auc:0.694495	train-auc:0.999967
[342]	eval-auc:0.6941	train-auc:0.999966
[343]	eval-auc:0.694262	train-auc:0.999972
[344]	eval-auc:0.693983	train-auc:0.99997
[345]	eval-auc:0.69401	train-auc:0.999971
[346]	eval-auc:0.693867	train-auc:0.99997
[347]	eval-auc:0.693852	train-auc:0.99997
[348]	eval-auc:0.693587	train-auc:0.999969
[349]	eval-auc:0.69349	train-auc:0.999977
[350]	eval-auc:0.693214	train-auc:0.999984
[351]	eval-auc:0.693292	train-auc:0.999985
[352]	eval-auc:0.69303	train-auc:0.999984
[353]	eval-auc:0.692786	train-auc:0.999985
[354]	eval-auc:0.692967	train-auc:0.999989
[355]	eval-auc:0.693088	train-auc:0.99999
[356]	eval-auc:0.693031	train-auc:0.99999
[357]	eval-auc:0.693015	train-auc:0.999991
[358]	eval-auc:0.692823	train-auc:0.999989
[359]	eval-auc:0.692958	train-auc:0.99999
[360]	eval-auc:0.692874	train-auc:0.999995
[361]	eval-auc:0.692412	train-auc:0.999995
[362]	eval-auc:0.692278	train-auc:0.999995
[363]	eval-auc:0.693313	train-auc:0.999992
[364]	eval-auc:0.693155	train-auc:0.999991
[365]	eval-auc:0.69297	train-auc:0.999991
[366]	eval-auc:0.692733	train-auc:0.999991
[367]	eval-auc:0.692745	train-auc:0.99999
[368]	eval-auc:0.692325	train-auc:0.999989
[369]	eval-auc:0.691608	train-auc:0.999988
	Score 0.6916075844510227


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 138.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.644684	train-auc:0.675512
[2]	eval-auc:0.694121	train-auc:0.70837
[3]	eval-auc:0.700941	train-auc:0.70941
[4]	eval-auc:0.686972	train-auc:0.71259
[5]	eval-auc:0.705745	train-auc:0.712571
[6]	eval-auc:0.700259	train-auc:0.707772
[7]	eval-auc:0.698739	train-auc:0.709629
[8]	eval-auc:0.699779	train-auc:0.709689
[9]	eval-auc:0.698729	train-auc:0.709623
[10]	eval-auc:0.698764	train-auc:0.710485
[11]	eval-auc:0.698438	train-auc:0.71205
[12]	eval-auc:0.698685	train-auc:0.713102
[13]	eval-auc:0.699358	train-auc:0.713173
[14]	eval-auc:0.69911	train-auc:0.715158
[15]	eval-auc:0.698793	train-auc:0.716853
[16]	eval-auc:0.699343	train-auc:0.718051
[17]	eval-auc:0.698933	train-auc:0.718828
[18]	eval-auc:0.69961	train-auc:0.719586
[19]	eval-auc:0.698289	train-auc:0.720232
[20]	eval-auc:0.702252	train-auc:0.723078
[21]	eval-auc:0.699603	train-auc:0.721438
[22]	eval-auc:0.698286	train-auc:0.722399
[23]	eval-auc:0.700288	train-auc:0.722692
[24]	eval-auc:0.700026	train-auc:0.724326
[25]	eval-auc:0.697419	train-auc:0.72434
[26]	eval-auc:0.698665	train-auc:0.724507
[27]	eval-auc:0.698828	train-auc:0.7254
[28]	eval-auc:0.698301	train-auc:0.725263
[29]	eval-auc:0.69861	train-auc:0.726526
[30]	eval-auc:0.698748	train-auc:0.727719
[31]	eval-auc:0.699668	train-auc:0.727665
[32]	eval-auc:0.701179	train-auc:0.728275
[33]	eval-auc:0.699942	train-auc:0.729327
[34]	eval-auc:0.701275	train-auc:0.729324
[35]	eval-auc:0.701816	train-auc:0.730816
[36]	eval-auc:0.700989	train-auc:0.732843
[37]	eval-auc:0.700937	train-auc:0.730477
[38]	eval-auc:0.701726	train-auc:0.730966
[39]	eval-auc:0.702775	train-auc:0.732037
[40]	eval-auc:0.702864	train-auc:0.732559
[41]	eval-auc:0.703067	train-auc:0.733587
[42]	eval-auc:0.703428	train-auc:0.734045
[43]	eval-auc:0.703519	train-auc:0.733962
[44]	eval-auc:0.703439	train-auc:0.735495
[45]	eval-auc:0.703822	train-auc:0.735735
[46]	eval-auc:0.703501	train-auc:0.735541
[47]	eval-auc:0.703769	train-auc:0.735338
[48]	eval-auc:0.70456	train-auc:0.736415
[49]	eval-auc:0.704319	train-auc:0.735952
[50]	eval-auc:0.705562	train-auc:0.737091
[51]	eval-auc:0.705452	train-auc:0.7373
[52]	eval-auc:0.705554	train-auc:0.737469
[53]	eval-auc:0.704898	train-auc:0.736505
[54]	eval-auc:0.705458	train-auc:0.736963
[55]	eval-auc:0.706192	train-auc:0.737382
[56]	eval-auc:0.706377	train-auc:0.737621
[57]	eval-auc:0.706361	train-auc:0.737844
[58]	eval-auc:0.705378	train-auc:0.739311
[59]	eval-auc:0.705045	train-auc:0.739663
[60]	eval-auc:0.705798	train-auc:0.741593
[61]	eval-auc:0.706187	train-auc:0.741551
[62]	eval-auc:0.70598	train-auc:0.741751
[63]	eval-auc:0.706225	train-auc:0.742393
[64]	eval-auc:0.706321	train-auc:0.742134
[65]	eval-auc:0.706381	train-auc:0.742438
[66]	eval-auc:0.706284	train-auc:0.742136
[67]	eval-auc:0.70647	train-auc:0.742302
[68]	eval-auc:0.706385	train-auc:0.742621
[69]	eval-auc:0.706108	train-auc:0.743311
[70]	eval-auc:0.7066	train-auc:0.744794
[71]	eval-auc:0.707128	train-auc:0.74553
[72]	eval-auc:0.707192	train-auc:0.745841
[73]	eval-auc:0.707413	train-auc:0.746239
[74]	eval-auc:0.707421	train-auc:0.746819
[75]	eval-auc:0.707362	train-auc:0.747028
[76]	eval-auc:0.707369	train-auc:0.74719
[77]	eval-auc:0.707427	train-auc:0.747758
[78]	eval-auc:0.708052	train-auc:0.748594
[79]	eval-auc:0.708069	train-auc:0.748764
[80]	eval-auc:0.708222	train-auc:0.749015
[81]	eval-auc:0.708114	train-auc:0.749451
[82]	eval-auc:0.707535	train-auc:0.749982
[83]	eval-auc:0.707684	train-auc:0.750243
[84]	eval-auc:0.707621	train-auc:0.750673
[85]	eval-auc:0.706628	train-auc:0.751924
[86]	eval-auc:0.706209	train-auc:0.752508
[87]	eval-auc:0.706443	train-auc:0.753318
[88]	eval-auc:0.70646	train-auc:0.753435
[89]	eval-auc:0.706527	train-auc:0.753777
[90]	eval-auc:0.705414	train-auc:0.754497
[91]	eval-auc:0.705507	train-auc:0.755101
[92]	eval-auc:0.705393	train-auc:0.75563
[93]	eval-auc:0.705538	train-auc:0.755864
[94]	eval-auc:0.70569	train-auc:0.75633
[95]	eval-auc:0.705763	train-auc:0.756651
[96]	eval-auc:0.705701	train-auc:0.756725
[97]	eval-auc:0.705349	train-auc:0.757727
[98]	eval-auc:0.705541	train-auc:0.758202
[99]	eval-auc:0.70542	train-auc:0.758998
[100]	eval-auc:0.704977	train-auc:0.758929
[101]	eval-auc:0.704971	train-auc:0.759282
[102]	eval-auc:0.704919	train-auc:0.759568
[103]	eval-auc:0.705309	train-auc:0.760403
[104]	eval-auc:0.704737	train-auc:0.760543
[105]	eval-auc:0.704748	train-auc:0.760582
[106]	eval-auc:0.704874	train-auc:0.760736
[107]	eval-auc:0.704737	train-auc:0.760516
[108]	eval-auc:0.704957	train-auc:0.760813
[109]	eval-auc:0.705452	train-auc:0.761427
[110]	eval-auc:0.705618	train-auc:0.761928
[111]	eval-auc:0.705729	train-auc:0.762091
[112]	eval-auc:0.705952	train-auc:0.762398
[113]	eval-auc:0.705714	train-auc:0.763282
[114]	eval-auc:0.705777	train-auc:0.76359
[115]	eval-auc:0.705737	train-auc:0.763873
[116]	eval-auc:0.706302	train-auc:0.764381
[117]	eval-auc:0.706692	train-auc:0.764836
[118]	eval-auc:0.706509	train-auc:0.764952
[119]	eval-auc:0.706884	train-auc:0.765179
[120]	eval-auc:0.706889	train-auc:0.765193
[121]	eval-auc:0.706428	train-auc:0.765667
[122]	eval-auc:0.706711	train-auc:0.76569
[123]	eval-auc:0.707209	train-auc:0.766175
[124]	eval-auc:0.707477	train-auc:0.765621
[125]	eval-auc:0.707331	train-auc:0.766256
[126]	eval-auc:0.708162	train-auc:0.76688
[127]	eval-auc:0.708368	train-auc:0.767598
[128]	eval-auc:0.708549	train-auc:0.768419
[129]	eval-auc:0.708779	train-auc:0.769299
[130]	eval-auc:0.708844	train-auc:0.769756
[131]	eval-auc:0.708888	train-auc:0.76989
[132]	eval-auc:0.708215	train-auc:0.769725
[133]	eval-auc:0.708544	train-auc:0.770003
[134]	eval-auc:0.709137	train-auc:0.770472
[135]	eval-auc:0.709021	train-auc:0.77081
[136]	eval-auc:0.708144	train-auc:0.771678
[137]	eval-auc:0.708929	train-auc:0.772607
	Score 0.7089287237023232


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 13, 'min_child_weight': 1.0, 'n_estimators': 940.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.637286	train-auc:0.877987
[1]	eval-auc:0.643617	train-auc:0.958092
[2]	eval-auc:0.630648	train-auc:0.983975
[3]	eval-auc:0.633127	train-auc:0.992324
[4]	eval-auc:0.652034	train-auc:0.996195
[5]	eval-auc:0.650003	train-auc:0.998475
[6]	eval-auc:0.653883	train-auc:0.99914
[7]	eval-auc:0.647591	train-auc:0.999585
[8]	eval-auc:0.658063	train-auc:0.999869
[9]	eval-auc:0.657949	train-auc:0.999911
[10]	eval-auc:0.653197	train-auc:0.999971
[11]	eval-auc:0.650255	train-auc:0.999985
[12]	eval-auc:0.652015	train-auc:0.999991
[13]	eval-auc:0.654302	train-auc:0.999994
[14]	eval-auc:0.655494	train-auc:0.999997
[15]	eval-auc:0.653518	train-auc:0.999999
[16]	eval-auc:0.653512	train-auc:0.999999
[17]	eval-auc:0.662779	train-auc:1
[18]	eval-auc:0.662263	train-auc:1
[19]	eval-auc:0.667964	train-auc:1
[20]	eval-auc:0.668036	train-auc:1
[21]	eval-auc:0.669601	train-auc:1
[22]	eval-auc:0.671996	train-auc:1
[23]	eval-auc:0.679196	train-auc:1
[24]	eval-auc:0.686793	train-auc:1
[25]	eval-auc:0.686395	train-auc:1
[26]	eval-auc:0.68495	train-auc:1
[27]	eval-auc:0.690279	train-auc:1
[28]	eval-auc:0.690239	train-auc:1
[29]	eval-auc:0.690042	train-auc:1
[30]	eval-auc:0.690461	train-auc:1
[31]	eval-auc:0.690284	train-auc:1
[32]	eval-auc:0.689728	train-auc:1
[33]	eval-auc:0.690004	train-auc:1
[34]	eval-auc:0.689861	train-auc:1
[35]	eval-auc:0.688891	train-auc:1
[36]	eval-auc:0.688896	train-auc:1
[37]	eval-auc:0.688969	train-auc:1
[38]	eval-auc:0.688127	train-auc:1
[39]	eval-auc:0.688291	train-auc:1
[40]	eval-auc:0.68859	train-auc:1
[41]	eval-auc:0.689447	train-auc:1
[42]	eval-auc:0.688781	train-auc:1
[43]	eval-auc:0.687958	train-auc:1
[44]	eval-auc:0.689698	train-auc:1
[45]	eval-auc:0.689279	train-auc:1
[46]	eval-auc:0.691225	train-auc:1
[47]	eval-auc:0.691489	train-auc:1
[48]	eval-auc:0.690836	train-auc:1
[49]	eval-auc:0.69063	train-auc:1
[50]	eval-auc:0.689986	train-auc:1
[51]	eval-auc:0.689639	train-auc:1
[52]	eval-auc:0.689627	train-auc:1
[53]	eval-auc:0.68952	train-auc:1
[54]	eval-auc:0.689491	train-auc:1
[55]	eval-auc:0.6892	train-auc:1
[56]	eval-auc:0.68899	train-auc:1
[57]	eval-auc:0.688663	train-auc:1
[58]	eval-auc:0.6895	train-auc:1
[59]	eval-auc:0.68945	train-auc:1
[60]	eval-auc:0.689725	train-auc:1
[61]	eval-auc:0.690097	train-auc:1
[62]	eval-auc:0.690097	train-auc:1
[63]	eval-auc:0.690642	train-auc:1
[64]	eval-auc:0.690781	train-auc:1
[65]	eval-auc:0.690251	train-auc:1
[66]	eval-auc:0.690339	train-auc:1
[67]	eval-auc:0.690539	train-auc:1
[68]	eval-auc:0.690124	train-auc:1
[69]	eval-auc:0.689684	train-auc:1
[70]	eval-auc:0.693685	train-auc:1
[71]	eval-auc:0.693439	train-auc:1
[72]	eval-auc:0.693034	train-auc:1
[73]	eval-auc:0.692629	train-auc:1
[74]	eval-auc:0.692599	train-auc:1
[75]	eval-auc:0.692645	train-auc:1
[76]	eval-auc:0.69216	train-auc:1
[77]	eval-auc:0.692151	train-auc:1
[78]	eval-auc:0.692101	train-auc:1
[79]	eval-auc:0.692089	train-auc:1
[80]	eval-auc:0.691662	train-auc:1
[81]	eval-auc:0.691923	train-auc:1
[82]	eval-auc:0.691923	train-auc:1
[83]	eval-auc:0.691594	train-auc:1
[84]	eval-auc:0.692826	train-auc:1
[85]	eval-auc:0.693213	train-auc:1
[86]	eval-auc:0.693835	train-auc:1
[87]	eval-auc:0.697064	train-auc:1
[88]	eval-auc:0.696692	train-auc:1
[89]	eval-auc:0.696663	train-auc:1
[90]	eval-auc:0.696241	train-auc:1
[91]	eval-auc:0.695864	train-auc:1
[92]	eval-auc:0.695641	train-auc:1
[93]	eval-auc:0.697883	train-auc:1
[94]	eval-auc:0.697354	train-auc:1
[95]	eval-auc:0.697251	train-auc:1
[96]	eval-auc:0.696949	train-auc:1
[97]	eval-auc:0.696832	train-auc:1
[98]	eval-auc:0.696908	train-auc:1
[99]	eval-auc:0.697131	train-auc:1
[100]	eval-auc:0.697131	train-auc:1
[101]	eval-auc:0.696948	train-auc:1
[102]	eval-auc:0.696948	train-auc:1
[103]	eval-auc:0.696591	train-auc:1
[104]	eval-auc:0.69657	train-auc:1
[105]	eval-auc:0.696272	train-auc:1
[106]	eval-auc:0.695684	train-auc:1
[107]	eval-auc:0.69583	train-auc:1
[108]	eval-auc:0.695487	train-auc:1
[109]	eval-auc:0.695462	train-auc:1
[110]	eval-auc:0.695486	train-auc:1
[111]	eval-auc:0.695559	train-auc:1
[112]	eval-auc:0.695897	train-auc:1
[113]	eval-auc:0.695923	train-auc:1
[114]	eval-auc:0.695923	train-auc:1
[115]	eval-auc:0.695882	train-auc:1
[116]	eval-auc:0.695882	train-auc:1
[117]	eval-auc:0.695882	train-auc:1
[118]	eval-auc:0.695882	train-auc:1
[119]	eval-auc:0.695663	train-auc:1
[120]	eval-auc:0.695742	train-auc:1
[121]	eval-auc:0.695742	train-auc:1
[122]	eval-auc:0.695685	train-auc:1
[123]	eval-auc:0.695724	train-auc:1
[124]	eval-auc:0.695486	train-auc:1
[125]	eval-auc:0.695486	train-auc:1
[126]	eval-auc:0.695277	train-auc:1
[127]	eval-auc:0.695553	train-auc:1
[128]	eval-auc:0.695792	train-auc:1
[129]	eval-auc:0.695489	train-auc:1
[130]	eval-auc:0.695471	train-auc:1
[131]	eval-auc:0.695679	train-auc:1
[132]	eval-auc:0.695588	train-auc:1
[133]	eval-auc:0.69546	train-auc:1
[134]	eval-auc:0.69546	train-auc:1
[135]	eval-auc:0.69546	train-auc:1
[136]	eval-auc:0.69546	train-auc:1
[137]	eval-auc:0.695497	train-auc:1
[138]	eval-auc:0.695836	train-auc:1
[139]	eval-auc:0.695836	train-auc:1
[140]	eval-auc:0.695836	train-auc:1
[141]	eval-auc:0.695836	train-auc:1
[142]	eval-auc:0.695975	train-auc:1
[143]	eval-auc:0.69578	train-auc:1
[144]	eval-auc:0.69578	train-auc:1
[145]	eval-auc:0.69578	train-auc:1
[146]	eval-auc:0.695666	train-auc:1
[147]	eval-auc:0.695666	train-auc:1
[148]	eval-auc:0.695259	train-auc:1
[149]	eval-auc:0.695259	train-auc:1
[150]	eval-auc:0.695297	train-auc:1
[151]	eval-auc:0.695297	train-auc:1
[152]	eval-auc:0.694781	train-auc:1
[153]	eval-auc:0.695189	train-auc:1
[154]	eval-auc:0.695189	train-auc:1
[155]	eval-auc:0.695541	train-auc:1
[156]	eval-auc:0.695541	train-auc:1
[157]	eval-auc:0.695541	train-auc:1
[158]	eval-auc:0.695541	train-auc:1
[159]	eval-auc:0.696479	train-auc:1
[160]	eval-auc:0.696479	train-auc:1
[161]	eval-auc:0.696479	train-auc:1
[162]	eval-auc:0.696237	train-auc:1
[163]	eval-auc:0.696223	train-auc:1
[164]	eval-auc:0.696214	train-auc:1
[165]	eval-auc:0.696214	train-auc:1
[166]	eval-auc:0.696214	train-auc:1
[167]	eval-auc:0.696214	train-auc:1
[168]	eval-auc:0.696214	train-auc:1
[169]	eval-auc:0.696214	train-auc:1
[170]	eval-auc:0.696214	train-auc:1
[171]	eval-auc:0.696316	train-auc:1
[172]	eval-auc:0.696316	train-auc:1
[173]	eval-auc:0.696316	train-auc:1
[174]	eval-auc:0.696014	train-auc:1
[175]	eval-auc:0.696014	train-auc:1
[176]	eval-auc:0.696404	train-auc:1
[177]	eval-auc:0.696164	train-auc:1
[178]	eval-auc:0.696164	train-auc:1
[179]	eval-auc:0.696164	train-auc:1
[180]	eval-auc:0.696164	train-auc:1
[181]	eval-auc:0.696164	train-auc:1
[182]	eval-auc:0.696164	train-auc:1
[183]	eval-auc:0.696164	train-auc:1
[184]	eval-auc:0.696164	train-auc:1
[185]	eval-auc:0.696164	train-auc:1
[186]	eval-auc:0.696583	train-auc:1
[187]	eval-auc:0.696583	train-auc:1
[188]	eval-auc:0.696583	train-auc:1
[189]	eval-auc:0.696657	train-auc:1
[190]	eval-auc:0.696325	train-auc:1
[191]	eval-auc:0.696325	train-auc:1
[192]	eval-auc:0.696325	train-auc:1
[193]	eval-auc:0.696078	train-auc:1
[194]	eval-auc:0.696078	train-auc:1
[195]	eval-auc:0.696078	train-auc:1
[196]	eval-auc:0.696078	train-auc:1
[197]	eval-auc:0.696078	train-auc:1
[198]	eval-auc:0.696078	train-auc:1
[199]	eval-auc:0.696078	train-auc:1
[200]	eval-auc:0.696078	train-auc:1
[201]	eval-auc:0.696078	train-auc:1
[202]	eval-auc:0.696078	train-auc:1
[203]	eval-auc:0.696078	train-auc:1
[204]	eval-auc:0.696078	train-auc:1
[205]	eval-auc:0.696078	train-auc:1
[206]	eval-auc:0.696078	train-auc:1
[207]	eval-auc:0.696078	train-auc:1
[208]	eval-auc:0.696078	train-auc:1
[209]	eval-auc:0.696078	train-auc:1
[210]	eval-auc:0.696078	train-auc:1
[211]	eval-auc:0.696078	train-auc:1
[212]	eval-auc:0.696275	train-auc:1
[213]	eval-auc:0.696275	train-auc:1
[214]	eval-auc:0.696275	train-auc:1
[215]	eval-auc:0.696275	train-auc:1
[216]	eval-auc:0.696447	train-auc:1
[217]	eval-auc:0.696447	train-auc:1
[218]	eval-auc:0.696447	train-auc:1
[219]	eval-auc:0.696203	train-auc:1
[220]	eval-auc:0.69622	train-auc:1
[221]	eval-auc:0.696142	train-auc:1
[222]	eval-auc:0.695905	train-auc:1
[223]	eval-auc:0.695905	train-auc:1
[224]	eval-auc:0.695848	train-auc:1
[225]	eval-auc:0.695848	train-auc:1
[226]	eval-auc:0.695848	train-auc:1
[227]	eval-auc:0.695848	train-auc:1
[228]	eval-auc:0.695848	train-auc:1
[229]	eval-auc:0.695848	train-auc:1
[230]	eval-auc:0.6955	train-auc:1
[231]	eval-auc:0.695798	train-auc:1
[232]	eval-auc:0.695684	train-auc:1
[233]	eval-auc:0.695358	train-auc:1
[234]	eval-auc:0.695358	train-auc:1
[235]	eval-auc:0.695358	train-auc:1
[236]	eval-auc:0.695358	train-auc:1
[237]	eval-auc:0.695358	train-auc:1
[238]	eval-auc:0.695358	train-auc:1
[239]	eval-auc:0.695358	train-auc:1
[240]	eval-auc:0.695358	train-auc:1
[241]	eval-auc:0.695358	train-auc:1
[242]	eval-auc:0.695358	train-auc:1
[243]	eval-auc:0.695358	train-auc:1
[244]	eval-auc:0.695358	train-auc:1
[245]	eval-auc:0.695358	train-auc:1
[246]	eval-auc:0.695358	train-auc:1
[247]	eval-auc:0.695358	train-auc:1
[248]	eval-auc:0.695358	train-auc:1
[249]	eval-auc:0.695358	train-auc:1
[250]	eval-auc:0.695358	train-auc:1
[251]	eval-auc:0.695223	train-auc:1
[252]	eval-auc:0.695258	train-auc:1
[253]	eval-auc:0.695258	train-auc:1
[254]	eval-auc:0.695258	train-auc:1
[255]	eval-auc:0.695346	train-auc:1
[256]	eval-auc:0.695756	train-auc:1
[257]	eval-auc:0.695746	train-auc:1
[258]	eval-auc:0.695448	train-auc:1
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[661]	eval-auc:0.69701	train-auc:1
[662]	eval-auc:0.69701	train-auc:1
[663]	eval-auc:0.69701	train-auc:1
[664]	eval-auc:0.69701	train-auc:1
[665]	eval-auc:0.69701	train-auc:1
[666]	eval-auc:0.69701	train-auc:1
[667]	eval-auc:0.69701	train-auc:1
[668]	eval-auc:0.69701	train-auc:1
[669]	eval-auc:0.69701	train-auc:1
[670]	eval-auc:0.69701	train-auc:1
[671]	eval-auc:0.69701	train-auc:1
[672]	eval-auc:0.69701	train-auc:1
[673]	eval-auc:0.69701	train-auc:1
[674]	eval-auc:0.69701	train-auc:1
[675]	eval-auc:0.69701	train-auc:1
[676]	eval-auc:0.69701	train-auc:1
[677]	eval-auc:0.697193	train-auc:1
[678]	eval-auc:0.697193	train-auc:1
[679]	eval-auc:0.697193	train-auc:1
[680]	eval-auc:0.697193	train-auc:1
[681]	eval-auc:0.696945	train-auc:1
[682]	eval-auc:0.696945	train-auc:1
[683]	eval-auc:0.696945	train-auc:1
[684]	eval-auc:0.696945	train-auc:1
[685]	eval-auc:0.696945	train-auc:1
[686]	eval-auc:0.696945	train-auc:1
[687]	eval-auc:0.696945	train-auc:1
[688]	eval-auc:0.696945	train-auc:1
[689]	eval-auc:0.696945	train-auc:1
[690]	eval-auc:0.696945	train-auc:1
[691]	eval-auc:0.696945	train-auc:1
[692]	eval-auc:0.696945	train-auc:1
[693]	eval-auc:0.696945	train-auc:1
[694]	eval-auc:0.696945	train-auc:1
[695]	eval-auc:0.696945	train-auc:1
[696]	eval-auc:0.696945	train-auc:1
[697]	eval-auc:0.696945	train-auc:1
[698]	eval-auc:0.696945	train-auc:1
[699]	eval-auc:0.696945	train-auc:1
[700]	eval-auc:0.696945	train-auc:1
[701]	eval-auc:0.696945	train-auc:1
[702]	eval-auc:0.696945	train-auc:1
[703]	eval-auc:0.696945	train-auc:1
[704]	eval-auc:0.696945	train-auc:1
[705]	eval-auc:0.696945	train-auc:1
[706]	eval-auc:0.696945	train-auc:1
[707]	eval-auc:0.696945	train-auc:1
[708]	eval-auc:0.696945	train-auc:1
[709]	eval-auc:0.696945	train-auc:1
[710]	eval-auc:0.696945	train-auc:1
[711]	eval-auc:0.696945	train-auc:1
[712]	eval-auc:0.696945	train-auc:1
[713]	eval-auc:0.696945	train-auc:1
[714]	eval-auc:0.696945	train-auc:1
[715]	eval-auc:0.696945	train-auc:1
[716]	eval-auc:0.696945	train-auc:1
[717]	eval-auc:0.696694	train-auc:1
[718]	eval-auc:0.696694	train-auc:1
[719]	eval-auc:0.696694	train-auc:1
[720]	eval-auc:0.696694	train-auc:1
[721]	eval-auc:0.696831	train-auc:1
[722]	eval-auc:0.696831	train-auc:1
[723]	eval-auc:0.696831	train-auc:1
[724]	eval-auc:0.696613	train-auc:1
[725]	eval-auc:0.696613	train-auc:1
[726]	eval-auc:0.696613	train-auc:1
[727]	eval-auc:0.696613	train-auc:1
[728]	eval-auc:0.696613	train-auc:1
[729]	eval-auc:0.696613	train-auc:1
[730]	eval-auc:0.696613	train-auc:1
[731]	eval-auc:0.696613	train-auc:1
[732]	eval-auc:0.696613	train-auc:1
[733]	eval-auc:0.696613	train-auc:1
[734]	eval-auc:0.696613	train-auc:1
[735]	eval-auc:0.696295	train-auc:1
[736]	eval-auc:0.696295	train-auc:1
[737]	eval-auc:0.696295	train-auc:1
[738]	eval-auc:0.696295	train-auc:1
[739]	eval-auc:0.696295	train-auc:1
[740]	eval-auc:0.696295	train-auc:1
[741]	eval-auc:0.696295	train-auc:1
[742]	eval-auc:0.696295	train-auc:1
[743]	eval-auc:0.696295	train-auc:1
[744]	eval-auc:0.696295	train-auc:1
[745]	eval-auc:0.696295	train-auc:1
[746]	eval-auc:0.696295	train-auc:1
[747]	eval-auc:0.696295	train-auc:1
[748]	eval-auc:0.696295	train-auc:1
[749]	eval-auc:0.696295	train-auc:1
[750]	eval-auc:0.696295	train-auc:1
[751]	eval-auc:0.696295	train-auc:1
[752]	eval-auc:0.696295	train-auc:1
[753]	eval-auc:0.696295	train-auc:1
[754]	eval-auc:0.696295	train-auc:1
[755]	eval-auc:0.696295	train-auc:1
[756]	eval-auc:0.696295	train-auc:1
[757]	eval-auc:0.6964	train-auc:1
[758]	eval-auc:0.6964	train-auc:1
[759]	eval-auc:0.6964	train-auc:1
[760]	eval-auc:0.6964	train-auc:1
[761]	eval-auc:0.6964	train-auc:1
[762]	eval-auc:0.6964	train-auc:1
[763]	eval-auc:0.6964	train-auc:1
[764]	eval-auc:0.6964	train-auc:1
[765]	eval-auc:0.6964	train-auc:1
[766]	eval-auc:0.697266	train-auc:1
[767]	eval-auc:0.697135	train-auc:1
[768]	eval-auc:0.697135	train-auc:1
[769]	eval-auc:0.697135	train-auc:1
[770]	eval-auc:0.697135	train-auc:1
[771]	eval-auc:0.697135	train-auc:1
[772]	eval-auc:0.697135	train-auc:1
[773]	eval-auc:0.697135	train-auc:1
[774]	eval-auc:0.697135	train-auc:1
[775]	eval-auc:0.697135	train-auc:1
[776]	eval-auc:0.697135	train-auc:1
[777]	eval-auc:0.697135	train-auc:1
[778]	eval-auc:0.697461	train-auc:1
[779]	eval-auc:0.697461	train-auc:1
[780]	eval-auc:0.697461	train-auc:1
[781]	eval-auc:0.697461	train-auc:1
[782]	eval-auc:0.697461	train-auc:1
[783]	eval-auc:0.697461	train-auc:1
[784]	eval-auc:0.697461	train-auc:1
[785]	eval-auc:0.697461	train-auc:1
[786]	eval-auc:0.697461	train-auc:1
[787]	eval-auc:0.697461	train-auc:1
[788]	eval-auc:0.697461	train-auc:1
[789]	eval-auc:0.697461	train-auc:1
[790]	eval-auc:0.697461	train-auc:1
[791]	eval-auc:0.697461	train-auc:1
[792]	eval-auc:0.697461	train-auc:1
[793]	eval-auc:0.697461	train-auc:1
[794]	eval-auc:0.697461	train-auc:1
[795]	eval-auc:0.697461	train-auc:1
[796]	eval-auc:0.697461	train-auc:1
[797]	eval-auc:0.697461	train-auc:1
[798]	eval-auc:0.697461	train-auc:1
[799]	eval-auc:0.697461	train-auc:1
[800]	eval-auc:0.697461	train-auc:1
[801]	eval-auc:0.697461	train-auc:1
[802]	eval-auc:0.697389	train-auc:1
[803]	eval-auc:0.697389	train-auc:1
[804]	eval-auc:0.697389	train-auc:1
[805]	eval-auc:0.697389	train-auc:1
[806]	eval-auc:0.697389	train-auc:1
[807]	eval-auc:0.697389	train-auc:1
[808]	eval-auc:0.697389	train-auc:1
[809]	eval-auc:0.697389	train-auc:1
[810]	eval-auc:0.697389	train-auc:1
[811]	eval-auc:0.697389	train-auc:1
[812]	eval-auc:0.697389	train-auc:1
[813]	eval-auc:0.697389	train-auc:1
[814]	eval-auc:0.697389	train-auc:1
[815]	eval-auc:0.697389	train-auc:1
[816]	eval-auc:0.697389	train-auc:1
[817]	eval-auc:0.697389	train-auc:1
[818]	eval-auc:0.697389	train-auc:1
[819]	eval-auc:0.697389	train-auc:1
[820]	eval-auc:0.697389	train-auc:1
[821]	eval-auc:0.697389	train-auc:1
[822]	eval-auc:0.697389	train-auc:1
[823]	eval-auc:0.697389	train-auc:1
[824]	eval-auc:0.697389	train-auc:1
[825]	eval-auc:0.697389	train-auc:1
[826]	eval-auc:0.697389	train-auc:1
[827]	eval-auc:0.697389	train-auc:1
[828]	eval-auc:0.697389	train-auc:1
[829]	eval-auc:0.697389	train-auc:1
[830]	eval-auc:0.697389	train-auc:1
[831]	eval-auc:0.697389	train-auc:1
[832]	eval-auc:0.697389	train-auc:1
[833]	eval-auc:0.697389	train-auc:1
[834]	eval-auc:0.697389	train-auc:1
[835]	eval-auc:0.697389	train-auc:1
[836]	eval-auc:0.697389	train-auc:1
[837]	eval-auc:0.697389	train-auc:1
[838]	eval-auc:0.697389	train-auc:1
[839]	eval-auc:0.697389	train-auc:1
[840]	eval-auc:0.697389	train-auc:1
[841]	eval-auc:0.697389	train-auc:1
[842]	eval-auc:0.697389	train-auc:1
[843]	eval-auc:0.697389	train-auc:1
[844]	eval-auc:0.697389	train-auc:1
[845]	eval-auc:0.697389	train-auc:1
[846]	eval-auc:0.697389	train-auc:1
[847]	eval-auc:0.697389	train-auc:1
[848]	eval-auc:0.697389	train-auc:1
[849]	eval-auc:0.697389	train-auc:1
[850]	eval-auc:0.697389	train-auc:1
[851]	eval-auc:0.697389	train-auc:1
[852]	eval-auc:0.697389	train-auc:1
[853]	eval-auc:0.697389	train-auc:1
[854]	eval-auc:0.697389	train-auc:1
[855]	eval-auc:0.697389	train-auc:1
[856]	eval-auc:0.697389	train-auc:1
[857]	eval-auc:0.697389	train-auc:1
[858]	eval-auc:0.697691	train-auc:1
[859]	eval-auc:0.697691	train-auc:1
[860]	eval-auc:0.697691	train-auc:1
[861]	eval-auc:0.697691	train-auc:1
[862]	eval-auc:0.697691	train-auc:1
[863]	eval-auc:0.697691	train-auc:1
[864]	eval-auc:0.697691	train-auc:1
[865]	eval-auc:0.697691	train-auc:1
[866]	eval-auc:0.697691	train-auc:1
[867]	eval-auc:0.697691	train-auc:1
[868]	eval-auc:0.697691	train-auc:1
[869]	eval-auc:0.697691	train-auc:1
[870]	eval-auc:0.697691	train-auc:1
[871]	eval-auc:0.697691	train-auc:1
[872]	eval-auc:0.697691	train-auc:1
[873]	eval-auc:0.697691	train-auc:1
[874]	eval-auc:0.697691	train-auc:1
[875]	eval-auc:0.697691	train-auc:1
[876]	eval-auc:0.697691	train-auc:1
[877]	eval-auc:0.697691	train-auc:1
[878]	eval-auc:0.697691	train-auc:1
[879]	eval-auc:0.697691	train-auc:1
[880]	eval-auc:0.697691	train-auc:1
[881]	eval-auc:0.697691	train-auc:1
[882]	eval-auc:0.697691	train-auc:1
[883]	eval-auc:0.697691	train-auc:1
[884]	eval-auc:0.697691	train-auc:1
[885]	eval-auc:0.697691	train-auc:1
[886]	eval-auc:0.697691	train-auc:1
[887]	eval-auc:0.697691	train-auc:1
[888]	eval-auc:0.697691	train-auc:1
[889]	eval-auc:0.697691	train-auc:1
[890]	eval-auc:0.697691	train-auc:1
[891]	eval-auc:0.697691	train-auc:1
[892]	eval-auc:0.697691	train-auc:1
[893]	eval-auc:0.697691	train-auc:1
[894]	eval-auc:0.697691	train-auc:1
[895]	eval-auc:0.697691	train-auc:1
[896]	eval-auc:0.697691	train-auc:1
[897]	eval-auc:0.697691	train-auc:1
[898]	eval-auc:0.697691	train-auc:1
[899]	eval-auc:0.697691	train-auc:1
[900]	eval-auc:0.697691	train-auc:1
[901]	eval-auc:0.697691	train-auc:1
[902]	eval-auc:0.697691	train-auc:1
[903]	eval-auc:0.697691	train-auc:1
[904]	eval-auc:0.697691	train-auc:1
[905]	eval-auc:0.697691	train-auc:1
[906]	eval-auc:0.697691	train-auc:1
[907]	eval-auc:0.697691	train-auc:1
[908]	eval-auc:0.697691	train-auc:1
[909]	eval-auc:0.697691	train-auc:1
[910]	eval-auc:0.697691	train-auc:1
[911]	eval-auc:0.697691	train-auc:1
[912]	eval-auc:0.697691	train-auc:1
[913]	eval-auc:0.697691	train-auc:1
[914]	eval-auc:0.697691	train-auc:1
[915]	eval-auc:0.697903	train-auc:1
[916]	eval-auc:0.697903	train-auc:1
[917]	eval-auc:0.697903	train-auc:1
[918]	eval-auc:0.697903	train-auc:1
[919]	eval-auc:0.698806	train-auc:1
[920]	eval-auc:0.698806	train-auc:1
[921]	eval-auc:0.698806	train-auc:1
[922]	eval-auc:0.698806	train-auc:1
[923]	eval-auc:0.698831	train-auc:1
[924]	eval-auc:0.698831	train-auc:1
[925]	eval-auc:0.698831	train-auc:1
[926]	eval-auc:0.698831	train-auc:1
[927]	eval-auc:0.698868	train-auc:1
[928]	eval-auc:0.698868	train-auc:1
[929]	eval-auc:0.698868	train-auc:1
[930]	eval-auc:0.698815	train-auc:1
[931]	eval-auc:0.698815	train-auc:1
[932]	eval-auc:0.698815	train-auc:1
[933]	eval-auc:0.698815	train-auc:1
[934]	eval-auc:0.698815	train-auc:1
[935]	eval-auc:0.698815	train-auc:1
[936]	eval-auc:0.698815	train-auc:1
[937]	eval-auc:0.698815	train-auc:1
[938]	eval-auc:0.698815	train-auc:1
[939]	eval-auc:0.698815	train-auc:1
	Score 0.6988147011170801


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.30000000000000004, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 6, 'min_child_weight': 4.0, 'n_estimators': 449.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.682609	train-auc:0.77314
[1]	eval-auc:0.68521	train-auc:0.805554
[2]	eval-auc:0.689461	train-auc:0.833987
[3]	eval-auc:0.687419	train-auc:0.851832
[4]	eval-auc:0.69037	train-auc:0.864756
[5]	eval-auc:0.691314	train-auc:0.875709
[6]	eval-auc:0.692764	train-auc:0.88106
[7]	eval-auc:0.694959	train-auc:0.888237
[8]	eval-auc:0.697692	train-auc:0.897498
[9]	eval-auc:0.697025	train-auc:0.904205
[10]	eval-auc:0.696054	train-auc:0.910625
[11]	eval-auc:0.69813	train-auc:0.916229
[12]	eval-auc:0.69688	train-auc:0.922385
[13]	eval-auc:0.699699	train-auc:0.930641
[14]	eval-auc:0.697225	train-auc:0.93833
[15]	eval-auc:0.699463	train-auc:0.945546
[16]	eval-auc:0.698987	train-auc:0.947047
[17]	eval-auc:0.700467	train-auc:0.948526
[18]	eval-auc:0.699023	train-auc:0.951307
[19]	eval-auc:0.70021	train-auc:0.953906
[20]	eval-auc:0.701071	train-auc:0.957474
[21]	eval-auc:0.697529	train-auc:0.961096
[22]	eval-auc:0.697568	train-auc:0.96271
[23]	eval-auc:0.697368	train-auc:0.965316
[24]	eval-auc:0.700194	train-auc:0.967344
[25]	eval-auc:0.699634	train-auc:0.97064
[26]	eval-auc:0.697155	train-auc:0.972618
[27]	eval-auc:0.696313	train-auc:0.973612
[28]	eval-auc:0.695685	train-auc:0.976105
[29]	eval-auc:0.694553	train-auc:0.976584
[30]	eval-auc:0.696014	train-auc:0.977215
[31]	eval-auc:0.696531	train-auc:0.978395
[32]	eval-auc:0.697062	train-auc:0.979638
[33]	eval-auc:0.696989	train-auc:0.980695
[34]	eval-auc:0.694359	train-auc:0.981925
[35]	eval-auc:0.693724	train-auc:0.983142
[36]	eval-auc:0.69237	train-auc:0.984433
[37]	eval-auc:0.691203	train-auc:0.985389
[38]	eval-auc:0.692469	train-auc:0.986585
[39]	eval-auc:0.69276	train-auc:0.987257
[40]	eval-auc:0.693039	train-auc:0.987481
[41]	eval-auc:0.692849	train-auc:0.98788
[42]	eval-auc:0.692508	train-auc:0.988423
[43]	eval-auc:0.69361	train-auc:0.988836
[44]	eval-auc:0.693855	train-auc:0.989057
[45]	eval-auc:0.692294	train-auc:0.989994
[46]	eval-auc:0.692759	train-auc:0.991265
[47]	eval-auc:0.690935	train-auc:0.991517
[48]	eval-auc:0.690734	train-auc:0.991864
[49]	eval-auc:0.691384	train-auc:0.99267
[50]	eval-auc:0.69068	train-auc:0.993433
[51]	eval-auc:0.68952	train-auc:0.99399
[52]	eval-auc:0.68938	train-auc:0.994182
[53]	eval-auc:0.690191	train-auc:0.994317
[54]	eval-auc:0.690724	train-auc:0.994687
[55]	eval-auc:0.689867	train-auc:0.9951
[56]	eval-auc:0.69066	train-auc:0.995289
[57]	eval-auc:0.690082	train-auc:0.995386
[58]	eval-auc:0.690735	train-auc:0.995574
[59]	eval-auc:0.691122	train-auc:0.995582
[60]	eval-auc:0.690523	train-auc:0.995903
[61]	eval-auc:0.691518	train-auc:0.996138
[62]	eval-auc:0.690921	train-auc:0.996214
[63]	eval-auc:0.692182	train-auc:0.996339
[64]	eval-auc:0.69156	train-auc:0.996399
[65]	eval-auc:0.691128	train-auc:0.996441
[66]	eval-auc:0.69097	train-auc:0.996638
[67]	eval-auc:0.691583	train-auc:0.996816
[68]	eval-auc:0.692543	train-auc:0.99714
[69]	eval-auc:0.693599	train-auc:0.997249
[70]	eval-auc:0.693414	train-auc:0.997387
[71]	eval-auc:0.693047	train-auc:0.997481
[72]	eval-auc:0.693578	train-auc:0.997597
[73]	eval-auc:0.694592	train-auc:0.997766
[74]	eval-auc:0.692482	train-auc:0.997968
[75]	eval-auc:0.691101	train-auc:0.998153
[76]	eval-auc:0.692022	train-auc:0.998289
[77]	eval-auc:0.691332	train-auc:0.998473
[78]	eval-auc:0.690432	train-auc:0.998578
[79]	eval-auc:0.68924	train-auc:0.998746
[80]	eval-auc:0.689928	train-auc:0.998752
[81]	eval-auc:0.690732	train-auc:0.99881
[82]	eval-auc:0.690656	train-auc:0.998861
[83]	eval-auc:0.688909	train-auc:0.998886
[84]	eval-auc:0.688305	train-auc:0.998937
[85]	eval-auc:0.68862	train-auc:0.998991
[86]	eval-auc:0.688309	train-auc:0.998984
[87]	eval-auc:0.688717	train-auc:0.999075
[88]	eval-auc:0.687822	train-auc:0.999207
[89]	eval-auc:0.688299	train-auc:0.999281
[90]	eval-auc:0.687912	train-auc:0.999337
[91]	eval-auc:0.68788	train-auc:0.999368
[92]	eval-auc:0.687157	train-auc:0.999376
[93]	eval-auc:0.686372	train-auc:0.999407
[94]	eval-auc:0.686308	train-auc:0.999451
[95]	eval-auc:0.685207	train-auc:0.999466
[96]	eval-auc:0.685415	train-auc:0.999483
[97]	eval-auc:0.685602	train-auc:0.999545
[98]	eval-auc:0.684006	train-auc:0.999557
[99]	eval-auc:0.684143	train-auc:0.999651
[100]	eval-auc:0.684417	train-auc:0.999672
[101]	eval-auc:0.683962	train-auc:0.999691
[102]	eval-auc:0.684216	train-auc:0.99969
[103]	eval-auc:0.684895	train-auc:0.999714
[104]	eval-auc:0.684972	train-auc:0.999727
[105]	eval-auc:0.684713	train-auc:0.999741
[106]	eval-auc:0.682298	train-auc:0.999731
[107]	eval-auc:0.68243	train-auc:0.999757
[108]	eval-auc:0.683318	train-auc:0.999827
[109]	eval-auc:0.68333	train-auc:0.999812
[110]	eval-auc:0.683417	train-auc:0.999816
[111]	eval-auc:0.683176	train-auc:0.999825
[112]	eval-auc:0.68361	train-auc:0.999841
[113]	eval-auc:0.68299	train-auc:0.999874
[114]	eval-auc:0.682594	train-auc:0.999877
[115]	eval-auc:0.682049	train-auc:0.999881
[116]	eval-auc:0.682258	train-auc:0.99989
[117]	eval-auc:0.682211	train-auc:0.999892
[118]	eval-auc:0.682954	train-auc:0.999902
[119]	eval-auc:0.683239	train-auc:0.999914
[120]	eval-auc:0.684014	train-auc:0.999927
[121]	eval-auc:0.683895	train-auc:0.99994
[122]	eval-auc:0.682855	train-auc:0.999941
[123]	eval-auc:0.683105	train-auc:0.999943
[124]	eval-auc:0.681484	train-auc:0.999946
[125]	eval-auc:0.680836	train-auc:0.999948
[126]	eval-auc:0.680601	train-auc:0.999948
[127]	eval-auc:0.68345	train-auc:0.999953
[128]	eval-auc:0.68292	train-auc:0.999953
[129]	eval-auc:0.682939	train-auc:0.999955
[130]	eval-auc:0.682541	train-auc:0.999956
[131]	eval-auc:0.682401	train-auc:0.999954
[132]	eval-auc:0.681491	train-auc:0.999968
[133]	eval-auc:0.681896	train-auc:0.999972
[134]	eval-auc:0.682183	train-auc:0.999972
[135]	eval-auc:0.68359	train-auc:0.999975
[136]	eval-auc:0.683845	train-auc:0.999976
[137]	eval-auc:0.684012	train-auc:0.999975
[138]	eval-auc:0.683785	train-auc:0.999975
[139]	eval-auc:0.6843	train-auc:0.999977
[140]	eval-auc:0.684365	train-auc:0.999987
[141]	eval-auc:0.684502	train-auc:0.999988
[142]	eval-auc:0.684646	train-auc:0.999991
[143]	eval-auc:0.684367	train-auc:0.999992
[144]	eval-auc:0.685131	train-auc:0.999994
[145]	eval-auc:0.685779	train-auc:0.99999
[146]	eval-auc:0.685693	train-auc:0.999986
[147]	eval-auc:0.686808	train-auc:0.999988
[148]	eval-auc:0.685643	train-auc:0.999987
[149]	eval-auc:0.685584	train-auc:0.999991
[150]	eval-auc:0.685987	train-auc:0.999993
[151]	eval-auc:0.686599	train-auc:0.999992
[152]	eval-auc:0.687254	train-auc:0.99999
[153]	eval-auc:0.6867	train-auc:0.99999
[154]	eval-auc:0.687024	train-auc:0.999992
[155]	eval-auc:0.686631	train-auc:0.999998
[156]	eval-auc:0.686764	train-auc:0.999998
[157]	eval-auc:0.686307	train-auc:0.999998
[158]	eval-auc:0.686551	train-auc:0.999998
[159]	eval-auc:0.687125	train-auc:0.999998
[160]	eval-auc:0.687024	train-auc:0.999998
[161]	eval-auc:0.687048	train-auc:0.999998
[162]	eval-auc:0.686991	train-auc:0.999998
[163]	eval-auc:0.687122	train-auc:0.999999
[164]	eval-auc:0.687117	train-auc:0.999999
[165]	eval-auc:0.687508	train-auc:0.999998
[166]	eval-auc:0.688242	train-auc:0.999998
[167]	eval-auc:0.687703	train-auc:1
[168]	eval-auc:0.687956	train-auc:1
[169]	eval-auc:0.688041	train-auc:1
[170]	eval-auc:0.687708	train-auc:1
[171]	eval-auc:0.686831	train-auc:1
[172]	eval-auc:0.686162	train-auc:1
[173]	eval-auc:0.686517	train-auc:1
[174]	eval-auc:0.686427	train-auc:1
[175]	eval-auc:0.685795	train-auc:1
[176]	eval-auc:0.685139	train-auc:1
[177]	eval-auc:0.687146	train-auc:1
[178]	eval-auc:0.686838	train-auc:1
[179]	eval-auc:0.68703	train-auc:1
[180]	eval-auc:0.687199	train-auc:1
[181]	eval-auc:0.687105	train-auc:1
[182]	eval-auc:0.686875	train-auc:1
[183]	eval-auc:0.687543	train-auc:1
[184]	eval-auc:0.688096	train-auc:1
[185]	eval-auc:0.687715	train-auc:1
[186]	eval-auc:0.688417	train-auc:1
[187]	eval-auc:0.688404	train-auc:1
[188]	eval-auc:0.688449	train-auc:1
[189]	eval-auc:0.688305	train-auc:1
[190]	eval-auc:0.688038	train-auc:1
[191]	eval-auc:0.688594	train-auc:1
[192]	eval-auc:0.687729	train-auc:1
[193]	eval-auc:0.687102	train-auc:1
[194]	eval-auc:0.686366	train-auc:1
[195]	eval-auc:0.686362	train-auc:1
[196]	eval-auc:0.6862	train-auc:1
[197]	eval-auc:0.686988	train-auc:1
[198]	eval-auc:0.687243	train-auc:1
[199]	eval-auc:0.686538	train-auc:1
[200]	eval-auc:0.685402	train-auc:1
[201]	eval-auc:0.685194	train-auc:1
[202]	eval-auc:0.685077	train-auc:1
[203]	eval-auc:0.684996	train-auc:1
[204]	eval-auc:0.684818	train-auc:1
[205]	eval-auc:0.68537	train-auc:1
[206]	eval-auc:0.68444	train-auc:1
[207]	eval-auc:0.684467	train-auc:1
[208]	eval-auc:0.684272	train-auc:1
[209]	eval-auc:0.683995	train-auc:1
[210]	eval-auc:0.683912	train-auc:1
[211]	eval-auc:0.684166	train-auc:1
[212]	eval-auc:0.684799	train-auc:1
[213]	eval-auc:0.684605	train-auc:1
[214]	eval-auc:0.684335	train-auc:1
[215]	eval-auc:0.684349	train-auc:1
[216]	eval-auc:0.68485	train-auc:1
[217]	eval-auc:0.684722	train-auc:1
[218]	eval-auc:0.68437	train-auc:1
[219]	eval-auc:0.684566	train-auc:1
[220]	eval-auc:0.684684	train-auc:1
[221]	eval-auc:0.684994	train-auc:1
[222]	eval-auc:0.684796	train-auc:1
[223]	eval-auc:0.684603	train-auc:1
[224]	eval-auc:0.684228	train-auc:1
[225]	eval-auc:0.684326	train-auc:1
[226]	eval-auc:0.683531	train-auc:1
[227]	eval-auc:0.68367	train-auc:1
[228]	eval-auc:0.683772	train-auc:1
[229]	eval-auc:0.683837	train-auc:1
[230]	eval-auc:0.683339	train-auc:1
[231]	eval-auc:0.683423	train-auc:1
[232]	eval-auc:0.683726	train-auc:1
[233]	eval-auc:0.683925	train-auc:1
[234]	eval-auc:0.683849	train-auc:1
[235]	eval-auc:0.68467	train-auc:1
[236]	eval-auc:0.684582	train-auc:1
[237]	eval-auc:0.684672	train-auc:1
[238]	eval-auc:0.684739	train-auc:1
[239]	eval-auc:0.68504	train-auc:1
[240]	eval-auc:0.685238	train-auc:1
[241]	eval-auc:0.685028	train-auc:1
[242]	eval-auc:0.685357	train-auc:1
[243]	eval-auc:0.6853	train-auc:1
[244]	eval-auc:0.684742	train-auc:1
[245]	eval-auc:0.684735	train-auc:1
[246]	eval-auc:0.684545	train-auc:1
[247]	eval-auc:0.684525	train-auc:1
[248]	eval-auc:0.684393	train-auc:1
[249]	eval-auc:0.684308	train-auc:1
[250]	eval-auc:0.684472	train-auc:1
[251]	eval-auc:0.684215	train-auc:1
[252]	eval-auc:0.68463	train-auc:1
[253]	eval-auc:0.685039	train-auc:1
[254]	eval-auc:0.684933	train-auc:1
[255]	eval-auc:0.685337	train-auc:1
[256]	eval-auc:0.685718	train-auc:1
[257]	eval-auc:0.685476	train-auc:1
[258]	eval-auc:0.684678	train-auc:1
[259]	eval-auc:0.684812	train-auc:1
[260]	eval-auc:0.684915	train-auc:1
[261]	eval-auc:0.684786	train-auc:1
[262]	eval-auc:0.684579	train-auc:1
[263]	eval-auc:0.684658	train-auc:1
[264]	eval-auc:0.684653	train-auc:1
[265]	eval-auc:0.68448	train-auc:1
[266]	eval-auc:0.684801	train-auc:1
[267]	eval-auc:0.684385	train-auc:1
[268]	eval-auc:0.684163	train-auc:1
[269]	eval-auc:0.684171	train-auc:1
[270]	eval-auc:0.684216	train-auc:1
[271]	eval-auc:0.683898	train-auc:1
[272]	eval-auc:0.684073	train-auc:1
[273]	eval-auc:0.685264	train-auc:1
[274]	eval-auc:0.68472	train-auc:1
[275]	eval-auc:0.684551	train-auc:1
[276]	eval-auc:0.684819	train-auc:1
[277]	eval-auc:0.684506	train-auc:1
[278]	eval-auc:0.684048	train-auc:1
[279]	eval-auc:0.684151	train-auc:1
[280]	eval-auc:0.684266	train-auc:1
[281]	eval-auc:0.683963	train-auc:1
[282]	eval-auc:0.683647	train-auc:1
[283]	eval-auc:0.683613	train-auc:1
[284]	eval-auc:0.683613	train-auc:1
[285]	eval-auc:0.683674	train-auc:1
[286]	eval-auc:0.68342	train-auc:1
[287]	eval-auc:0.682966	train-auc:1
[288]	eval-auc:0.682917	train-auc:1
[289]	eval-auc:0.682636	train-auc:1
[290]	eval-auc:0.682732	train-auc:1
[291]	eval-auc:0.682349	train-auc:1
[292]	eval-auc:0.682474	train-auc:1
[293]	eval-auc:0.682468	train-auc:1
[294]	eval-auc:0.681949	train-auc:1
[295]	eval-auc:0.681751	train-auc:1
[296]	eval-auc:0.681564	train-auc:1
[297]	eval-auc:0.681089	train-auc:1
[298]	eval-auc:0.681089	train-auc:1
[299]	eval-auc:0.681462	train-auc:1
[300]	eval-auc:0.681666	train-auc:1
[301]	eval-auc:0.681798	train-auc:1
[302]	eval-auc:0.681551	train-auc:1
[303]	eval-auc:0.681605	train-auc:1
[304]	eval-auc:0.681857	train-auc:1
[305]	eval-auc:0.683051	train-auc:1
[306]	eval-auc:0.683048	train-auc:1
[307]	eval-auc:0.683073	train-auc:1
[308]	eval-auc:0.683099	train-auc:1
[309]	eval-auc:0.683735	train-auc:1
[310]	eval-auc:0.683545	train-auc:1
[311]	eval-auc:0.683493	train-auc:1
[312]	eval-auc:0.68398	train-auc:1
[313]	eval-auc:0.684093	train-auc:1
[314]	eval-auc:0.683854	train-auc:1
[315]	eval-auc:0.683645	train-auc:1
[316]	eval-auc:0.683545	train-auc:1
[317]	eval-auc:0.683691	train-auc:1
[318]	eval-auc:0.683686	train-auc:1
[319]	eval-auc:0.68358	train-auc:1
[320]	eval-auc:0.683239	train-auc:1
[321]	eval-auc:0.683575	train-auc:1
[322]	eval-auc:0.683659	train-auc:1
[323]	eval-auc:0.683886	train-auc:1
[324]	eval-auc:0.683994	train-auc:1
[325]	eval-auc:0.684807	train-auc:1
[326]	eval-auc:0.684888	train-auc:1
[327]	eval-auc:0.684888	train-auc:1
[328]	eval-auc:0.685363	train-auc:1
[329]	eval-auc:0.685261	train-auc:1
[330]	eval-auc:0.685261	train-auc:1
[331]	eval-auc:0.685131	train-auc:1
[332]	eval-auc:0.685145	train-auc:1
[333]	eval-auc:0.685	train-auc:1
[334]	eval-auc:0.685	train-auc:1
[335]	eval-auc:0.685215	train-auc:1
[336]	eval-auc:0.684923	train-auc:1
[337]	eval-auc:0.685069	train-auc:1
[338]	eval-auc:0.685093	train-auc:1
[339]	eval-auc:0.684891	train-auc:1
[340]	eval-auc:0.68513	train-auc:1
[341]	eval-auc:0.68513	train-auc:1
[342]	eval-auc:0.685137	train-auc:1
[343]	eval-auc:0.686103	train-auc:1
[344]	eval-auc:0.685642	train-auc:1
[345]	eval-auc:0.68562	train-auc:1
[346]	eval-auc:0.685606	train-auc:1
[347]	eval-auc:0.685929	train-auc:1
[348]	eval-auc:0.685887	train-auc:1
[349]	eval-auc:0.685786	train-auc:1
[350]	eval-auc:0.685786	train-auc:1
[351]	eval-auc:0.685786	train-auc:1
[352]	eval-auc:0.68597	train-auc:1
[353]	eval-auc:0.685821	train-auc:1
[354]	eval-auc:0.685864	train-auc:1
[355]	eval-auc:0.685718	train-auc:1
[356]	eval-auc:0.685584	train-auc:1
[357]	eval-auc:0.685881	train-auc:1
[358]	eval-auc:0.685759	train-auc:1
[359]	eval-auc:0.685276	train-auc:1
[360]	eval-auc:0.68561	train-auc:1
[361]	eval-auc:0.68561	train-auc:1
[362]	eval-auc:0.685951	train-auc:1
[363]	eval-auc:0.685766	train-auc:1
[364]	eval-auc:0.685766	train-auc:1
[365]	eval-auc:0.685338	train-auc:1
[366]	eval-auc:0.685338	train-auc:1
[367]	eval-auc:0.685603	train-auc:1
[368]	eval-auc:0.6855	train-auc:1
[369]	eval-auc:0.685413	train-auc:1
[370]	eval-auc:0.685355	train-auc:1
[371]	eval-auc:0.685296	train-auc:1
[372]	eval-auc:0.685296	train-auc:1
[373]	eval-auc:0.684991	train-auc:1
[374]	eval-auc:0.68504	train-auc:1
[375]	eval-auc:0.684997	train-auc:1
[376]	eval-auc:0.684997	train-auc:1
[377]	eval-auc:0.685253	train-auc:1
[378]	eval-auc:0.684982	train-auc:1
[379]	eval-auc:0.685077	train-auc:1
[380]	eval-auc:0.685077	train-auc:1
[381]	eval-auc:0.685226	train-auc:1
[382]	eval-auc:0.685025	train-auc:1
[383]	eval-auc:0.685025	train-auc:1
[384]	eval-auc:0.685073	train-auc:1
[385]	eval-auc:0.685051	train-auc:1
[386]	eval-auc:0.684707	train-auc:1
[387]	eval-auc:0.684707	train-auc:1
[388]	eval-auc:0.684306	train-auc:1
[389]	eval-auc:0.684672	train-auc:1
[390]	eval-auc:0.685183	train-auc:1
[391]	eval-auc:0.685243	train-auc:1
[392]	eval-auc:0.685243	train-auc:1
[393]	eval-auc:0.68518	train-auc:1
[394]	eval-auc:0.68518	train-auc:1
[395]	eval-auc:0.685291	train-auc:1
[396]	eval-auc:0.685239	train-auc:1
[397]	eval-auc:0.685419	train-auc:1
[398]	eval-auc:0.684665	train-auc:1
[399]	eval-auc:0.68494	train-auc:1
[400]	eval-auc:0.684737	train-auc:1
[401]	eval-auc:0.684833	train-auc:1
[402]	eval-auc:0.684909	train-auc:1
[403]	eval-auc:0.684921	train-auc:1
[404]	eval-auc:0.684892	train-auc:1
[405]	eval-auc:0.684892	train-auc:1
[406]	eval-auc:0.684921	train-auc:1
[407]	eval-auc:0.684777	train-auc:1
[408]	eval-auc:0.685022	train-auc:1
[409]	eval-auc:0.685022	train-auc:1
[410]	eval-auc:0.684955	train-auc:1
[411]	eval-auc:0.685023	train-auc:1
[412]	eval-auc:0.685023	train-auc:1
[413]	eval-auc:0.685023	train-auc:1
[414]	eval-auc:0.68516	train-auc:1
[415]	eval-auc:0.68516	train-auc:1
[416]	eval-auc:0.685306	train-auc:1
[417]	eval-auc:0.685306	train-auc:1
[418]	eval-auc:0.685306	train-auc:1
[419]	eval-auc:0.68508	train-auc:1
[420]	eval-auc:0.685136	train-auc:1
[421]	eval-auc:0.685136	train-auc:1
[422]	eval-auc:0.685048	train-auc:1
[423]	eval-auc:0.685078	train-auc:1
[424]	eval-auc:0.685131	train-auc:1
[425]	eval-auc:0.68543	train-auc:1
[426]	eval-auc:0.685288	train-auc:1
[427]	eval-auc:0.685288	train-auc:1
[428]	eval-auc:0.685389	train-auc:1
[429]	eval-auc:0.685246	train-auc:1
[430]	eval-auc:0.685246	train-auc:1
[431]	eval-auc:0.685287	train-auc:1
[432]	eval-auc:0.685287	train-auc:1
[433]	eval-auc:0.685287	train-auc:1
[434]	eval-auc:0.685552	train-auc:1
[435]	eval-auc:0.686275	train-auc:1
[436]	eval-auc:0.686275	train-auc:1
[437]	eval-auc:0.686275	train-auc:1
[438]	eval-auc:0.686264	train-auc:1
[439]	eval-auc:0.686228	train-auc:1
[440]	eval-auc:0.686228	train-auc:1
[441]	eval-auc:0.686211	train-auc:1
[442]	eval-auc:0.686211	train-auc:1
[443]	eval-auc:0.686004	train-auc:1
[444]	eval-auc:0.686275	train-auc:1
[445]	eval-auc:0.686275	train-auc:1
[446]	eval-auc:0.686304	train-auc:1
[447]	eval-auc:0.686188	train-auc:1
[448]	eval-auc:0.686188	train-auc:1
	Score 0.686188161629451


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.6000000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 4, 'min_child_weight': 3.0, 'n_estimators': 179.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.5294	train-auc:0.602749
[1]	eval-auc:0.650833	train-auc:0.726001
[2]	eval-auc:0.645596	train-auc:0.726741
[3]	eval-auc:0.659811	train-auc:0.742319
[4]	eval-auc:0.65974	train-auc:0.746561
[5]	eval-auc:0.671918	train-auc:0.753323
[6]	eval-auc:0.67272	train-auc:0.756255
[7]	eval-auc:0.66772	train-auc:0.75541
[8]	eval-auc:0.688082	train-auc:0.76774
[9]	eval-auc:0.695001	train-auc:0.765034
[10]	eval-auc:0.695751	train-auc:0.77087
[11]	eval-auc:0.695432	train-auc:0.772741
[12]	eval-auc:0.695883	train-auc:0.772442
[13]	eval-auc:0.69701	train-auc:0.771659
[14]	eval-auc:0.697845	train-auc:0.771115
[15]	eval-auc:0.699447	train-auc:0.77366
[16]	eval-auc:0.696907	train-auc:0.774011
[17]	eval-auc:0.701339	train-auc:0.781103
[18]	eval-auc:0.701575	train-auc:0.78439
[19]	eval-auc:0.700876	train-auc:0.789212
[20]	eval-auc:0.700621	train-auc:0.789144
[21]	eval-auc:0.700345	train-auc:0.789048
[22]	eval-auc:0.699605	train-auc:0.790581
[23]	eval-auc:0.699484	train-auc:0.789698
[24]	eval-auc:0.699672	train-auc:0.791381
[25]	eval-auc:0.699643	train-auc:0.793858
[26]	eval-auc:0.70119	train-auc:0.793634
[27]	eval-auc:0.699707	train-auc:0.794151
[28]	eval-auc:0.70043	train-auc:0.793325
[29]	eval-auc:0.700018	train-auc:0.793229
[30]	eval-auc:0.699381	train-auc:0.796886
[31]	eval-auc:0.699506	train-auc:0.797203
[32]	eval-auc:0.700587	train-auc:0.798078
[33]	eval-auc:0.701463	train-auc:0.799455
[34]	eval-auc:0.701444	train-auc:0.800985
[35]	eval-auc:0.70269	train-auc:0.803698
[36]	eval-auc:0.703231	train-auc:0.804052
[37]	eval-auc:0.704102	train-auc:0.804669
[38]	eval-auc:0.703674	train-auc:0.805733
[39]	eval-auc:0.703896	train-auc:0.806635
[40]	eval-auc:0.704638	train-auc:0.806584
[41]	eval-auc:0.704967	train-auc:0.806855
[42]	eval-auc:0.705066	train-auc:0.807472
[43]	eval-auc:0.704618	train-auc:0.808989
[44]	eval-auc:0.703339	train-auc:0.811175
[45]	eval-auc:0.703939	train-auc:0.812095
[46]	eval-auc:0.704408	train-auc:0.813714
[47]	eval-auc:0.704325	train-auc:0.815052
[48]	eval-auc:0.704823	train-auc:0.815713
[49]	eval-auc:0.70631	train-auc:0.817799
[50]	eval-auc:0.70587	train-auc:0.819812
[51]	eval-auc:0.705641	train-auc:0.820139
[52]	eval-auc:0.706817	train-auc:0.822621
[53]	eval-auc:0.707397	train-auc:0.824651
[54]	eval-auc:0.706832	train-auc:0.826321
[55]	eval-auc:0.707385	train-auc:0.827483
[56]	eval-auc:0.707377	train-auc:0.827766
[57]	eval-auc:0.707414	train-auc:0.829521
[58]	eval-auc:0.707601	train-auc:0.829954
[59]	eval-auc:0.707996	train-auc:0.834535
[60]	eval-auc:0.707265	train-auc:0.83575
[61]	eval-auc:0.70684	train-auc:0.836637
[62]	eval-auc:0.70694	train-auc:0.836497
[63]	eval-auc:0.707091	train-auc:0.840359
[64]	eval-auc:0.707074	train-auc:0.840712
[65]	eval-auc:0.707478	train-auc:0.840353
[66]	eval-auc:0.707621	train-auc:0.840858
[67]	eval-auc:0.707019	train-auc:0.842009
[68]	eval-auc:0.706849	train-auc:0.844585
[69]	eval-auc:0.706565	train-auc:0.846171
[70]	eval-auc:0.707354	train-auc:0.851211
[71]	eval-auc:0.707992	train-auc:0.853169
[72]	eval-auc:0.708719	train-auc:0.853965
[73]	eval-auc:0.709274	train-auc:0.854763
[74]	eval-auc:0.709536	train-auc:0.855764
[75]	eval-auc:0.709329	train-auc:0.856909
[76]	eval-auc:0.710139	train-auc:0.857582
[77]	eval-auc:0.709842	train-auc:0.858344
[78]	eval-auc:0.70899	train-auc:0.857821
[79]	eval-auc:0.708403	train-auc:0.858537
[80]	eval-auc:0.707735	train-auc:0.85941
[81]	eval-auc:0.707389	train-auc:0.860511
[82]	eval-auc:0.707502	train-auc:0.861077
[83]	eval-auc:0.707095	train-auc:0.862328
[84]	eval-auc:0.707534	train-auc:0.8638
[85]	eval-auc:0.706501	train-auc:0.865223
[86]	eval-auc:0.705947	train-auc:0.866418
[87]	eval-auc:0.705408	train-auc:0.867765
[88]	eval-auc:0.705632	train-auc:0.868371
[89]	eval-auc:0.706031	train-auc:0.869154
[90]	eval-auc:0.705318	train-auc:0.869791
[91]	eval-auc:0.704973	train-auc:0.870778
[92]	eval-auc:0.704627	train-auc:0.871634
[93]	eval-auc:0.705369	train-auc:0.873048
[94]	eval-auc:0.706063	train-auc:0.874268
[95]	eval-auc:0.705464	train-auc:0.875558
[96]	eval-auc:0.705233	train-auc:0.876122
[97]	eval-auc:0.705359	train-auc:0.876624
[98]	eval-auc:0.705775	train-auc:0.877454
[99]	eval-auc:0.706167	train-auc:0.878621
[100]	eval-auc:0.70587	train-auc:0.879135
[101]	eval-auc:0.705705	train-auc:0.879725
[102]	eval-auc:0.706357	train-auc:0.881371
[103]	eval-auc:0.707184	train-auc:0.881769
[104]	eval-auc:0.707776	train-auc:0.882366
[105]	eval-auc:0.70705	train-auc:0.882935
[106]	eval-auc:0.707039	train-auc:0.883425
[107]	eval-auc:0.706899	train-auc:0.883451
[108]	eval-auc:0.706812	train-auc:0.883996
[109]	eval-auc:0.706185	train-auc:0.884847
[110]	eval-auc:0.705548	train-auc:0.88597
[111]	eval-auc:0.706112	train-auc:0.886918
[112]	eval-auc:0.706456	train-auc:0.887632
[113]	eval-auc:0.707226	train-auc:0.88759
[114]	eval-auc:0.706707	train-auc:0.88834
[115]	eval-auc:0.706642	train-auc:0.889126
[116]	eval-auc:0.706922	train-auc:0.890366
[117]	eval-auc:0.707313	train-auc:0.891101
[118]	eval-auc:0.706923	train-auc:0.892123
[119]	eval-auc:0.707012	train-auc:0.892654
[120]	eval-auc:0.706952	train-auc:0.893104
[121]	eval-auc:0.706509	train-auc:0.894031
[122]	eval-auc:0.706555	train-auc:0.894963
[123]	eval-auc:0.706564	train-auc:0.896141
[124]	eval-auc:0.706739	train-auc:0.896222
[125]	eval-auc:0.707101	train-auc:0.896726
[126]	eval-auc:0.706826	train-auc:0.897628
[127]	eval-auc:0.705918	train-auc:0.898159
[128]	eval-auc:0.705681	train-auc:0.898861
[129]	eval-auc:0.705955	train-auc:0.899429
[130]	eval-auc:0.706494	train-auc:0.900167
[131]	eval-auc:0.706611	train-auc:0.900532
[132]	eval-auc:0.70655	train-auc:0.901986
[133]	eval-auc:0.706329	train-auc:0.902531
[134]	eval-auc:0.706917	train-auc:0.90371
[135]	eval-auc:0.70678	train-auc:0.904105
[136]	eval-auc:0.706243	train-auc:0.904283
[137]	eval-auc:0.705506	train-auc:0.906543
[138]	eval-auc:0.705441	train-auc:0.906722
[139]	eval-auc:0.705783	train-auc:0.907111
[140]	eval-auc:0.705951	train-auc:0.90729
[141]	eval-auc:0.7057	train-auc:0.907838
[142]	eval-auc:0.705407	train-auc:0.908108
[143]	eval-auc:0.705582	train-auc:0.908312
[144]	eval-auc:0.704571	train-auc:0.908435
[145]	eval-auc:0.704411	train-auc:0.908893
[146]	eval-auc:0.704086	train-auc:0.909324
[147]	eval-auc:0.703363	train-auc:0.909745
[148]	eval-auc:0.7031	train-auc:0.910485
[149]	eval-auc:0.703316	train-auc:0.911015
[150]	eval-auc:0.703011	train-auc:0.911824
[151]	eval-auc:0.703343	train-auc:0.912361
[152]	eval-auc:0.704318	train-auc:0.913127
[153]	eval-auc:0.703878	train-auc:0.913995
[154]	eval-auc:0.704196	train-auc:0.914234
[155]	eval-auc:0.703654	train-auc:0.915392
[156]	eval-auc:0.703995	train-auc:0.915938
[157]	eval-auc:0.70405	train-auc:0.916309
[158]	eval-auc:0.704199	train-auc:0.916881
[159]	eval-auc:0.704364	train-auc:0.917656
[160]	eval-auc:0.704505	train-auc:0.918074
[161]	eval-auc:0.704539	train-auc:0.918384
[162]	eval-auc:0.704283	train-auc:0.919385
[163]	eval-auc:0.70329	train-auc:0.920498
[164]	eval-auc:0.703474	train-auc:0.921162
[165]	eval-auc:0.70326	train-auc:0.921412
[166]	eval-auc:0.703202	train-auc:0.922504
[167]	eval-auc:0.703025	train-auc:0.923177
[168]	eval-auc:0.703109	train-auc:0.923395
[169]	eval-auc:0.7029	train-auc:0.923342
[170]	eval-auc:0.702935	train-auc:0.924206
[171]	eval-auc:0.703456	train-auc:0.924641
[172]	eval-auc:0.703579	train-auc:0.925338
[173]	eval-auc:0.70357	train-auc:0.92545
[174]	eval-auc:0.703811	train-auc:0.926168
[175]	eval-auc:0.70363	train-auc:0.92662
[176]	eval-auc:0.703293	train-auc:0.927038
[177]	eval-auc:0.703409	train-auc:0.927801
[178]	eval-auc:0.7035	train-auc:0.928401
	Score 0.7035001644556518


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 3, 'min_child_weight': 5.0, 'n_estimators': 506.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.692597	train-auc:0.728662
[2]	eval-auc:0.694369	train-auc:0.730229
[3]	eval-auc:0.696605	train-auc:0.733225
[4]	eval-auc:0.702213	train-auc:0.734445
[5]	eval-auc:0.69655	train-auc:0.737546
[6]	eval-auc:0.691733	train-auc:0.737953
[7]	eval-auc:0.691867	train-auc:0.741349
[8]	eval-auc:0.695912	train-auc:0.741592
[9]	eval-auc:0.701259	train-auc:0.739277
[10]	eval-auc:0.701942	train-auc:0.73929
[11]	eval-auc:0.70095	train-auc:0.744761
[12]	eval-auc:0.698385	train-auc:0.742389
[13]	eval-auc:0.702874	train-auc:0.741097
[14]	eval-auc:0.701892	train-auc:0.740424
[15]	eval-auc:0.701371	train-auc:0.743069
[16]	eval-auc:0.700301	train-auc:0.743203
[17]	eval-auc:0.70039	train-auc:0.745429
[18]	eval-auc:0.699157	train-auc:0.746544
[19]	eval-auc:0.700442	train-auc:0.74804
[20]	eval-auc:0.699859	train-auc:0.746013
[21]	eval-auc:0.700063	train-auc:0.74784
[22]	eval-auc:0.700539	train-auc:0.748519
[23]	eval-auc:0.700626	train-auc:0.749787
[24]	eval-auc:0.701381	train-auc:0.751019
[25]	eval-auc:0.700707	train-auc:0.752849
[26]	eval-auc:0.70017	train-auc:0.753989
[27]	eval-auc:0.700415	train-auc:0.755381
[28]	eval-auc:0.700449	train-auc:0.753442
[29]	eval-auc:0.700774	train-auc:0.752537
[30]	eval-auc:0.700658	train-auc:0.753793
[31]	eval-auc:0.701	train-auc:0.754222
[32]	eval-auc:0.701799	train-auc:0.755048
[33]	eval-auc:0.701267	train-auc:0.755484
[34]	eval-auc:0.701573	train-auc:0.757227
[35]	eval-auc:0.702225	train-auc:0.75794
[36]	eval-auc:0.701869	train-auc:0.758743
[37]	eval-auc:0.701564	train-auc:0.757689
[38]	eval-auc:0.702685	train-auc:0.75719
[39]	eval-auc:0.702182	train-auc:0.756123
[40]	eval-auc:0.702245	train-auc:0.755399
[41]	eval-auc:0.702788	train-auc:0.754643
[42]	eval-auc:0.703292	train-auc:0.754483
[43]	eval-auc:0.703526	train-auc:0.755432
[44]	eval-auc:0.70343	train-auc:0.756134
[45]	eval-auc:0.703486	train-auc:0.755728
[46]	eval-auc:0.703988	train-auc:0.756161
[47]	eval-auc:0.704961	train-auc:0.756465
[48]	eval-auc:0.705259	train-auc:0.757789
[49]	eval-auc:0.705076	train-auc:0.75854
[50]	eval-auc:0.705163	train-auc:0.759163
[51]	eval-auc:0.704747	train-auc:0.760225
[52]	eval-auc:0.704276	train-auc:0.761062
[53]	eval-auc:0.70339	train-auc:0.761909
[54]	eval-auc:0.703853	train-auc:0.763444
[55]	eval-auc:0.704015	train-auc:0.764003
[56]	eval-auc:0.703599	train-auc:0.765437
[57]	eval-auc:0.703658	train-auc:0.765895
[58]	eval-auc:0.704176	train-auc:0.766223
[59]	eval-auc:0.70362	train-auc:0.766992
[60]	eval-auc:0.703103	train-auc:0.767677
[61]	eval-auc:0.703188	train-auc:0.767388
[62]	eval-auc:0.702898	train-auc:0.768054
[63]	eval-auc:0.703437	train-auc:0.768945
[64]	eval-auc:0.703318	train-auc:0.769632
[65]	eval-auc:0.7036	train-auc:0.76982
[66]	eval-auc:0.703346	train-auc:0.770296
[67]	eval-auc:0.703499	train-auc:0.771181
[68]	eval-auc:0.703968	train-auc:0.771749
[69]	eval-auc:0.704029	train-auc:0.771969
[70]	eval-auc:0.703906	train-auc:0.772717
[71]	eval-auc:0.703928	train-auc:0.773438
[72]	eval-auc:0.703867	train-auc:0.774117
[73]	eval-auc:0.704091	train-auc:0.774427
[74]	eval-auc:0.704359	train-auc:0.774388
[75]	eval-auc:0.704479	train-auc:0.775164
[76]	eval-auc:0.703541	train-auc:0.774749
[77]	eval-auc:0.703165	train-auc:0.775553
[78]	eval-auc:0.702727	train-auc:0.775639
[79]	eval-auc:0.702842	train-auc:0.7756
[80]	eval-auc:0.70235	train-auc:0.77658
[81]	eval-auc:0.702507	train-auc:0.776528
[82]	eval-auc:0.70308	train-auc:0.776312
[83]	eval-auc:0.703392	train-auc:0.776281
[84]	eval-auc:0.703473	train-auc:0.776446
[85]	eval-auc:0.703664	train-auc:0.777378
[86]	eval-auc:0.703706	train-auc:0.777888
[87]	eval-auc:0.703422	train-auc:0.779154
[88]	eval-auc:0.704016	train-auc:0.779439
[89]	eval-auc:0.704839	train-auc:0.7801
[90]	eval-auc:0.704196	train-auc:0.779784
[91]	eval-auc:0.703999	train-auc:0.780585
[92]	eval-auc:0.703786	train-auc:0.781006
[93]	eval-auc:0.703435	train-auc:0.781519
[94]	eval-auc:0.703537	train-auc:0.781501
[95]	eval-auc:0.703772	train-auc:0.781573
[96]	eval-auc:0.703912	train-auc:0.782299
[97]	eval-auc:0.703903	train-auc:0.782547
[98]	eval-auc:0.703444	train-auc:0.783619
[99]	eval-auc:0.703928	train-auc:0.784614
[100]	eval-auc:0.703692	train-auc:0.784292
[101]	eval-auc:0.703787	train-auc:0.78431
[102]	eval-auc:0.703807	train-auc:0.784536
[103]	eval-auc:0.703716	train-auc:0.7847
[104]	eval-auc:0.704377	train-auc:0.785009
[105]	eval-auc:0.704041	train-auc:0.785557
[106]	eval-auc:0.703696	train-auc:0.785851
[107]	eval-auc:0.703653	train-auc:0.786704
[108]	eval-auc:0.703909	train-auc:0.787238
[109]	eval-auc:0.703699	train-auc:0.787554
[110]	eval-auc:0.704095	train-auc:0.787722
[111]	eval-auc:0.703871	train-auc:0.788225
[112]	eval-auc:0.703995	train-auc:0.788918
[113]	eval-auc:0.704523	train-auc:0.789276
[114]	eval-auc:0.704696	train-auc:0.789512
[115]	eval-auc:0.704721	train-auc:0.790215
[116]	eval-auc:0.704823	train-auc:0.791014
[117]	eval-auc:0.704981	train-auc:0.791197
[118]	eval-auc:0.705156	train-auc:0.791426
[119]	eval-auc:0.705524	train-auc:0.792529
[120]	eval-auc:0.705771	train-auc:0.793189
[121]	eval-auc:0.705634	train-auc:0.793647
[122]	eval-auc:0.706023	train-auc:0.794286
[123]	eval-auc:0.705947	train-auc:0.79429
[124]	eval-auc:0.705981	train-auc:0.794228
[125]	eval-auc:0.706258	train-auc:0.79466
[126]	eval-auc:0.706456	train-auc:0.795307
[127]	eval-auc:0.706427	train-auc:0.795106
[128]	eval-auc:0.706461	train-auc:0.795764
[129]	eval-auc:0.706318	train-auc:0.796416
[130]	eval-auc:0.706276	train-auc:0.796887
[131]	eval-auc:0.706448	train-auc:0.797282
[132]	eval-auc:0.706208	train-auc:0.797944
[133]	eval-auc:0.705956	train-auc:0.798518
[134]	eval-auc:0.705862	train-auc:0.799043
[135]	eval-auc:0.705627	train-auc:0.799368
[136]	eval-auc:0.705621	train-auc:0.799414
[137]	eval-auc:0.705442	train-auc:0.799373
[138]	eval-auc:0.705425	train-auc:0.800219
[139]	eval-auc:0.705652	train-auc:0.800427
[140]	eval-auc:0.70525	train-auc:0.800947
[141]	eval-auc:0.705302	train-auc:0.801413
[142]	eval-auc:0.705601	train-auc:0.801894
[143]	eval-auc:0.70569	train-auc:0.802222
[144]	eval-auc:0.70581	train-auc:0.802179
[145]	eval-auc:0.705723	train-auc:0.802525
[146]	eval-auc:0.705716	train-auc:0.802518
[147]	eval-auc:0.705708	train-auc:0.802287
[148]	eval-auc:0.705463	train-auc:0.802605
[149]	eval-auc:0.70557	train-auc:0.803054
[150]	eval-auc:0.705678	train-auc:0.803703
[151]	eval-auc:0.705784	train-auc:0.804176
[152]	eval-auc:0.706052	train-auc:0.804612
[153]	eval-auc:0.706554	train-auc:0.804945
[154]	eval-auc:0.706684	train-auc:0.805228
[155]	eval-auc:0.70682	train-auc:0.806508
[156]	eval-auc:0.707226	train-auc:0.806822
[157]	eval-auc:0.706807	train-auc:0.807592
[158]	eval-auc:0.706955	train-auc:0.807768
[159]	eval-auc:0.706578	train-auc:0.808249
[160]	eval-auc:0.706732	train-auc:0.808879
[161]	eval-auc:0.706612	train-auc:0.809192
[162]	eval-auc:0.706564	train-auc:0.809384
[163]	eval-auc:0.706095	train-auc:0.809961
[164]	eval-auc:0.706107	train-auc:0.810048
[165]	eval-auc:0.706297	train-auc:0.81067
[166]	eval-auc:0.70671	train-auc:0.81037
[167]	eval-auc:0.706159	train-auc:0.810867
[168]	eval-auc:0.706197	train-auc:0.810921
[169]	eval-auc:0.706439	train-auc:0.811228
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[171]	eval-auc:0.706815	train-auc:0.811821
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[175]	eval-auc:0.707691	train-auc:0.813204
[176]	eval-auc:0.707382	train-auc:0.81364
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[184]	eval-auc:0.708144	train-auc:0.816336
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[186]	eval-auc:0.708132	train-auc:0.816702
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[191]	eval-auc:0.707797	train-auc:0.819152
[192]	eval-auc:0.708065	train-auc:0.819368
[193]	eval-auc:0.707811	train-auc:0.82032
[194]	eval-auc:0.707618	train-auc:0.820644
[195]	eval-auc:0.708271	train-auc:0.821706
[196]	eval-auc:0.708495	train-auc:0.822135
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[207]	eval-auc:0.708189	train-auc:0.825825
[208]	eval-auc:0.708157	train-auc:0.826521
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[237]	eval-auc:0.708874	train-auc:0.832595
[238]	eval-auc:0.708522	train-auc:0.832949
[239]	eval-auc:0.708472	train-auc:0.833485
[240]	eval-auc:0.708638	train-auc:0.833647
[241]	eval-auc:0.708687	train-auc:0.834088
[242]	eval-auc:0.708411	train-auc:0.83425
[243]	eval-auc:0.708228	train-auc:0.834565
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[245]	eval-auc:0.708143	train-auc:0.834951
[246]	eval-auc:0.708429	train-auc:0.835227
[247]	eval-auc:0.70844	train-auc:0.835546
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[250]	eval-auc:0.708247	train-auc:0.836792
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[252]	eval-auc:0.708149	train-auc:0.837442
[253]	eval-auc:0.708265	train-auc:0.837737
[254]	eval-auc:0.708353	train-auc:0.838112
[255]	eval-auc:0.707855	train-auc:0.838434
[256]	eval-auc:0.707904	train-auc:0.838567
[257]	eval-auc:0.70769	train-auc:0.838783
[258]	eval-auc:0.707479	train-auc:0.839014
[259]	eval-auc:0.707616	train-auc:0.839539
[260]	eval-auc:0.70763	train-auc:0.839677
[261]	eval-auc:0.707823	train-auc:0.840186
[262]	eval-auc:0.707925	train-auc:0.840369
[263]	eval-auc:0.708123	train-auc:0.840704
[264]	eval-auc:0.708155	train-auc:0.840928
[265]	eval-auc:0.708181	train-auc:0.840884
[266]	eval-auc:0.707959	train-auc:0.84143
[267]	eval-auc:0.707715	train-auc:0.841758
[268]	eval-auc:0.708173	train-auc:0.842301
[269]	eval-auc:0.708416	train-auc:0.84247
[270]	eval-auc:0.708748	train-auc:0.842951
[271]	eval-auc:0.708469	train-auc:0.843296
[272]	eval-auc:0.708242	train-auc:0.8435
[273]	eval-auc:0.70824	train-auc:0.843706
[274]	eval-auc:0.708234	train-auc:0.843997
[275]	eval-auc:0.708423	train-auc:0.84443
[276]	eval-auc:0.708324	train-auc:0.84462
[277]	eval-auc:0.708151	train-auc:0.845022
[278]	eval-auc:0.708122	train-auc:0.845064
[279]	eval-auc:0.708554	train-auc:0.845515
[280]	eval-auc:0.708326	train-auc:0.846154
[281]	eval-auc:0.708569	train-auc:0.846832
[282]	eval-auc:0.708627	train-auc:0.846828
[283]	eval-auc:0.708449	train-auc:0.847195
[284]	eval-auc:0.708739	train-auc:0.847668
[285]	eval-auc:0.708767	train-auc:0.84777
[286]	eval-auc:0.708974	train-auc:0.848165
[287]	eval-auc:0.708815	train-auc:0.848401
[288]	eval-auc:0.709067	train-auc:0.848933
[289]	eval-auc:0.708886	train-auc:0.849212
[290]	eval-auc:0.708773	train-auc:0.849572
[291]	eval-auc:0.708627	train-auc:0.849699
[292]	eval-auc:0.708516	train-auc:0.849891
[293]	eval-auc:0.70849	train-auc:0.850186
[294]	eval-auc:0.708621	train-auc:0.850391
[295]	eval-auc:0.7087	train-auc:0.850705
[296]	eval-auc:0.709169	train-auc:0.85115
[297]	eval-auc:0.70953	train-auc:0.851556
[298]	eval-auc:0.709454	train-auc:0.851811
[299]	eval-auc:0.709252	train-auc:0.852057
[300]	eval-auc:0.709819	train-auc:0.852648
[301]	eval-auc:0.709614	train-auc:0.852889
[302]	eval-auc:0.709746	train-auc:0.85336
[303]	eval-auc:0.709836	train-auc:0.853402
[304]	eval-auc:0.709978	train-auc:0.853495
[305]	eval-auc:0.709862	train-auc:0.853729
[306]	eval-auc:0.710136	train-auc:0.853777
[307]	eval-auc:0.709693	train-auc:0.85412
[308]	eval-auc:0.709809	train-auc:0.854474
[309]	eval-auc:0.709897	train-auc:0.854733
[310]	eval-auc:0.709776	train-auc:0.855013
[311]	eval-auc:0.709693	train-auc:0.855229
[312]	eval-auc:0.709759	train-auc:0.855584
[313]	eval-auc:0.70957	train-auc:0.855821
[314]	eval-auc:0.709418	train-auc:0.855926
[315]	eval-auc:0.70943	train-auc:0.856112
[316]	eval-auc:0.709089	train-auc:0.856257
[317]	eval-auc:0.709227	train-auc:0.856617
[318]	eval-auc:0.709465	train-auc:0.856913
[319]	eval-auc:0.709299	train-auc:0.856873
[320]	eval-auc:0.709046	train-auc:0.857521
[321]	eval-auc:0.70925	train-auc:0.857955
[322]	eval-auc:0.709384	train-auc:0.858141
[323]	eval-auc:0.709145	train-auc:0.85854
[324]	eval-auc:0.709057	train-auc:0.85892
[325]	eval-auc:0.708955	train-auc:0.85922
[326]	eval-auc:0.708614	train-auc:0.859138
[327]	eval-auc:0.70856	train-auc:0.859205
[328]	eval-auc:0.708805	train-auc:0.859693
[329]	eval-auc:0.708606	train-auc:0.859986
[330]	eval-auc:0.708744	train-auc:0.860193
[331]	eval-auc:0.708563	train-auc:0.860517
[332]	eval-auc:0.70856	train-auc:0.860544
[333]	eval-auc:0.708641	train-auc:0.860632
[334]	eval-auc:0.708758	train-auc:0.860715
[335]	eval-auc:0.708691	train-auc:0.861007
[336]	eval-auc:0.708508	train-auc:0.861052
[337]	eval-auc:0.708637	train-auc:0.861284
[338]	eval-auc:0.708627	train-auc:0.861411
[339]	eval-auc:0.708866	train-auc:0.861442
[340]	eval-auc:0.709241	train-auc:0.861774
[341]	eval-auc:0.709425	train-auc:0.862038
[342]	eval-auc:0.709501	train-auc:0.862323
[343]	eval-auc:0.70967	train-auc:0.862301
[344]	eval-auc:0.709614	train-auc:0.862758
[345]	eval-auc:0.709929	train-auc:0.863174
[346]	eval-auc:0.709897	train-auc:0.863309
[347]	eval-auc:0.710179	train-auc:0.863551
[348]	eval-auc:0.710074	train-auc:0.863643
[349]	eval-auc:0.710316	train-auc:0.864001
[350]	eval-auc:0.710428	train-auc:0.864358
[351]	eval-auc:0.7105	train-auc:0.864508
[352]	eval-auc:0.710596	train-auc:0.864885
[353]	eval-auc:0.710515	train-auc:0.865064
[354]	eval-auc:0.710147	train-auc:0.865137
[355]	eval-auc:0.71011	train-auc:0.865337
[356]	eval-auc:0.710126	train-auc:0.86563
[357]	eval-auc:0.710024	train-auc:0.865762
[358]	eval-auc:0.710153	train-auc:0.865959
[359]	eval-auc:0.710343	train-auc:0.866285
[360]	eval-auc:0.710378	train-auc:0.866655
[361]	eval-auc:0.710394	train-auc:0.866991
[362]	eval-auc:0.71048	train-auc:0.867198
[363]	eval-auc:0.710223	train-auc:0.867485
[364]	eval-auc:0.710237	train-auc:0.867661
[365]	eval-auc:0.709993	train-auc:0.868072
[366]	eval-auc:0.71008	train-auc:0.868108
[367]	eval-auc:0.709967	train-auc:0.868357
[368]	eval-auc:0.709789	train-auc:0.868417
[369]	eval-auc:0.709975	train-auc:0.868545
[370]	eval-auc:0.710071	train-auc:0.86895
[371]	eval-auc:0.710115	train-auc:0.869391
[372]	eval-auc:0.710031	train-auc:0.869563
[373]	eval-auc:0.71011	train-auc:0.86959
[374]	eval-auc:0.710324	train-auc:0.869832
[375]	eval-auc:0.710203	train-auc:0.870304
[376]	eval-auc:0.710304	train-auc:0.870507
[377]	eval-auc:0.710247	train-auc:0.870515
[378]	eval-auc:0.710284	train-auc:0.870586
[379]	eval-auc:0.71019	train-auc:0.87064
[380]	eval-auc:0.710305	train-auc:0.870801
[381]	eval-auc:0.71018	train-auc:0.871139
[382]	eval-auc:0.709777	train-auc:0.871261
[383]	eval-auc:0.710065	train-auc:0.871724
[384]	eval-auc:0.710183	train-auc:0.872066
[385]	eval-auc:0.710246	train-auc:0.872172
[386]	eval-auc:0.710249	train-auc:0.87236
[387]	eval-auc:0.710074	train-auc:0.872328
[388]	eval-auc:0.710188	train-auc:0.87262
[389]	eval-auc:0.710086	train-auc:0.873079
[390]	eval-auc:0.710065	train-auc:0.873141
[391]	eval-auc:0.709946	train-auc:0.87341
[392]	eval-auc:0.710086	train-auc:0.873599
[393]	eval-auc:0.709995	train-auc:0.873893
[394]	eval-auc:0.710234	train-auc:0.874379
[395]	eval-auc:0.710039	train-auc:0.874468
[396]	eval-auc:0.709973	train-auc:0.874433
[397]	eval-auc:0.710001	train-auc:0.874616
[398]	eval-auc:0.709762	train-auc:0.875064
[399]	eval-auc:0.709858	train-auc:0.875249
[400]	eval-auc:0.709865	train-auc:0.875293
[401]	eval-auc:0.709952	train-auc:0.875529
[402]	eval-auc:0.710065	train-auc:0.875668
[403]	eval-auc:0.71015	train-auc:0.875804
[404]	eval-auc:0.710171	train-auc:0.876093
[405]	eval-auc:0.710164	train-auc:0.876683
[406]	eval-auc:0.710526	train-auc:0.876934
[407]	eval-auc:0.710608	train-auc:0.877293
[408]	eval-auc:0.710611	train-auc:0.877876
[409]	eval-auc:0.71047	train-auc:0.877795
[410]	eval-auc:0.710674	train-auc:0.87794
[411]	eval-auc:0.710496	train-auc:0.878145
[412]	eval-auc:0.710395	train-auc:0.878193
[413]	eval-auc:0.710273	train-auc:0.878406
[414]	eval-auc:0.71025	train-auc:0.878476
[415]	eval-auc:0.710215	train-auc:0.8789
[416]	eval-auc:0.710209	train-auc:0.878902
[417]	eval-auc:0.71001	train-auc:0.878877
[418]	eval-auc:0.709813	train-auc:0.879031
[419]	eval-auc:0.70967	train-auc:0.879282
[420]	eval-auc:0.709864	train-auc:0.879568
[421]	eval-auc:0.709714	train-auc:0.879449
[422]	eval-auc:0.709686	train-auc:0.879654
[423]	eval-auc:0.709699	train-auc:0.87974
[424]	eval-auc:0.7098	train-auc:0.87996
[425]	eval-auc:0.709923	train-auc:0.879793
[426]	eval-auc:0.710162	train-auc:0.880129
[427]	eval-auc:0.710075	train-auc:0.88012
[428]	eval-auc:0.710261	train-auc:0.880503
[429]	eval-auc:0.710072	train-auc:0.880795
[430]	eval-auc:0.710413	train-auc:0.881141
[431]	eval-auc:0.710423	train-auc:0.881256
[432]	eval-auc:0.710388	train-auc:0.881401
[433]	eval-auc:0.710261	train-auc:0.881651
[434]	eval-auc:0.710447	train-auc:0.881927
[435]	eval-auc:0.710222	train-auc:0.88218
[436]	eval-auc:0.710138	train-auc:0.882322
[437]	eval-auc:0.710479	train-auc:0.882579
[438]	eval-auc:0.710535	train-auc:0.882798
[439]	eval-auc:0.710307	train-auc:0.882996
[440]	eval-auc:0.710133	train-auc:0.883009
[441]	eval-auc:0.709918	train-auc:0.883268
[442]	eval-auc:0.709853	train-auc:0.88342
[443]	eval-auc:0.709693	train-auc:0.883738
[444]	eval-auc:0.709686	train-auc:0.883905
[445]	eval-auc:0.709576	train-auc:0.884146
[446]	eval-auc:0.709622	train-auc:0.884267
[447]	eval-auc:0.709679	train-auc:0.884276
[448]	eval-auc:0.709742	train-auc:0.884433
[449]	eval-auc:0.709532	train-auc:0.884489
[450]	eval-auc:0.709532	train-auc:0.884527
[451]	eval-auc:0.709325	train-auc:0.884772
[452]	eval-auc:0.709165	train-auc:0.884891
[453]	eval-auc:0.709393	train-auc:0.884877
[454]	eval-auc:0.709299	train-auc:0.884845
[455]	eval-auc:0.709284	train-auc:0.884901
[456]	eval-auc:0.709145	train-auc:0.88516
[457]	eval-auc:0.709312	train-auc:0.885317
[458]	eval-auc:0.709325	train-auc:0.885365
[459]	eval-auc:0.709038	train-auc:0.8855
[460]	eval-auc:0.708999	train-auc:0.885834
[461]	eval-auc:0.70907	train-auc:0.886103
[462]	eval-auc:0.708997	train-auc:0.886098
[463]	eval-auc:0.70884	train-auc:0.886218
[464]	eval-auc:0.709055	train-auc:0.886362
[465]	eval-auc:0.709181	train-auc:0.886492
[466]	eval-auc:0.709191	train-auc:0.886575
[467]	eval-auc:0.709256	train-auc:0.88673
[468]	eval-auc:0.709285	train-auc:0.886951
[469]	eval-auc:0.709271	train-auc:0.887175
[470]	eval-auc:0.709049	train-auc:0.887328
[471]	eval-auc:0.708974	train-auc:0.887332
[472]	eval-auc:0.709041	train-auc:0.887408
[473]	eval-auc:0.708878	train-auc:0.887522
[474]	eval-auc:0.708681	train-auc:0.887662
[475]	eval-auc:0.708929	train-auc:0.887897
[476]	eval-auc:0.708757	train-auc:0.888263
[477]	eval-auc:0.708773	train-auc:0.888406
[478]	eval-auc:0.70874	train-auc:0.888423
[479]	eval-auc:0.708703	train-auc:0.888456
[480]	eval-auc:0.708635	train-auc:0.888598
[481]	eval-auc:0.708493	train-auc:0.888698
[482]	eval-auc:0.708443	train-auc:0.888805
[483]	eval-auc:0.70844	train-auc:0.889231
[484]	eval-auc:0.708301	train-auc:0.889527
[485]	eval-auc:0.70842	train-auc:0.889692
[486]	eval-auc:0.708454	train-auc:0.889651
[487]	eval-auc:0.708274	train-auc:0.889726
[488]	eval-auc:0.70828	train-auc:0.889821
[489]	eval-auc:0.708046	train-auc:0.890003
[490]	eval-auc:0.708236	train-auc:0.89013
[491]	eval-auc:0.708126	train-auc:0.890096
[492]	eval-auc:0.70816	train-auc:0.890141
[493]	eval-auc:0.708314	train-auc:0.890264
[494]	eval-auc:0.708458	train-auc:0.890677
[495]	eval-auc:0.708511	train-auc:0.890639
[496]	eval-auc:0.708624	train-auc:0.890886
[497]	eval-auc:0.708598	train-auc:0.891116
[498]	eval-auc:0.708473	train-auc:0.891231
[499]	eval-auc:0.708527	train-auc:0.891433
[500]	eval-auc:0.708583	train-auc:0.891609
[501]	eval-auc:0.708635	train-auc:0.891575
[502]	eval-auc:0.708553	train-auc:0.891525
[503]	eval-auc:0.708545	train-auc:0.891721
[504]	eval-auc:0.708341	train-auc:0.89198
[505]	eval-auc:0.708563	train-auc:0.892127
	Score 0.7085632666983397


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 1, 'min_child_weight': 2.0, 'n_estimators': 716.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.637627	train-auc:0.641495
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.667391	train-auc:0.675934
[4]	eval-auc:0.667391	train-auc:0.675934
[5]	eval-auc:0.703099	train-auc:0.698724
[6]	eval-auc:0.701451	train-auc:0.697323
[7]	eval-auc:0.696068	train-auc:0.696735
[8]	eval-auc:0.696068	train-auc:0.696735
[9]	eval-auc:0.694859	train-auc:0.695305
[10]	eval-auc:0.695277	train-auc:0.696737
[11]	eval-auc:0.697756	train-auc:0.697535
[12]	eval-auc:0.698725	train-auc:0.698094
[13]	eval-auc:0.697504	train-auc:0.698456
[14]	eval-auc:0.697504	train-auc:0.698456
[15]	eval-auc:0.699509	train-auc:0.69876
[16]	eval-auc:0.699139	train-auc:0.698309
[17]	eval-auc:0.702463	train-auc:0.699097
[18]	eval-auc:0.706893	train-auc:0.700422
[19]	eval-auc:0.700298	train-auc:0.699488
[20]	eval-auc:0.702137	train-auc:0.698761
[21]	eval-auc:0.7023	train-auc:0.698833
[22]	eval-auc:0.702614	train-auc:0.699194
[23]	eval-auc:0.700791	train-auc:0.6987
[24]	eval-auc:0.70297	train-auc:0.698891
[25]	eval-auc:0.701129	train-auc:0.699618
[26]	eval-auc:0.69986	train-auc:0.701613
[27]	eval-auc:0.700984	train-auc:0.700824
[28]	eval-auc:0.701116	train-auc:0.701127
[29]	eval-auc:0.701501	train-auc:0.701167
[30]	eval-auc:0.700057	train-auc:0.701803
[31]	eval-auc:0.700089	train-auc:0.701887
[32]	eval-auc:0.702258	train-auc:0.70427
[33]	eval-auc:0.703859	train-auc:0.706319
[34]	eval-auc:0.703003	train-auc:0.704945
[35]	eval-auc:0.703496	train-auc:0.704689
[36]	eval-auc:0.701842	train-auc:0.706751
[37]	eval-auc:0.70235	train-auc:0.707477
[38]	eval-auc:0.701827	train-auc:0.708016
[39]	eval-auc:0.70448	train-auc:0.708529
[40]	eval-auc:0.70473	train-auc:0.708769
[41]	eval-auc:0.705631	train-auc:0.708813
[42]	eval-auc:0.705878	train-auc:0.709004
[43]	eval-auc:0.705343	train-auc:0.709355
[44]	eval-auc:0.704065	train-auc:0.710504
[45]	eval-auc:0.704246	train-auc:0.710708
[46]	eval-auc:0.704338	train-auc:0.711261
[47]	eval-auc:0.704411	train-auc:0.711411
[48]	eval-auc:0.704691	train-auc:0.711696
[49]	eval-auc:0.70467	train-auc:0.711174
[50]	eval-auc:0.703601	train-auc:0.71159
[51]	eval-auc:0.702263	train-auc:0.71076
[52]	eval-auc:0.701908	train-auc:0.710266
[53]	eval-auc:0.701218	train-auc:0.70983
[54]	eval-auc:0.701296	train-auc:0.709795
[55]	eval-auc:0.701371	train-auc:0.709946
[56]	eval-auc:0.701456	train-auc:0.710509
[57]	eval-auc:0.701664	train-auc:0.710966
[58]	eval-auc:0.701309	train-auc:0.711025
[59]	eval-auc:0.702043	train-auc:0.711081
[60]	eval-auc:0.702087	train-auc:0.711172
[61]	eval-auc:0.702027	train-auc:0.711408
[62]	eval-auc:0.702539	train-auc:0.711811
[63]	eval-auc:0.703168	train-auc:0.711778
[64]	eval-auc:0.703126	train-auc:0.712674
[65]	eval-auc:0.702223	train-auc:0.713181
[66]	eval-auc:0.702516	train-auc:0.713696
[67]	eval-auc:0.702271	train-auc:0.713733
[68]	eval-auc:0.70207	train-auc:0.713965
[69]	eval-auc:0.701431	train-auc:0.714003
[70]	eval-auc:0.701166	train-auc:0.713654
[71]	eval-auc:0.701359	train-auc:0.713812
[72]	eval-auc:0.701451	train-auc:0.713937
[73]	eval-auc:0.700672	train-auc:0.714303
[74]	eval-auc:0.70066	train-auc:0.714508
[75]	eval-auc:0.700449	train-auc:0.714406
[76]	eval-auc:0.700698	train-auc:0.714457
[77]	eval-auc:0.700254	train-auc:0.714524
[78]	eval-auc:0.700337	train-auc:0.714609
[79]	eval-auc:0.699729	train-auc:0.714921
[80]	eval-auc:0.699446	train-auc:0.714533
[81]	eval-auc:0.699464	train-auc:0.714634
[82]	eval-auc:0.698872	train-auc:0.714831
[83]	eval-auc:0.699315	train-auc:0.714807
[84]	eval-auc:0.699481	train-auc:0.715079
[85]	eval-auc:0.698348	train-auc:0.715343
[86]	eval-auc:0.697882	train-auc:0.715456
[87]	eval-auc:0.697286	train-auc:0.715625
[88]	eval-auc:0.697096	train-auc:0.716308
[89]	eval-auc:0.697202	train-auc:0.716378
[90]	eval-auc:0.696427	train-auc:0.71656
[91]	eval-auc:0.696129	train-auc:0.716267
[92]	eval-auc:0.69585	train-auc:0.716037
[93]	eval-auc:0.696004	train-auc:0.716133
[94]	eval-auc:0.696225	train-auc:0.716217
[95]	eval-auc:0.696815	train-auc:0.716574
[96]	eval-auc:0.697283	train-auc:0.71672
[97]	eval-auc:0.697437	train-auc:0.716899
[98]	eval-auc:0.697556	train-auc:0.717021
[99]	eval-auc:0.697739	train-auc:0.717185
[100]	eval-auc:0.69681	train-auc:0.717313
[101]	eval-auc:0.696968	train-auc:0.717535
[102]	eval-auc:0.697105	train-auc:0.717602
[103]	eval-auc:0.696927	train-auc:0.717659
[104]	eval-auc:0.697102	train-auc:0.717879
[105]	eval-auc:0.696681	train-auc:0.718063
[106]	eval-auc:0.696547	train-auc:0.718009
[107]	eval-auc:0.696599	train-auc:0.718035
[108]	eval-auc:0.697137	train-auc:0.71801
[109]	eval-auc:0.696727	train-auc:0.718125
[110]	eval-auc:0.69677	train-auc:0.718278
[111]	eval-auc:0.696964	train-auc:0.71834
[112]	eval-auc:0.697189	train-auc:0.718524
[113]	eval-auc:0.696612	train-auc:0.718623
[114]	eval-auc:0.696186	train-auc:0.718614
[115]	eval-auc:0.696262	train-auc:0.718732
[116]	eval-auc:0.696542	train-auc:0.718872
[117]	eval-auc:0.696598	train-auc:0.719197
[118]	eval-auc:0.696167	train-auc:0.719225
[119]	eval-auc:0.696136	train-auc:0.719189
[120]	eval-auc:0.696099	train-auc:0.719086
[121]	eval-auc:0.696186	train-auc:0.719106
[122]	eval-auc:0.695928	train-auc:0.719186
[123]	eval-auc:0.695669	train-auc:0.719475
[124]	eval-auc:0.695637	train-auc:0.719415
[125]	eval-auc:0.695402	train-auc:0.719446
[126]	eval-auc:0.695481	train-auc:0.719615
[127]	eval-auc:0.695082	train-auc:0.719729
[128]	eval-auc:0.695267	train-auc:0.719828
[129]	eval-auc:0.695254	train-auc:0.720158
[130]	eval-auc:0.69524	train-auc:0.720412
[131]	eval-auc:0.694767	train-auc:0.720459
[132]	eval-auc:0.694911	train-auc:0.720464
[133]	eval-auc:0.69482	train-auc:0.720559
[134]	eval-auc:0.694878	train-auc:0.720429
[135]	eval-auc:0.695042	train-auc:0.720503
[136]	eval-auc:0.694538	train-auc:0.720538
[137]	eval-auc:0.693931	train-auc:0.720552
[138]	eval-auc:0.693975	train-auc:0.720655
[139]	eval-auc:0.693684	train-auc:0.720569
[140]	eval-auc:0.693685	train-auc:0.720621
[141]	eval-auc:0.694117	train-auc:0.720805
[142]	eval-auc:0.694597	train-auc:0.721083
[143]	eval-auc:0.694787	train-auc:0.721197
[144]	eval-auc:0.694819	train-auc:0.721215
[145]	eval-auc:0.694578	train-auc:0.721337
[146]	eval-auc:0.69433	train-auc:0.721523
[147]	eval-auc:0.693835	train-auc:0.72161
[148]	eval-auc:0.694218	train-auc:0.721563
[149]	eval-auc:0.69398	train-auc:0.721649
[150]	eval-auc:0.694211	train-auc:0.721757
[151]	eval-auc:0.694458	train-auc:0.721831
[152]	eval-auc:0.695054	train-auc:0.722044
[153]	eval-auc:0.694822	train-auc:0.722107
[154]	eval-auc:0.694841	train-auc:0.722391
[155]	eval-auc:0.694987	train-auc:0.722594
[156]	eval-auc:0.694431	train-auc:0.722572
[157]	eval-auc:0.694552	train-auc:0.722658
[158]	eval-auc:0.695056	train-auc:0.722686
[159]	eval-auc:0.69545	train-auc:0.72268
[160]	eval-auc:0.695934	train-auc:0.722822
[161]	eval-auc:0.696264	train-auc:0.722849
[162]	eval-auc:0.696622	train-auc:0.722873
[163]	eval-auc:0.696599	train-auc:0.722988
[164]	eval-auc:0.696678	train-auc:0.722902
[165]	eval-auc:0.696785	train-auc:0.723226
[166]	eval-auc:0.696508	train-auc:0.72337
[167]	eval-auc:0.69668	train-auc:0.723486
[168]	eval-auc:0.696834	train-auc:0.723509
[169]	eval-auc:0.696994	train-auc:0.723435
[170]	eval-auc:0.69689	train-auc:0.723495
[171]	eval-auc:0.696672	train-auc:0.723536
[172]	eval-auc:0.696981	train-auc:0.723606
[173]	eval-auc:0.697074	train-auc:0.723723
[174]	eval-auc:0.696855	train-auc:0.723827
[175]	eval-auc:0.697198	train-auc:0.723739
[176]	eval-auc:0.697268	train-auc:0.723905
[177]	eval-auc:0.697399	train-auc:0.724094
[178]	eval-auc:0.697169	train-auc:0.724307
[179]	eval-auc:0.69717	train-auc:0.724353
[180]	eval-auc:0.697121	train-auc:0.724361
[181]	eval-auc:0.697228	train-auc:0.724566
[182]	eval-auc:0.697054	train-auc:0.724603
[183]	eval-auc:0.696345	train-auc:0.724597
[184]	eval-auc:0.695873	train-auc:0.724684
[185]	eval-auc:0.696104	train-auc:0.724814
[186]	eval-auc:0.69631	train-auc:0.724946
[187]	eval-auc:0.695998	train-auc:0.725153
[188]	eval-auc:0.696135	train-auc:0.725409
[189]	eval-auc:0.696288	train-auc:0.72549
[190]	eval-auc:0.696331	train-auc:0.725591
[191]	eval-auc:0.696344	train-auc:0.725658
[192]	eval-auc:0.695662	train-auc:0.72555
[193]	eval-auc:0.696301	train-auc:0.725652
[194]	eval-auc:0.696298	train-auc:0.725735
[195]	eval-auc:0.696183	train-auc:0.725662
[196]	eval-auc:0.696889	train-auc:0.72571
[197]	eval-auc:0.696906	train-auc:0.725788
[198]	eval-auc:0.69678	train-auc:0.725907
[199]	eval-auc:0.697002	train-auc:0.725982
[200]	eval-auc:0.697066	train-auc:0.726031
[201]	eval-auc:0.697203	train-auc:0.726112
[202]	eval-auc:0.697338	train-auc:0.726211
[203]	eval-auc:0.697469	train-auc:0.726402
[204]	eval-auc:0.696917	train-auc:0.726484
[205]	eval-auc:0.696687	train-auc:0.72644
[206]	eval-auc:0.69624	train-auc:0.726357
[207]	eval-auc:0.696128	train-auc:0.726358
[208]	eval-auc:0.696282	train-auc:0.72644
[209]	eval-auc:0.696568	train-auc:0.726449
[210]	eval-auc:0.696495	train-auc:0.726511
[211]	eval-auc:0.695953	train-auc:0.726623
[212]	eval-auc:0.695892	train-auc:0.726713
[213]	eval-auc:0.696012	train-auc:0.726827
[214]	eval-auc:0.695111	train-auc:0.726895
[215]	eval-auc:0.694937	train-auc:0.726886
[216]	eval-auc:0.694998	train-auc:0.72718
[217]	eval-auc:0.695141	train-auc:0.726965
[218]	eval-auc:0.695214	train-auc:0.7272
[219]	eval-auc:0.695599	train-auc:0.727297
[220]	eval-auc:0.695724	train-auc:0.727378
[221]	eval-auc:0.695235	train-auc:0.72746
[222]	eval-auc:0.695389	train-auc:0.727629
[223]	eval-auc:0.695743	train-auc:0.727573
[224]	eval-auc:0.695231	train-auc:0.727634
[225]	eval-auc:0.695213	train-auc:0.727641
[226]	eval-auc:0.695406	train-auc:0.72773
[227]	eval-auc:0.694989	train-auc:0.727668
[228]	eval-auc:0.695068	train-auc:0.72784
[229]	eval-auc:0.694786	train-auc:0.727879
[230]	eval-auc:0.694541	train-auc:0.727952
[231]	eval-auc:0.693879	train-auc:0.728073
[232]	eval-auc:0.693649	train-auc:0.728185
[233]	eval-auc:0.693702	train-auc:0.727971
[234]	eval-auc:0.693731	train-auc:0.728224
[235]	eval-auc:0.693343	train-auc:0.728164
[236]	eval-auc:0.693034	train-auc:0.728239
[237]	eval-auc:0.69312	train-auc:0.72808
[238]	eval-auc:0.692577	train-auc:0.728026
[239]	eval-auc:0.692397	train-auc:0.728126
[240]	eval-auc:0.692495	train-auc:0.728292
[241]	eval-auc:0.691599	train-auc:0.728417
[242]	eval-auc:0.691514	train-auc:0.728316
[243]	eval-auc:0.691672	train-auc:0.72838
[244]	eval-auc:0.69207	train-auc:0.728328
[245]	eval-auc:0.69212	train-auc:0.728507
[246]	eval-auc:0.692607	train-auc:0.728542
[247]	eval-auc:0.692581	train-auc:0.72863
[248]	eval-auc:0.692636	train-auc:0.728727
[249]	eval-auc:0.6924	train-auc:0.72877
[250]	eval-auc:0.692408	train-auc:0.728835
[251]	eval-auc:0.692761	train-auc:0.729009
[252]	eval-auc:0.693046	train-auc:0.729106
[253]	eval-auc:0.692808	train-auc:0.729185
[254]	eval-auc:0.692983	train-auc:0.72921
[255]	eval-auc:0.693031	train-auc:0.729316
[256]	eval-auc:0.693203	train-auc:0.729369
[257]	eval-auc:0.693454	train-auc:0.729452
[258]	eval-auc:0.692954	train-auc:0.729536
[259]	eval-auc:0.693	train-auc:0.729605
[260]	eval-auc:0.692961	train-auc:0.729866
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[262]	eval-auc:0.693184	train-auc:0.729891
[263]	eval-auc:0.693218	train-auc:0.72979
[264]	eval-auc:0.69334	train-auc:0.729962
[265]	eval-auc:0.693276	train-auc:0.730032
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[268]	eval-auc:0.693082	train-auc:0.73031
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[270]	eval-auc:0.692979	train-auc:0.730595
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[304]	eval-auc:0.693416	train-auc:0.733112
[305]	eval-auc:0.69337	train-auc:0.733063
[306]	eval-auc:0.693641	train-auc:0.733109
[307]	eval-auc:0.693493	train-auc:0.733269
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[309]	eval-auc:0.692875	train-auc:0.7334
[310]	eval-auc:0.692793	train-auc:0.733497
[311]	eval-auc:0.692498	train-auc:0.733484
[312]	eval-auc:0.692485	train-auc:0.733554
[313]	eval-auc:0.692551	train-auc:0.733761
[314]	eval-auc:0.692572	train-auc:0.733808
[315]	eval-auc:0.692747	train-auc:0.734013
[316]	eval-auc:0.692916	train-auc:0.734153
[317]	eval-auc:0.692921	train-auc:0.734224
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[319]	eval-auc:0.693589	train-auc:0.734423
[320]	eval-auc:0.693527	train-auc:0.734523
[321]	eval-auc:0.693702	train-auc:0.734647
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[323]	eval-auc:0.694173	train-auc:0.734643
[324]	eval-auc:0.694287	train-auc:0.734886
[325]	eval-auc:0.694415	train-auc:0.735038
[326]	eval-auc:0.694322	train-auc:0.734726
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[330]	eval-auc:0.69487	train-auc:0.734853
[331]	eval-auc:0.694913	train-auc:0.735088
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[667]	eval-auc:0.692852	train-auc:0.748459
[668]	eval-auc:0.692785	train-auc:0.748484
[669]	eval-auc:0.692541	train-auc:0.748488
[670]	eval-auc:0.69224	train-auc:0.748432
[671]	eval-auc:0.692156	train-auc:0.748407
[672]	eval-auc:0.692174	train-auc:0.748601
[673]	eval-auc:0.692291	train-auc:0.748684
[674]	eval-auc:0.6924	train-auc:0.749017
[675]	eval-auc:0.69218	train-auc:0.749066
[676]	eval-auc:0.692333	train-auc:0.749083
[677]	eval-auc:0.692312	train-auc:0.74899
[678]	eval-auc:0.691834	train-auc:0.749069
[679]	eval-auc:0.691969	train-auc:0.749109
[680]	eval-auc:0.691809	train-auc:0.749236
[681]	eval-auc:0.691837	train-auc:0.749345
[682]	eval-auc:0.691609	train-auc:0.749424
[683]	eval-auc:0.691548	train-auc:0.749521
[684]	eval-auc:0.691326	train-auc:0.749645
[685]	eval-auc:0.691588	train-auc:0.749682
[686]	eval-auc:0.691239	train-auc:0.749601
[687]	eval-auc:0.691053	train-auc:0.749583
[688]	eval-auc:0.691132	train-auc:0.749641
[689]	eval-auc:0.690744	train-auc:0.749626
[690]	eval-auc:0.690889	train-auc:0.749705
[691]	eval-auc:0.690673	train-auc:0.74976
[692]	eval-auc:0.690723	train-auc:0.749523
[693]	eval-auc:0.690603	train-auc:0.749526
[694]	eval-auc:0.690251	train-auc:0.749472
[695]	eval-auc:0.690257	train-auc:0.749496
[696]	eval-auc:0.690415	train-auc:0.749618
[697]	eval-auc:0.690592	train-auc:0.749488
[698]	eval-auc:0.690507	train-auc:0.749913
[699]	eval-auc:0.690073	train-auc:0.749841
[700]	eval-auc:0.690191	train-auc:0.749854
[701]	eval-auc:0.690149	train-auc:0.750017
[702]	eval-auc:0.690627	train-auc:0.750189
[703]	eval-auc:0.690723	train-auc:0.750269
[704]	eval-auc:0.690976	train-auc:0.750248
[705]	eval-auc:0.691273	train-auc:0.750072
[706]	eval-auc:0.6913	train-auc:0.749821
[707]	eval-auc:0.691244	train-auc:0.74956
[708]	eval-auc:0.690936	train-auc:0.749613
[709]	eval-auc:0.69088	train-auc:0.749778
[710]	eval-auc:0.691011	train-auc:0.74983
[711]	eval-auc:0.690985	train-auc:0.749872
[712]	eval-auc:0.690966	train-auc:0.749936
[713]	eval-auc:0.691148	train-auc:0.749945
[714]	eval-auc:0.691088	train-auc:0.74996
[715]	eval-auc:0.691107	train-auc:0.749958
	Score 0.691106603808062


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 11, 'min_child_weight': 1.0, 'n_estimators': 398.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.614969	train-auc:0.803368
[1]	eval-auc:0.624624	train-auc:0.863541
[2]	eval-auc:0.619875	train-auc:0.905538
[3]	eval-auc:0.629003	train-auc:0.924079
[4]	eval-auc:0.651081	train-auc:0.944018
[5]	eval-auc:0.652831	train-auc:0.959015
[6]	eval-auc:0.655954	train-auc:0.970115
[7]	eval-auc:0.647543	train-auc:0.975715
[8]	eval-auc:0.653284	train-auc:0.980626
[9]	eval-auc:0.660438	train-auc:0.982443
[10]	eval-auc:0.671737	train-auc:0.987268
[11]	eval-auc:0.670085	train-auc:0.989237
[12]	eval-auc:0.672318	train-auc:0.99084
[13]	eval-auc:0.675637	train-auc:0.991252
[14]	eval-auc:0.674538	train-auc:0.992312
[15]	eval-auc:0.67339	train-auc:0.993719
[16]	eval-auc:0.669484	train-auc:0.994273
[17]	eval-auc:0.673997	train-auc:0.995129
[18]	eval-auc:0.671316	train-auc:0.995387
[19]	eval-auc:0.672072	train-auc:0.996105
[20]	eval-auc:0.673364	train-auc:0.99682
[21]	eval-auc:0.676005	train-auc:0.997241
[22]	eval-auc:0.675996	train-auc:0.997753
[23]	eval-auc:0.679645	train-auc:0.998154
[24]	eval-auc:0.679971	train-auc:0.998516
[25]	eval-auc:0.678154	train-auc:0.998562
[26]	eval-auc:0.677964	train-auc:0.998743
[27]	eval-auc:0.681478	train-auc:0.998929
[28]	eval-auc:0.680065	train-auc:0.999125
[29]	eval-auc:0.67961	train-auc:0.999168
[30]	eval-auc:0.679171	train-auc:0.999219
[31]	eval-auc:0.678955	train-auc:0.999302
[32]	eval-auc:0.681574	train-auc:0.999444
[33]	eval-auc:0.682168	train-auc:0.999471
[34]	eval-auc:0.682716	train-auc:0.999541
[35]	eval-auc:0.684043	train-auc:0.999637
[36]	eval-auc:0.685046	train-auc:0.99961
[37]	eval-auc:0.685166	train-auc:0.999628
[38]	eval-auc:0.685569	train-auc:0.999677
[39]	eval-auc:0.684723	train-auc:0.999757
[40]	eval-auc:0.684726	train-auc:0.999786
[41]	eval-auc:0.685358	train-auc:0.999819
[42]	eval-auc:0.684981	train-auc:0.999849
[43]	eval-auc:0.686691	train-auc:0.999867
[44]	eval-auc:0.687015	train-auc:0.999882
[45]	eval-auc:0.687956	train-auc:0.999897
[46]	eval-auc:0.687039	train-auc:0.999909
[47]	eval-auc:0.686628	train-auc:0.999922
[48]	eval-auc:0.686304	train-auc:0.999931
[49]	eval-auc:0.686056	train-auc:0.999939
[50]	eval-auc:0.687405	train-auc:0.999951
[51]	eval-auc:0.688809	train-auc:0.999956
[52]	eval-auc:0.688454	train-auc:0.999957
[53]	eval-auc:0.688483	train-auc:0.999969
[54]	eval-auc:0.688521	train-auc:0.999978
[55]	eval-auc:0.687859	train-auc:0.999976
[56]	eval-auc:0.686844	train-auc:0.999982
[57]	eval-auc:0.685731	train-auc:0.999986
[58]	eval-auc:0.684373	train-auc:0.999986
[59]	eval-auc:0.684132	train-auc:0.999989
[60]	eval-auc:0.684914	train-auc:0.999988
[61]	eval-auc:0.686295	train-auc:0.999991
[62]	eval-auc:0.685701	train-auc:0.999994
[63]	eval-auc:0.687937	train-auc:0.999992
[64]	eval-auc:0.687612	train-auc:0.999993
[65]	eval-auc:0.688787	train-auc:0.999994
[66]	eval-auc:0.688824	train-auc:0.999994
[67]	eval-auc:0.688446	train-auc:0.999994
[68]	eval-auc:0.687585	train-auc:0.999996
[69]	eval-auc:0.687647	train-auc:0.999997
[70]	eval-auc:0.687633	train-auc:0.999998
[71]	eval-auc:0.68693	train-auc:0.999998
[72]	eval-auc:0.68652	train-auc:0.999998
[73]	eval-auc:0.68668	train-auc:0.999999
[74]	eval-auc:0.686651	train-auc:1
[75]	eval-auc:0.685731	train-auc:1
[76]	eval-auc:0.684987	train-auc:1
[77]	eval-auc:0.685102	train-auc:0.999999
[78]	eval-auc:0.685588	train-auc:0.999999
[79]	eval-auc:0.685792	train-auc:1
[80]	eval-auc:0.686433	train-auc:1
[81]	eval-auc:0.686006	train-auc:1
[82]	eval-auc:0.685606	train-auc:1
[83]	eval-auc:0.687236	train-auc:1
[84]	eval-auc:0.687607	train-auc:1
[85]	eval-auc:0.687467	train-auc:1
[86]	eval-auc:0.688926	train-auc:1
[87]	eval-auc:0.690863	train-auc:1
[88]	eval-auc:0.690944	train-auc:1
[89]	eval-auc:0.691729	train-auc:1
[90]	eval-auc:0.691265	train-auc:1
[91]	eval-auc:0.691571	train-auc:1
[92]	eval-auc:0.691343	train-auc:1
[93]	eval-auc:0.691002	train-auc:1
[94]	eval-auc:0.690883	train-auc:1
[95]	eval-auc:0.691637	train-auc:1
[96]	eval-auc:0.690963	train-auc:1
[97]	eval-auc:0.691061	train-auc:1
[98]	eval-auc:0.690837	train-auc:1
[99]	eval-auc:0.690036	train-auc:1
[100]	eval-auc:0.691653	train-auc:1
[101]	eval-auc:0.691595	train-auc:1
[102]	eval-auc:0.692409	train-auc:1
[103]	eval-auc:0.692567	train-auc:1
[104]	eval-auc:0.692894	train-auc:1
[105]	eval-auc:0.692415	train-auc:1
[106]	eval-auc:0.693519	train-auc:1
[107]	eval-auc:0.692469	train-auc:1
[108]	eval-auc:0.691571	train-auc:1
[109]	eval-auc:0.691457	train-auc:1
[110]	eval-auc:0.693334	train-auc:1
[111]	eval-auc:0.693117	train-auc:1
[112]	eval-auc:0.693149	train-auc:1
[113]	eval-auc:0.692986	train-auc:1
[114]	eval-auc:0.693534	train-auc:1
[115]	eval-auc:0.693924	train-auc:1
[116]	eval-auc:0.693761	train-auc:1
[117]	eval-auc:0.693441	train-auc:1
[118]	eval-auc:0.693446	train-auc:1
[119]	eval-auc:0.693863	train-auc:1
[120]	eval-auc:0.694851	train-auc:1
[121]	eval-auc:0.694609	train-auc:1
[122]	eval-auc:0.694409	train-auc:1
[123]	eval-auc:0.693784	train-auc:1
[124]	eval-auc:0.694038	train-auc:1
[125]	eval-auc:0.694073	train-auc:1
[126]	eval-auc:0.693712	train-auc:1
[127]	eval-auc:0.694	train-auc:1
[128]	eval-auc:0.694671	train-auc:1
[129]	eval-auc:0.695664	train-auc:1
[130]	eval-auc:0.69588	train-auc:1
[131]	eval-auc:0.695861	train-auc:1
[132]	eval-auc:0.695643	train-auc:1
[133]	eval-auc:0.695985	train-auc:1
[134]	eval-auc:0.695477	train-auc:1
[135]	eval-auc:0.695277	train-auc:1
[136]	eval-auc:0.69541	train-auc:1
[137]	eval-auc:0.69552	train-auc:1
[138]	eval-auc:0.696217	train-auc:1
[139]	eval-auc:0.696805	train-auc:1
[140]	eval-auc:0.695337	train-auc:1
[141]	eval-auc:0.694778	train-auc:1
[142]	eval-auc:0.694723	train-auc:1
[143]	eval-auc:0.694877	train-auc:1
[144]	eval-auc:0.69472	train-auc:1
[145]	eval-auc:0.694405	train-auc:1
[146]	eval-auc:0.695583	train-auc:1
[147]	eval-auc:0.695433	train-auc:1
[148]	eval-auc:0.69544	train-auc:1
[149]	eval-auc:0.695337	train-auc:1
[150]	eval-auc:0.695116	train-auc:1
[151]	eval-auc:0.694715	train-auc:1
[152]	eval-auc:0.695163	train-auc:1
[153]	eval-auc:0.695026	train-auc:1
[154]	eval-auc:0.694891	train-auc:1
[155]	eval-auc:0.694519	train-auc:1
[156]	eval-auc:0.694411	train-auc:1
[157]	eval-auc:0.69462	train-auc:1
[158]	eval-auc:0.694609	train-auc:1
[159]	eval-auc:0.695602	train-auc:1
[160]	eval-auc:0.695644	train-auc:1
[161]	eval-auc:0.696011	train-auc:1
[162]	eval-auc:0.696153	train-auc:1
[163]	eval-auc:0.695573	train-auc:1
[164]	eval-auc:0.695404	train-auc:1
[165]	eval-auc:0.695352	train-auc:1
[166]	eval-auc:0.695028	train-auc:1
[167]	eval-auc:0.694886	train-auc:1
[168]	eval-auc:0.695125	train-auc:1
[169]	eval-auc:0.694458	train-auc:1
[170]	eval-auc:0.694699	train-auc:1
[171]	eval-auc:0.694853	train-auc:1
[172]	eval-auc:0.694789	train-auc:1
[173]	eval-auc:0.694833	train-auc:1
[174]	eval-auc:0.69462	train-auc:1
[175]	eval-auc:0.694318	train-auc:1
[176]	eval-auc:0.694431	train-auc:1
[177]	eval-auc:0.694161	train-auc:1
[178]	eval-auc:0.694278	train-auc:1
[179]	eval-auc:0.694256	train-auc:1
[180]	eval-auc:0.693989	train-auc:1
[181]	eval-auc:0.693823	train-auc:1
[182]	eval-auc:0.693697	train-auc:1
[183]	eval-auc:0.693756	train-auc:1
[184]	eval-auc:0.693622	train-auc:1
[185]	eval-auc:0.693525	train-auc:1
[186]	eval-auc:0.693397	train-auc:1
[187]	eval-auc:0.693136	train-auc:1
[188]	eval-auc:0.692995	train-auc:1
[189]	eval-auc:0.693164	train-auc:1
[190]	eval-auc:0.693345	train-auc:1
[191]	eval-auc:0.693517	train-auc:1
[192]	eval-auc:0.693386	train-auc:1
[193]	eval-auc:0.693528	train-auc:1
[194]	eval-auc:0.694582	train-auc:1
[195]	eval-auc:0.694731	train-auc:1
[196]	eval-auc:0.694582	train-auc:1
[197]	eval-auc:0.694577	train-auc:1
[198]	eval-auc:0.694694	train-auc:1
[199]	eval-auc:0.694811	train-auc:1
[200]	eval-auc:0.694057	train-auc:1
[201]	eval-auc:0.694096	train-auc:1
[202]	eval-auc:0.69361	train-auc:1
[203]	eval-auc:0.693881	train-auc:1
[204]	eval-auc:0.694047	train-auc:1
[205]	eval-auc:0.694029	train-auc:1
[206]	eval-auc:0.693953	train-auc:1
[207]	eval-auc:0.694254	train-auc:1
[208]	eval-auc:0.693752	train-auc:1
[209]	eval-auc:0.693252	train-auc:1
[210]	eval-auc:0.692919	train-auc:1
[211]	eval-auc:0.692555	train-auc:1
[212]	eval-auc:0.693086	train-auc:1
[213]	eval-auc:0.693366	train-auc:1
[214]	eval-auc:0.693523	train-auc:1
[215]	eval-auc:0.693182	train-auc:1
[216]	eval-auc:0.693296	train-auc:1
[217]	eval-auc:0.693589	train-auc:1
[218]	eval-auc:0.693354	train-auc:1
[219]	eval-auc:0.693439	train-auc:1
[220]	eval-auc:0.693202	train-auc:1
[221]	eval-auc:0.692737	train-auc:1
[222]	eval-auc:0.692646	train-auc:1
[223]	eval-auc:0.692538	train-auc:1
[224]	eval-auc:0.692415	train-auc:1
[225]	eval-auc:0.692354	train-auc:1
[226]	eval-auc:0.692413	train-auc:1
[227]	eval-auc:0.692506	train-auc:1
[228]	eval-auc:0.692421	train-auc:1
[229]	eval-auc:0.692669	train-auc:1
[230]	eval-auc:0.693558	train-auc:1
[231]	eval-auc:0.693467	train-auc:1
[232]	eval-auc:0.693889	train-auc:1
[233]	eval-auc:0.693997	train-auc:1
[234]	eval-auc:0.69402	train-auc:1
[235]	eval-auc:0.694246	train-auc:1
[236]	eval-auc:0.69403	train-auc:1
[237]	eval-auc:0.694	train-auc:1
[238]	eval-auc:0.693969	train-auc:1
[239]	eval-auc:0.694292	train-auc:1
[240]	eval-auc:0.694007	train-auc:1
[241]	eval-auc:0.693966	train-auc:1
[242]	eval-auc:0.694029	train-auc:1
[243]	eval-auc:0.694062	train-auc:1
[244]	eval-auc:0.693983	train-auc:1
[245]	eval-auc:0.693774	train-auc:1
[246]	eval-auc:0.693774	train-auc:1
[247]	eval-auc:0.693817	train-auc:1
[248]	eval-auc:0.693997	train-auc:1
[249]	eval-auc:0.693657	train-auc:1
[250]	eval-auc:0.693379	train-auc:1
[251]	eval-auc:0.69299	train-auc:1
[252]	eval-auc:0.692488	train-auc:1
[253]	eval-auc:0.692885	train-auc:1
[254]	eval-auc:0.692791	train-auc:1
[255]	eval-auc:0.692495	train-auc:1
[256]	eval-auc:0.692641	train-auc:1
[257]	eval-auc:0.692533	train-auc:1
[258]	eval-auc:0.69254	train-auc:1
[259]	eval-auc:0.692538	train-auc:1
[260]	eval-auc:0.692745	train-auc:1
[261]	eval-auc:0.692648	train-auc:1
[262]	eval-auc:0.692957	train-auc:1
[263]	eval-auc:0.692841	train-auc:1
[264]	eval-auc:0.692704	train-auc:1
[265]	eval-auc:0.693392	train-auc:1
[266]	eval-auc:0.693465	train-auc:1
[267]	eval-auc:0.693694	train-auc:1
[268]	eval-auc:0.693726	train-auc:1
[269]	eval-auc:0.693592	train-auc:1
[270]	eval-auc:0.693551	train-auc:1
[271]	eval-auc:0.693793	train-auc:1
[272]	eval-auc:0.693641	train-auc:1
[273]	eval-auc:0.693752	train-auc:1
[274]	eval-auc:0.693889	train-auc:1
[275]	eval-auc:0.693799	train-auc:1
[276]	eval-auc:0.693928	train-auc:1
[277]	eval-auc:0.693886	train-auc:1
[278]	eval-auc:0.69373	train-auc:1
[279]	eval-auc:0.693689	train-auc:1
[280]	eval-auc:0.693689	train-auc:1
[281]	eval-auc:0.694312	train-auc:1
[282]	eval-auc:0.694109	train-auc:1
[283]	eval-auc:0.694036	train-auc:1
[284]	eval-auc:0.694088	train-auc:1
[285]	eval-auc:0.69398	train-auc:1
[286]	eval-auc:0.694015	train-auc:1
[287]	eval-auc:0.693978	train-auc:1
[288]	eval-auc:0.69402	train-auc:1
[289]	eval-auc:0.694163	train-auc:1
[290]	eval-auc:0.694365	train-auc:1
[291]	eval-auc:0.694073	train-auc:1
[292]	eval-auc:0.694105	train-auc:1
[293]	eval-auc:0.693776	train-auc:1
[294]	eval-auc:0.693831	train-auc:1
[295]	eval-auc:0.693933	train-auc:1
[296]	eval-auc:0.694102	train-auc:1
[297]	eval-auc:0.694102	train-auc:1
[298]	eval-auc:0.69435	train-auc:1
[299]	eval-auc:0.694604	train-auc:1
[300]	eval-auc:0.694345	train-auc:1
[301]	eval-auc:0.694595	train-auc:1
[302]	eval-auc:0.694659	train-auc:1
[303]	eval-auc:0.694776	train-auc:1
[304]	eval-auc:0.695038	train-auc:1
[305]	eval-auc:0.694749	train-auc:1
[306]	eval-auc:0.69463	train-auc:1
[307]	eval-auc:0.694677	train-auc:1
[308]	eval-auc:0.694618	train-auc:1
[309]	eval-auc:0.69477	train-auc:1
[310]	eval-auc:0.694811	train-auc:1
[311]	eval-auc:0.694811	train-auc:1
[312]	eval-auc:0.694894	train-auc:1
[313]	eval-auc:0.694894	train-auc:1
[314]	eval-auc:0.694703	train-auc:1
[315]	eval-auc:0.694801	train-auc:1
[316]	eval-auc:0.694676	train-auc:1
[317]	eval-auc:0.694452	train-auc:1
[318]	eval-auc:0.694539	train-auc:1
[319]	eval-auc:0.694539	train-auc:1
[320]	eval-auc:0.694199	train-auc:1
[321]	eval-auc:0.694167	train-auc:1
[322]	eval-auc:0.694045	train-auc:1
[323]	eval-auc:0.694045	train-auc:1
[324]	eval-auc:0.694216	train-auc:1
[325]	eval-auc:0.69407	train-auc:1
[326]	eval-auc:0.694137	train-auc:1
[327]	eval-auc:0.694062	train-auc:1
[328]	eval-auc:0.693918	train-auc:1
[329]	eval-auc:0.693918	train-auc:1
[330]	eval-auc:0.693885	train-auc:1
[331]	eval-auc:0.693979	train-auc:1
[332]	eval-auc:0.693979	train-auc:1
[333]	eval-auc:0.693444	train-auc:1
[334]	eval-auc:0.693424	train-auc:1
[335]	eval-auc:0.693467	train-auc:1
[336]	eval-auc:0.693522	train-auc:1
[337]	eval-auc:0.693573	train-auc:1
[338]	eval-auc:0.693573	train-auc:1
[339]	eval-auc:0.693366	train-auc:1
[340]	eval-auc:0.693412	train-auc:1
[341]	eval-auc:0.693344	train-auc:1
[342]	eval-auc:0.693388	train-auc:1
[343]	eval-auc:0.693554	train-auc:1
[344]	eval-auc:0.693816	train-auc:1
[345]	eval-auc:0.693915	train-auc:1
[346]	eval-auc:0.693915	train-auc:1
[347]	eval-auc:0.694041	train-auc:1
[348]	eval-auc:0.693694	train-auc:1
[349]	eval-auc:0.693717	train-auc:1
[350]	eval-auc:0.693712	train-auc:1
[351]	eval-auc:0.69361	train-auc:1
[352]	eval-auc:0.693567	train-auc:1
[353]	eval-auc:0.693375	train-auc:1
[354]	eval-auc:0.693506	train-auc:1
[355]	eval-auc:0.693257	train-auc:1
[356]	eval-auc:0.693496	train-auc:1
[357]	eval-auc:0.693319	train-auc:1
[358]	eval-auc:0.693231	train-auc:1
[359]	eval-auc:0.693231	train-auc:1
[360]	eval-auc:0.693328	train-auc:1
[361]	eval-auc:0.693328	train-auc:1
[362]	eval-auc:0.693144	train-auc:1
[363]	eval-auc:0.693283	train-auc:1
[364]	eval-auc:0.692943	train-auc:1
[365]	eval-auc:0.693024	train-auc:1
[366]	eval-auc:0.693002	train-auc:1
[367]	eval-auc:0.692902	train-auc:1
[368]	eval-auc:0.692821	train-auc:1
[369]	eval-auc:0.692884	train-auc:1
[370]	eval-auc:0.692884	train-auc:1
[371]	eval-auc:0.693165	train-auc:1
[372]	eval-auc:0.692891	train-auc:1
[373]	eval-auc:0.692893	train-auc:1
[374]	eval-auc:0.692893	train-auc:1
[375]	eval-auc:0.692893	train-auc:1
[376]	eval-auc:0.693008	train-auc:1
[377]	eval-auc:0.692984	train-auc:1
[378]	eval-auc:0.692984	train-auc:1
[379]	eval-auc:0.692882	train-auc:1
[380]	eval-auc:0.692978	train-auc:1
[381]	eval-auc:0.692885	train-auc:1
[382]	eval-auc:0.692984	train-auc:1
[383]	eval-auc:0.692871	train-auc:1
[384]	eval-auc:0.692977	train-auc:1
[385]	eval-auc:0.693496	train-auc:1
[386]	eval-auc:0.693496	train-auc:1
[387]	eval-auc:0.693499	train-auc:1
[388]	eval-auc:0.693499	train-auc:1
[389]	eval-auc:0.693733	train-auc:1
[390]	eval-auc:0.69366	train-auc:1
[391]	eval-auc:0.69366	train-auc:1
[392]	eval-auc:0.693654	train-auc:1
[393]	eval-auc:0.693654	train-auc:1
[394]	eval-auc:0.693768	train-auc:1
[395]	eval-auc:0.693691	train-auc:1
[396]	eval-auc:0.694131	train-auc:1
[397]	eval-auc:0.693796	train-auc:1
	Score 0.6937957582623738


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 5, 'min_child_weight': 4.0, 'n_estimators': 311.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.627824	train-auc:0.704572
[1]	eval-auc:0.641243	train-auc:0.721084
[2]	eval-auc:0.639535	train-auc:0.741191
[3]	eval-auc:0.655133	train-auc:0.752534
[4]	eval-auc:0.682345	train-auc:0.774701
[5]	eval-auc:0.682842	train-auc:0.780227
[6]	eval-auc:0.689162	train-auc:0.78389
[7]	eval-auc:0.688094	train-auc:0.78715
[8]	eval-auc:0.694916	train-auc:0.795106
[9]	eval-auc:0.697963	train-auc:0.801434
[10]	eval-auc:0.695344	train-auc:0.810728
[11]	eval-auc:0.694382	train-auc:0.814823
[12]	eval-auc:0.693767	train-auc:0.819646
[13]	eval-auc:0.696742	train-auc:0.821759
[14]	eval-auc:0.696939	train-auc:0.824635
[15]	eval-auc:0.695058	train-auc:0.829137
[16]	eval-auc:0.693528	train-auc:0.833002
[17]	eval-auc:0.699548	train-auc:0.841125
[18]	eval-auc:0.701303	train-auc:0.845242
[19]	eval-auc:0.705921	train-auc:0.848808
[20]	eval-auc:0.705403	train-auc:0.850859
[21]	eval-auc:0.705461	train-auc:0.852382
[22]	eval-auc:0.705701	train-auc:0.858302
[23]	eval-auc:0.706034	train-auc:0.864581
[24]	eval-auc:0.709902	train-auc:0.87069
[25]	eval-auc:0.710669	train-auc:0.874798
[26]	eval-auc:0.708024	train-auc:0.874794
[27]	eval-auc:0.70902	train-auc:0.877382
[28]	eval-auc:0.709459	train-auc:0.88124
[29]	eval-auc:0.708667	train-auc:0.88324
[30]	eval-auc:0.708604	train-auc:0.887552
[31]	eval-auc:0.71101	train-auc:0.889461
[32]	eval-auc:0.707913	train-auc:0.89426
[33]	eval-auc:0.707222	train-auc:0.896615
[34]	eval-auc:0.706704	train-auc:0.897868
[35]	eval-auc:0.705248	train-auc:0.897845
[36]	eval-auc:0.703835	train-auc:0.900077
[37]	eval-auc:0.705588	train-auc:0.901775
[38]	eval-auc:0.704777	train-auc:0.905939
[39]	eval-auc:0.704013	train-auc:0.909912
[40]	eval-auc:0.703884	train-auc:0.911936
[41]	eval-auc:0.70489	train-auc:0.91529
[42]	eval-auc:0.705081	train-auc:0.916919
[43]	eval-auc:0.705206	train-auc:0.917803
[44]	eval-auc:0.701766	train-auc:0.919537
[45]	eval-auc:0.701773	train-auc:0.921027
[46]	eval-auc:0.702649	train-auc:0.923455
[47]	eval-auc:0.702903	train-auc:0.925697
[48]	eval-auc:0.702638	train-auc:0.926825
[49]	eval-auc:0.703148	train-auc:0.928612
[50]	eval-auc:0.70329	train-auc:0.929028
[51]	eval-auc:0.702264	train-auc:0.929146
[52]	eval-auc:0.702564	train-auc:0.930495
[53]	eval-auc:0.703241	train-auc:0.931637
[54]	eval-auc:0.701874	train-auc:0.934076
[55]	eval-auc:0.702393	train-auc:0.9359
[56]	eval-auc:0.703269	train-auc:0.937486
[57]	eval-auc:0.704392	train-auc:0.939215
[58]	eval-auc:0.706159	train-auc:0.940196
[59]	eval-auc:0.704688	train-auc:0.941722
[60]	eval-auc:0.703438	train-auc:0.944138
[61]	eval-auc:0.703491	train-auc:0.945761
[62]	eval-auc:0.703633	train-auc:0.946624
[63]	eval-auc:0.705626	train-auc:0.947613
[64]	eval-auc:0.706456	train-auc:0.948713
[65]	eval-auc:0.70655	train-auc:0.948444
[66]	eval-auc:0.707846	train-auc:0.949046
[67]	eval-auc:0.707546	train-auc:0.950973
[68]	eval-auc:0.706733	train-auc:0.951854
[69]	eval-auc:0.704947	train-auc:0.953024
[70]	eval-auc:0.705891	train-auc:0.953879
[71]	eval-auc:0.705879	train-auc:0.954639
[72]	eval-auc:0.704612	train-auc:0.95541
[73]	eval-auc:0.704159	train-auc:0.956403
[74]	eval-auc:0.705533	train-auc:0.957857
[75]	eval-auc:0.706371	train-auc:0.959191
[76]	eval-auc:0.70643	train-auc:0.959484
[77]	eval-auc:0.704962	train-auc:0.959951
[78]	eval-auc:0.705515	train-auc:0.960146
[79]	eval-auc:0.704798	train-auc:0.961484
[80]	eval-auc:0.703876	train-auc:0.961423
[81]	eval-auc:0.702156	train-auc:0.962454
[82]	eval-auc:0.702108	train-auc:0.9632
[83]	eval-auc:0.701808	train-auc:0.963255
[84]	eval-auc:0.701403	train-auc:0.963611
[85]	eval-auc:0.699535	train-auc:0.963814
[86]	eval-auc:0.699466	train-auc:0.963779
[87]	eval-auc:0.701449	train-auc:0.964561
[88]	eval-auc:0.700784	train-auc:0.965375
[89]	eval-auc:0.701632	train-auc:0.966132
[90]	eval-auc:0.70128	train-auc:0.966837
[91]	eval-auc:0.700793	train-auc:0.967468
[92]	eval-auc:0.699974	train-auc:0.96758
[93]	eval-auc:0.700548	train-auc:0.967816
[94]	eval-auc:0.699399	train-auc:0.968441
[95]	eval-auc:0.698294	train-auc:0.968875
[96]	eval-auc:0.699571	train-auc:0.96949
[97]	eval-auc:0.698548	train-auc:0.96941
[98]	eval-auc:0.697956	train-auc:0.970028
[99]	eval-auc:0.696751	train-auc:0.971007
[100]	eval-auc:0.697639	train-auc:0.971135
[101]	eval-auc:0.697344	train-auc:0.971587
[102]	eval-auc:0.698839	train-auc:0.972608
[103]	eval-auc:0.699179	train-auc:0.973461
[104]	eval-auc:0.698102	train-auc:0.973462
[105]	eval-auc:0.697682	train-auc:0.973741
[106]	eval-auc:0.698551	train-auc:0.974355
[107]	eval-auc:0.697062	train-auc:0.975248
[108]	eval-auc:0.696324	train-auc:0.975977
[109]	eval-auc:0.694202	train-auc:0.976336
[110]	eval-auc:0.693828	train-auc:0.976459
[111]	eval-auc:0.69345	train-auc:0.976824
[112]	eval-auc:0.692935	train-auc:0.977649
[113]	eval-auc:0.692631	train-auc:0.977858
[114]	eval-auc:0.692631	train-auc:0.978402
[115]	eval-auc:0.690159	train-auc:0.979024
[116]	eval-auc:0.689596	train-auc:0.97935
[117]	eval-auc:0.690828	train-auc:0.979516
[118]	eval-auc:0.690826	train-auc:0.980012
[119]	eval-auc:0.691795	train-auc:0.980165
[120]	eval-auc:0.691638	train-auc:0.980377
[121]	eval-auc:0.692106	train-auc:0.98065
[122]	eval-auc:0.692958	train-auc:0.980921
[123]	eval-auc:0.692725	train-auc:0.981343
[124]	eval-auc:0.692034	train-auc:0.981718
[125]	eval-auc:0.693602	train-auc:0.982257
[126]	eval-auc:0.693913	train-auc:0.982609
[127]	eval-auc:0.693223	train-auc:0.982486
[128]	eval-auc:0.694068	train-auc:0.982953
[129]	eval-auc:0.695794	train-auc:0.983639
[130]	eval-auc:0.695487	train-auc:0.984038
[131]	eval-auc:0.696203	train-auc:0.98395
[132]	eval-auc:0.695704	train-auc:0.984437
[133]	eval-auc:0.695448	train-auc:0.984632
[134]	eval-auc:0.696339	train-auc:0.984666
[135]	eval-auc:0.696062	train-auc:0.984778
[136]	eval-auc:0.6965	train-auc:0.985257
[137]	eval-auc:0.696505	train-auc:0.985688
[138]	eval-auc:0.696619	train-auc:0.986008
[139]	eval-auc:0.696895	train-auc:0.986121
[140]	eval-auc:0.697134	train-auc:0.986177
[141]	eval-auc:0.695844	train-auc:0.98663
[142]	eval-auc:0.695871	train-auc:0.986692
[143]	eval-auc:0.696575	train-auc:0.987245
[144]	eval-auc:0.696835	train-auc:0.987719
[145]	eval-auc:0.697092	train-auc:0.98773
[146]	eval-auc:0.69723	train-auc:0.987885
[147]	eval-auc:0.696928	train-auc:0.988031
[148]	eval-auc:0.69648	train-auc:0.98821
[149]	eval-auc:0.696436	train-auc:0.988388
[150]	eval-auc:0.696282	train-auc:0.988469
[151]	eval-auc:0.697731	train-auc:0.988607
[152]	eval-auc:0.698088	train-auc:0.988779
[153]	eval-auc:0.698717	train-auc:0.989054
[154]	eval-auc:0.698783	train-auc:0.989448
[155]	eval-auc:0.699561	train-auc:0.989464
[156]	eval-auc:0.699017	train-auc:0.989602
[157]	eval-auc:0.699276	train-auc:0.989824
[158]	eval-auc:0.69975	train-auc:0.989958
[159]	eval-auc:0.697779	train-auc:0.990147
[160]	eval-auc:0.69701	train-auc:0.990361
[161]	eval-auc:0.697791	train-auc:0.99065
[162]	eval-auc:0.698343	train-auc:0.990643
[163]	eval-auc:0.698125	train-auc:0.990753
[164]	eval-auc:0.697169	train-auc:0.990687
[165]	eval-auc:0.698233	train-auc:0.990535
[166]	eval-auc:0.697877	train-auc:0.990522
[167]	eval-auc:0.698302	train-auc:0.990588
[168]	eval-auc:0.697607	train-auc:0.990563
[169]	eval-auc:0.697735	train-auc:0.990659
[170]	eval-auc:0.697124	train-auc:0.991075
[171]	eval-auc:0.697365	train-auc:0.991094
[172]	eval-auc:0.697359	train-auc:0.991437
[173]	eval-auc:0.696838	train-auc:0.991521
[174]	eval-auc:0.69641	train-auc:0.991551
[175]	eval-auc:0.696479	train-auc:0.991518
[176]	eval-auc:0.69618	train-auc:0.991491
[177]	eval-auc:0.696042	train-auc:0.991628
[178]	eval-auc:0.695972	train-auc:0.991726
[179]	eval-auc:0.695267	train-auc:0.992044
[180]	eval-auc:0.69599	train-auc:0.992047
[181]	eval-auc:0.69558	train-auc:0.992115
[182]	eval-auc:0.695757	train-auc:0.992261
[183]	eval-auc:0.695682	train-auc:0.99232
[184]	eval-auc:0.695456	train-auc:0.992301
[185]	eval-auc:0.694827	train-auc:0.99233
[186]	eval-auc:0.694935	train-auc:0.99244
[187]	eval-auc:0.694781	train-auc:0.992679
[188]	eval-auc:0.694779	train-auc:0.992758
[189]	eval-auc:0.695296	train-auc:0.992605
[190]	eval-auc:0.695622	train-auc:0.992624
[191]	eval-auc:0.695692	train-auc:0.992833
[192]	eval-auc:0.69461	train-auc:0.992911
[193]	eval-auc:0.694463	train-auc:0.992951
[194]	eval-auc:0.693851	train-auc:0.993047
[195]	eval-auc:0.693331	train-auc:0.993086
[196]	eval-auc:0.693551	train-auc:0.993154
[197]	eval-auc:0.694297	train-auc:0.993241
[198]	eval-auc:0.693587	train-auc:0.993417
[199]	eval-auc:0.693788	train-auc:0.993538
[200]	eval-auc:0.693727	train-auc:0.993641
[201]	eval-auc:0.694202	train-auc:0.993599
[202]	eval-auc:0.694612	train-auc:0.993616
[203]	eval-auc:0.694801	train-auc:0.993756
[204]	eval-auc:0.695201	train-auc:0.993896
[205]	eval-auc:0.695478	train-auc:0.993915
[206]	eval-auc:0.695497	train-auc:0.99402
[207]	eval-auc:0.694511	train-auc:0.994149
[208]	eval-auc:0.694155	train-auc:0.994285
[209]	eval-auc:0.694015	train-auc:0.994452
[210]	eval-auc:0.694738	train-auc:0.994472
[211]	eval-auc:0.693931	train-auc:0.994458
[212]	eval-auc:0.694352	train-auc:0.994681
[213]	eval-auc:0.694164	train-auc:0.994723
[214]	eval-auc:0.694342	train-auc:0.994891
[215]	eval-auc:0.694029	train-auc:0.995043
[216]	eval-auc:0.694473	train-auc:0.995073
[217]	eval-auc:0.693957	train-auc:0.995126
[218]	eval-auc:0.692948	train-auc:0.995131
[219]	eval-auc:0.693409	train-auc:0.995259
[220]	eval-auc:0.691777	train-auc:0.995318
[221]	eval-auc:0.690954	train-auc:0.995545
[222]	eval-auc:0.689569	train-auc:0.995668
[223]	eval-auc:0.6894	train-auc:0.995663
[224]	eval-auc:0.689291	train-auc:0.995764
[225]	eval-auc:0.689662	train-auc:0.995815
[226]	eval-auc:0.689782	train-auc:0.995889
[227]	eval-auc:0.688629	train-auc:0.995923
[228]	eval-auc:0.689229	train-auc:0.996068
[229]	eval-auc:0.68841	train-auc:0.996231
[230]	eval-auc:0.688286	train-auc:0.996291
[231]	eval-auc:0.688707	train-auc:0.996336
[232]	eval-auc:0.688605	train-auc:0.996377
[233]	eval-auc:0.688218	train-auc:0.996383
[234]	eval-auc:0.688326	train-auc:0.996443
[235]	eval-auc:0.687851	train-auc:0.996509
[236]	eval-auc:0.688352	train-auc:0.996558
[237]	eval-auc:0.687994	train-auc:0.99655
[238]	eval-auc:0.688139	train-auc:0.996568
[239]	eval-auc:0.687263	train-auc:0.996545
[240]	eval-auc:0.687233	train-auc:0.996629
[241]	eval-auc:0.687507	train-auc:0.996634
[242]	eval-auc:0.687017	train-auc:0.996709
[243]	eval-auc:0.68784	train-auc:0.996726
[244]	eval-auc:0.687409	train-auc:0.996754
[245]	eval-auc:0.687769	train-auc:0.996797
[246]	eval-auc:0.688165	train-auc:0.996835
[247]	eval-auc:0.687662	train-auc:0.996922
[248]	eval-auc:0.686787	train-auc:0.996982
[249]	eval-auc:0.68758	train-auc:0.997053
[250]	eval-auc:0.687813	train-auc:0.997231
[251]	eval-auc:0.687697	train-auc:0.997293
[252]	eval-auc:0.688034	train-auc:0.997314
[253]	eval-auc:0.688724	train-auc:0.997246
[254]	eval-auc:0.689226	train-auc:0.997301
[255]	eval-auc:0.689062	train-auc:0.997388
[256]	eval-auc:0.689008	train-auc:0.997377
[257]	eval-auc:0.68896	train-auc:0.997497
[258]	eval-auc:0.688143	train-auc:0.997519
[259]	eval-auc:0.687571	train-auc:0.997563
[260]	eval-auc:0.687385	train-auc:0.997552
[261]	eval-auc:0.6879	train-auc:0.997611
[262]	eval-auc:0.688104	train-auc:0.997611
[263]	eval-auc:0.687932	train-auc:0.997633
[264]	eval-auc:0.687839	train-auc:0.997662
[265]	eval-auc:0.687687	train-auc:0.99773
[266]	eval-auc:0.686844	train-auc:0.997775
[267]	eval-auc:0.686805	train-auc:0.99787
[268]	eval-auc:0.686459	train-auc:0.997888
[269]	eval-auc:0.686261	train-auc:0.997896
[270]	eval-auc:0.685453	train-auc:0.998031
[271]	eval-auc:0.684432	train-auc:0.998074
[272]	eval-auc:0.683397	train-auc:0.998101
[273]	eval-auc:0.683753	train-auc:0.998131
[274]	eval-auc:0.68363	train-auc:0.99817
[275]	eval-auc:0.684215	train-auc:0.998134
[276]	eval-auc:0.687163	train-auc:0.99816
[277]	eval-auc:0.686694	train-auc:0.998174
[278]	eval-auc:0.687236	train-auc:0.998203
[279]	eval-auc:0.687081	train-auc:0.998226
[280]	eval-auc:0.686688	train-auc:0.998214
[281]	eval-auc:0.686098	train-auc:0.998301
[282]	eval-auc:0.686857	train-auc:0.998343
[283]	eval-auc:0.686704	train-auc:0.998481
[284]	eval-auc:0.685591	train-auc:0.998555
[285]	eval-auc:0.685451	train-auc:0.998553
[286]	eval-auc:0.685677	train-auc:0.998575
[287]	eval-auc:0.685241	train-auc:0.998626
[288]	eval-auc:0.684457	train-auc:0.998669
[289]	eval-auc:0.684005	train-auc:0.998689
[290]	eval-auc:0.68493	train-auc:0.998707
[291]	eval-auc:0.684521	train-auc:0.998734
[292]	eval-auc:0.684611	train-auc:0.998729
[293]	eval-auc:0.68478	train-auc:0.998752
[294]	eval-auc:0.684897	train-auc:0.998756
[295]	eval-auc:0.684241	train-auc:0.998786
[296]	eval-auc:0.683998	train-auc:0.998831
[297]	eval-auc:0.684055	train-auc:0.998834
[298]	eval-auc:0.683549	train-auc:0.998919
[299]	eval-auc:0.68349	train-auc:0.99894
[300]	eval-auc:0.683884	train-auc:0.998981
[301]	eval-auc:0.683504	train-auc:0.999014
[302]	eval-auc:0.682823	train-auc:0.998998
[303]	eval-auc:0.682993	train-auc:0.999025
[304]	eval-auc:0.682963	train-auc:0.999044
[305]	eval-auc:0.682911	train-auc:0.999046
[306]	eval-auc:0.682305	train-auc:0.999081
[307]	eval-auc:0.682948	train-auc:0.999097
[308]	eval-auc:0.682626	train-auc:0.999106
[309]	eval-auc:0.682646	train-auc:0.999111
[310]	eval-auc:0.682051	train-auc:0.999115
	Score 0.6820508837968546


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 104.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.666128	train-auc:0.694804
[3]	eval-auc:0.697974	train-auc:0.716164
[4]	eval-auc:0.697974	train-auc:0.716164
[5]	eval-auc:0.695448	train-auc:0.714102
[6]	eval-auc:0.695524	train-auc:0.714421
[7]	eval-auc:0.69497	train-auc:0.713814
[8]	eval-auc:0.694833	train-auc:0.713644
[9]	eval-auc:0.695672	train-auc:0.714426
[10]	eval-auc:0.697531	train-auc:0.714833
[11]	eval-auc:0.697367	train-auc:0.714747
[12]	eval-auc:0.696686	train-auc:0.715323
[13]	eval-auc:0.697416	train-auc:0.715596
[14]	eval-auc:0.697346	train-auc:0.715187
[15]	eval-auc:0.697842	train-auc:0.716506
[16]	eval-auc:0.697909	train-auc:0.716911
[17]	eval-auc:0.697809	train-auc:0.717769
[18]	eval-auc:0.698033	train-auc:0.718022
[19]	eval-auc:0.697213	train-auc:0.718013
[20]	eval-auc:0.697947	train-auc:0.718973
[21]	eval-auc:0.697688	train-auc:0.719205
[22]	eval-auc:0.697953	train-auc:0.720728
[23]	eval-auc:0.698171	train-auc:0.721089
[24]	eval-auc:0.698462	train-auc:0.722346
[25]	eval-auc:0.699085	train-auc:0.722666
[26]	eval-auc:0.69928	train-auc:0.723144
[27]	eval-auc:0.700072	train-auc:0.72402
[28]	eval-auc:0.699526	train-auc:0.723571
[29]	eval-auc:0.699833	train-auc:0.724075
[30]	eval-auc:0.699913	train-auc:0.724842
[31]	eval-auc:0.702315	train-auc:0.72737
[32]	eval-auc:0.702098	train-auc:0.725237
[33]	eval-auc:0.703043	train-auc:0.7256
[34]	eval-auc:0.700643	train-auc:0.72663
[35]	eval-auc:0.698993	train-auc:0.725089
[36]	eval-auc:0.698312	train-auc:0.723761
[37]	eval-auc:0.698609	train-auc:0.72411
[38]	eval-auc:0.699259	train-auc:0.72564
[39]	eval-auc:0.698322	train-auc:0.725213
[40]	eval-auc:0.697685	train-auc:0.723811
[41]	eval-auc:0.698518	train-auc:0.725525
[42]	eval-auc:0.698185	train-auc:0.727232
[43]	eval-auc:0.699919	train-auc:0.727643
[44]	eval-auc:0.699332	train-auc:0.726357
[45]	eval-auc:0.700296	train-auc:0.726484
[46]	eval-auc:0.700017	train-auc:0.726938
[47]	eval-auc:0.69937	train-auc:0.727935
[48]	eval-auc:0.699844	train-auc:0.728068
[49]	eval-auc:0.699813	train-auc:0.727151
[50]	eval-auc:0.699887	train-auc:0.727201
[51]	eval-auc:0.699934	train-auc:0.725821
[52]	eval-auc:0.700785	train-auc:0.726462
[53]	eval-auc:0.700354	train-auc:0.725243
[54]	eval-auc:0.700864	train-auc:0.725748
[55]	eval-auc:0.701582	train-auc:0.725822
[56]	eval-auc:0.70213	train-auc:0.726309
[57]	eval-auc:0.701909	train-auc:0.726672
[58]	eval-auc:0.701298	train-auc:0.727367
[59]	eval-auc:0.701699	train-auc:0.728417
[60]	eval-auc:0.701938	train-auc:0.728905
[61]	eval-auc:0.702506	train-auc:0.729789
[62]	eval-auc:0.702554	train-auc:0.730098
[63]	eval-auc:0.703445	train-auc:0.731128
[64]	eval-auc:0.703513	train-auc:0.731068
[65]	eval-auc:0.704035	train-auc:0.731167
[66]	eval-auc:0.703923	train-auc:0.731641
[67]	eval-auc:0.704394	train-auc:0.731993
[68]	eval-auc:0.704491	train-auc:0.732332
[69]	eval-auc:0.705121	train-auc:0.732527
[70]	eval-auc:0.705311	train-auc:0.732361
[71]	eval-auc:0.705506	train-auc:0.732333
[72]	eval-auc:0.704603	train-auc:0.732691
[73]	eval-auc:0.704662	train-auc:0.732432
[74]	eval-auc:0.704459	train-auc:0.732874
[75]	eval-auc:0.704046	train-auc:0.732935
[76]	eval-auc:0.703569	train-auc:0.733283
[77]	eval-auc:0.703883	train-auc:0.733647
[78]	eval-auc:0.703795	train-auc:0.733894
[79]	eval-auc:0.703799	train-auc:0.73443
[80]	eval-auc:0.703534	train-auc:0.734187
[81]	eval-auc:0.703505	train-auc:0.733861
[82]	eval-auc:0.703674	train-auc:0.734005
[83]	eval-auc:0.7039	train-auc:0.734106
[84]	eval-auc:0.704905	train-auc:0.734863
[85]	eval-auc:0.705214	train-auc:0.735073
[86]	eval-auc:0.705452	train-auc:0.735505
[87]	eval-auc:0.705506	train-auc:0.735917
[88]	eval-auc:0.706266	train-auc:0.736477
[89]	eval-auc:0.706476	train-auc:0.736747
[90]	eval-auc:0.706778	train-auc:0.736944
[91]	eval-auc:0.706696	train-auc:0.736873
[92]	eval-auc:0.707063	train-auc:0.737196
[93]	eval-auc:0.707212	train-auc:0.737399
[94]	eval-auc:0.7082	train-auc:0.73792
[95]	eval-auc:0.70848	train-auc:0.738175
[96]	eval-auc:0.708596	train-auc:0.73851
[97]	eval-auc:0.708839	train-auc:0.738949
[98]	eval-auc:0.708578	train-auc:0.739328
[99]	eval-auc:0.708629	train-auc:0.739437
[100]	eval-auc:0.708975	train-auc:0.739536
[101]	eval-auc:0.709251	train-auc:0.739685
[102]	eval-auc:0.709353	train-auc:0.739923
[103]	eval-auc:0.709599	train-auc:0.739997
	Score 0.7095994895783844


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 8, 'min_child_weight': 2.0, 'n_estimators': 101.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.6964	train-auc:0.825501
[1]	eval-auc:0.663645	train-auc:0.880949
[2]	eval-auc:0.674532	train-auc:0.901899
[3]	eval-auc:0.661014	train-auc:0.898691
[4]	eval-auc:0.671188	train-auc:0.908007
[5]	eval-auc:0.677671	train-auc:0.919225
[6]	eval-auc:0.68206	train-auc:0.921903
[7]	eval-auc:0.682859	train-auc:0.924532
[8]	eval-auc:0.682568	train-auc:0.92956
[9]	eval-auc:0.687524	train-auc:0.933254
[10]	eval-auc:0.689199	train-auc:0.935257
[11]	eval-auc:0.689665	train-auc:0.938041
[12]	eval-auc:0.689422	train-auc:0.940338
[13]	eval-auc:0.690055	train-auc:0.945053
[14]	eval-auc:0.689929	train-auc:0.94563
[15]	eval-auc:0.689121	train-auc:0.955189
[16]	eval-auc:0.688961	train-auc:0.95856
[17]	eval-auc:0.687938	train-auc:0.9648
[18]	eval-auc:0.688985	train-auc:0.965401
[19]	eval-auc:0.687488	train-auc:0.968108
[20]	eval-auc:0.689001	train-auc:0.970069
[21]	eval-auc:0.690711	train-auc:0.972633
[22]	eval-auc:0.692169	train-auc:0.972947
[23]	eval-auc:0.691974	train-auc:0.974083
[24]	eval-auc:0.691881	train-auc:0.974421
[25]	eval-auc:0.692329	train-auc:0.976081
[26]	eval-auc:0.693288	train-auc:0.978561
[27]	eval-auc:0.692604	train-auc:0.979389
[28]	eval-auc:0.692016	train-auc:0.980941
[29]	eval-auc:0.691977	train-auc:0.98175
[30]	eval-auc:0.692266	train-auc:0.983469
[31]	eval-auc:0.693384	train-auc:0.984361
[32]	eval-auc:0.69382	train-auc:0.985122
[33]	eval-auc:0.693187	train-auc:0.985637
[34]	eval-auc:0.693943	train-auc:0.985871
[35]	eval-auc:0.693823	train-auc:0.986565
[36]	eval-auc:0.69395	train-auc:0.986713
[37]	eval-auc:0.693886	train-auc:0.986825
[38]	eval-auc:0.694811	train-auc:0.987356
[39]	eval-auc:0.695724	train-auc:0.987879
[40]	eval-auc:0.694416	train-auc:0.988191
[41]	eval-auc:0.694475	train-auc:0.988225
[42]	eval-auc:0.69469	train-auc:0.989464
[43]	eval-auc:0.694	train-auc:0.989881
[44]	eval-auc:0.694283	train-auc:0.990049
[45]	eval-auc:0.694007	train-auc:0.990832
[46]	eval-auc:0.693452	train-auc:0.991468
[47]	eval-auc:0.692754	train-auc:0.991703
[48]	eval-auc:0.692305	train-auc:0.991987
[49]	eval-auc:0.692686	train-auc:0.991968
[50]	eval-auc:0.692858	train-auc:0.992168
[51]	eval-auc:0.69334	train-auc:0.992275
[52]	eval-auc:0.693366	train-auc:0.992802
[53]	eval-auc:0.693651	train-auc:0.993273
[54]	eval-auc:0.69298	train-auc:0.993304
[55]	eval-auc:0.692698	train-auc:0.993339
[56]	eval-auc:0.69236	train-auc:0.993609
[57]	eval-auc:0.691842	train-auc:0.993928
[58]	eval-auc:0.692597	train-auc:0.994122
[59]	eval-auc:0.692596	train-auc:0.994381
[60]	eval-auc:0.692645	train-auc:0.994449
[61]	eval-auc:0.693246	train-auc:0.99474
[62]	eval-auc:0.693706	train-auc:0.994901
[63]	eval-auc:0.693622	train-auc:0.99498
[64]	eval-auc:0.693657	train-auc:0.995483
[65]	eval-auc:0.693677	train-auc:0.995655
[66]	eval-auc:0.693465	train-auc:0.995769
[67]	eval-auc:0.694222	train-auc:0.995765
[68]	eval-auc:0.694945	train-auc:0.995897
[69]	eval-auc:0.694825	train-auc:0.996106
[70]	eval-auc:0.695554	train-auc:0.996294
[71]	eval-auc:0.695856	train-auc:0.996308
[72]	eval-auc:0.69546	train-auc:0.996457
[73]	eval-auc:0.695923	train-auc:0.996704
[74]	eval-auc:0.696002	train-auc:0.996787
[75]	eval-auc:0.695413	train-auc:0.996965
[76]	eval-auc:0.695678	train-auc:0.997034
[77]	eval-auc:0.695823	train-auc:0.997044
[78]	eval-auc:0.695925	train-auc:0.997148
[79]	eval-auc:0.695389	train-auc:0.997193
[80]	eval-auc:0.695217	train-auc:0.997456
[81]	eval-auc:0.695142	train-auc:0.997453
[82]	eval-auc:0.69491	train-auc:0.997558
[83]	eval-auc:0.695218	train-auc:0.997716
[84]	eval-auc:0.695393	train-auc:0.997708
[85]	eval-auc:0.695349	train-auc:0.997712
[86]	eval-auc:0.695402	train-auc:0.997929
[87]	eval-auc:0.69523	train-auc:0.99798
[88]	eval-auc:0.695331	train-auc:0.998076
[89]	eval-auc:0.695376	train-auc:0.998082
[90]	eval-auc:0.695529	train-auc:0.998149
[91]	eval-auc:0.695063	train-auc:0.998312
[92]	eval-auc:0.694898	train-auc:0.998407
[93]	eval-auc:0.694712	train-auc:0.998474
[94]	eval-auc:0.694572	train-auc:0.998544
[95]	eval-auc:0.69482	train-auc:0.998553
[96]	eval-auc:0.694743	train-auc:0.998576
[97]	eval-auc:0.694693	train-auc:0.998579
[98]	eval-auc:0.694437	train-auc:0.998653
[99]	eval-auc:0.694329	train-auc:0.998675
[100]	eval-auc:0.693797	train-auc:0.998788
	Score 0.6937972809998904


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.4, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 4, 'min_child_weight': 3.0, 'n_estimators': 236.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.713565	train-auc:0.732886
[1]	eval-auc:0.694021	train-auc:0.764538
[2]	eval-auc:0.694323	train-auc:0.780585
[3]	eval-auc:0.692056	train-auc:0.791686
[4]	eval-auc:0.699491	train-auc:0.801148
[5]	eval-auc:0.702485	train-auc:0.814412
[6]	eval-auc:0.70789	train-auc:0.822882
[7]	eval-auc:0.709858	train-auc:0.828136
[8]	eval-auc:0.711894	train-auc:0.832486
[9]	eval-auc:0.709514	train-auc:0.835766
[10]	eval-auc:0.710112	train-auc:0.842177
[11]	eval-auc:0.714845	train-auc:0.851303
[12]	eval-auc:0.712883	train-auc:0.858224
[13]	eval-auc:0.712226	train-auc:0.858437
[14]	eval-auc:0.712555	train-auc:0.863044
[15]	eval-auc:0.711507	train-auc:0.865192
[16]	eval-auc:0.707532	train-auc:0.871455
[17]	eval-auc:0.706677	train-auc:0.876571
[18]	eval-auc:0.702411	train-auc:0.881858
[19]	eval-auc:0.699526	train-auc:0.885444
[20]	eval-auc:0.700559	train-auc:0.890254
[21]	eval-auc:0.699836	train-auc:0.894002
[22]	eval-auc:0.703374	train-auc:0.897232
[23]	eval-auc:0.705704	train-auc:0.898113
[24]	eval-auc:0.706803	train-auc:0.904557
[25]	eval-auc:0.707019	train-auc:0.906744
[26]	eval-auc:0.708994	train-auc:0.909001
[27]	eval-auc:0.705034	train-auc:0.911292
[28]	eval-auc:0.702791	train-auc:0.916826
[29]	eval-auc:0.703177	train-auc:0.918335
[30]	eval-auc:0.696965	train-auc:0.921956
[31]	eval-auc:0.698799	train-auc:0.927121
[32]	eval-auc:0.698114	train-auc:0.9296
[33]	eval-auc:0.700171	train-auc:0.931017
[34]	eval-auc:0.700711	train-auc:0.931776
[35]	eval-auc:0.695791	train-auc:0.935153
[36]	eval-auc:0.693992	train-auc:0.93832
[37]	eval-auc:0.694178	train-auc:0.939945
[38]	eval-auc:0.694807	train-auc:0.9402
[39]	eval-auc:0.691821	train-auc:0.942839
[40]	eval-auc:0.691187	train-auc:0.943593
[41]	eval-auc:0.690957	train-auc:0.945389
[42]	eval-auc:0.690406	train-auc:0.948529
[43]	eval-auc:0.687338	train-auc:0.950451
[44]	eval-auc:0.688832	train-auc:0.952135
[45]	eval-auc:0.690938	train-auc:0.954069
[46]	eval-auc:0.694382	train-auc:0.956171
[47]	eval-auc:0.695917	train-auc:0.957891
[48]	eval-auc:0.696069	train-auc:0.959209
[49]	eval-auc:0.696072	train-auc:0.959396
[50]	eval-auc:0.69426	train-auc:0.961391
[51]	eval-auc:0.693401	train-auc:0.961996
[52]	eval-auc:0.693048	train-auc:0.963165
[53]	eval-auc:0.693864	train-auc:0.964126
[54]	eval-auc:0.6944	train-auc:0.965388
[55]	eval-auc:0.694653	train-auc:0.965993
[56]	eval-auc:0.696497	train-auc:0.966813
[57]	eval-auc:0.696215	train-auc:0.967541
[58]	eval-auc:0.697042	train-auc:0.969417
[59]	eval-auc:0.696231	train-auc:0.971744
[60]	eval-auc:0.697954	train-auc:0.97291
[61]	eval-auc:0.697111	train-auc:0.973181
[62]	eval-auc:0.697886	train-auc:0.973505
[63]	eval-auc:0.696963	train-auc:0.973913
[64]	eval-auc:0.698279	train-auc:0.97479
[65]	eval-auc:0.698707	train-auc:0.975432
[66]	eval-auc:0.697979	train-auc:0.975602
[67]	eval-auc:0.698332	train-auc:0.976391
[68]	eval-auc:0.697504	train-auc:0.976559
[69]	eval-auc:0.697039	train-auc:0.977337
[70]	eval-auc:0.697963	train-auc:0.978551
[71]	eval-auc:0.697842	train-auc:0.97888
[72]	eval-auc:0.697309	train-auc:0.979573
[73]	eval-auc:0.695551	train-auc:0.980286
[74]	eval-auc:0.694752	train-auc:0.980646
[75]	eval-auc:0.694993	train-auc:0.981028
[76]	eval-auc:0.694193	train-auc:0.981195
[77]	eval-auc:0.694583	train-auc:0.981373
[78]	eval-auc:0.693386	train-auc:0.981842
[79]	eval-auc:0.693027	train-auc:0.982344
[80]	eval-auc:0.692063	train-auc:0.983024
[81]	eval-auc:0.693234	train-auc:0.983187
[82]	eval-auc:0.692916	train-auc:0.983231
[83]	eval-auc:0.693398	train-auc:0.983303
[84]	eval-auc:0.693644	train-auc:0.983942
[85]	eval-auc:0.69386	train-auc:0.984366
[86]	eval-auc:0.695197	train-auc:0.984674
[87]	eval-auc:0.694469	train-auc:0.98525
[88]	eval-auc:0.694757	train-auc:0.986068
[89]	eval-auc:0.693781	train-auc:0.98636
[90]	eval-auc:0.693829	train-auc:0.986817
[91]	eval-auc:0.694312	train-auc:0.986863
[92]	eval-auc:0.694738	train-auc:0.98707
[93]	eval-auc:0.695223	train-auc:0.987339
[94]	eval-auc:0.694629	train-auc:0.987391
[95]	eval-auc:0.695264	train-auc:0.987484
[96]	eval-auc:0.695501	train-auc:0.987803
[97]	eval-auc:0.69581	train-auc:0.988056
[98]	eval-auc:0.695819	train-auc:0.98815
[99]	eval-auc:0.695702	train-auc:0.988574
[100]	eval-auc:0.695716	train-auc:0.988789
[101]	eval-auc:0.695558	train-auc:0.989053
[102]	eval-auc:0.695497	train-auc:0.989104
[103]	eval-auc:0.69468	train-auc:0.989332
[104]	eval-auc:0.694752	train-auc:0.989691
[105]	eval-auc:0.694303	train-auc:0.989903
[106]	eval-auc:0.693677	train-auc:0.99023
[107]	eval-auc:0.693974	train-auc:0.990514
[108]	eval-auc:0.692887	train-auc:0.99072
[109]	eval-auc:0.693092	train-auc:0.990761
[110]	eval-auc:0.692929	train-auc:0.990994
[111]	eval-auc:0.692879	train-auc:0.990997
[112]	eval-auc:0.692581	train-auc:0.991336
[113]	eval-auc:0.691952	train-auc:0.991382
[114]	eval-auc:0.692524	train-auc:0.991923
[115]	eval-auc:0.693082	train-auc:0.992052
[116]	eval-auc:0.69752	train-auc:0.992387
[117]	eval-auc:0.698373	train-auc:0.992674
[118]	eval-auc:0.699247	train-auc:0.992939
[119]	eval-auc:0.698968	train-auc:0.993047
[120]	eval-auc:0.699249	train-auc:0.993143
[121]	eval-auc:0.698367	train-auc:0.993496
[122]	eval-auc:0.698043	train-auc:0.993715
[123]	eval-auc:0.698344	train-auc:0.99397
[124]	eval-auc:0.700363	train-auc:0.994438
[125]	eval-auc:0.69959	train-auc:0.994527
[126]	eval-auc:0.69901	train-auc:0.994683
[127]	eval-auc:0.699981	train-auc:0.994827
[128]	eval-auc:0.699326	train-auc:0.994896
[129]	eval-auc:0.699809	train-auc:0.995056
[130]	eval-auc:0.699485	train-auc:0.99515
[131]	eval-auc:0.698991	train-auc:0.995274
[132]	eval-auc:0.697563	train-auc:0.995371
[133]	eval-auc:0.697517	train-auc:0.995487
[134]	eval-auc:0.697779	train-auc:0.995507
[135]	eval-auc:0.698282	train-auc:0.995564
[136]	eval-auc:0.698384	train-auc:0.995618
[137]	eval-auc:0.698463	train-auc:0.995626
[138]	eval-auc:0.699349	train-auc:0.995731
[139]	eval-auc:0.698751	train-auc:0.995751
[140]	eval-auc:0.699133	train-auc:0.995928
[141]	eval-auc:0.699089	train-auc:0.996041
[142]	eval-auc:0.698777	train-auc:0.996242
[143]	eval-auc:0.699077	train-auc:0.996435
[144]	eval-auc:0.699354	train-auc:0.996523
[145]	eval-auc:0.699614	train-auc:0.996589
[146]	eval-auc:0.699217	train-auc:0.996678
[147]	eval-auc:0.698944	train-auc:0.996845
[148]	eval-auc:0.699087	train-auc:0.996959
[149]	eval-auc:0.699348	train-auc:0.997015
[150]	eval-auc:0.699198	train-auc:0.997135
[151]	eval-auc:0.69906	train-auc:0.997192
[152]	eval-auc:0.699571	train-auc:0.997295
[153]	eval-auc:0.698976	train-auc:0.997403
[154]	eval-auc:0.69839	train-auc:0.997461
[155]	eval-auc:0.699902	train-auc:0.997597
[156]	eval-auc:0.699709	train-auc:0.997606
[157]	eval-auc:0.699576	train-auc:0.99763
[158]	eval-auc:0.698719	train-auc:0.997693
[159]	eval-auc:0.698836	train-auc:0.997689
[160]	eval-auc:0.699016	train-auc:0.997696
[161]	eval-auc:0.69869	train-auc:0.997698
[162]	eval-auc:0.699556	train-auc:0.997989
[163]	eval-auc:0.699061	train-auc:0.998062
[164]	eval-auc:0.700197	train-auc:0.998112
[165]	eval-auc:0.700662	train-auc:0.998225
[166]	eval-auc:0.699826	train-auc:0.998282
[167]	eval-auc:0.699734	train-auc:0.998349
[168]	eval-auc:0.698863	train-auc:0.998458
[169]	eval-auc:0.698746	train-auc:0.998505
[170]	eval-auc:0.698777	train-auc:0.99852
[171]	eval-auc:0.698932	train-auc:0.998556
[172]	eval-auc:0.698933	train-auc:0.998621
[173]	eval-auc:0.699503	train-auc:0.998628
[174]	eval-auc:0.699215	train-auc:0.998691
[175]	eval-auc:0.699186	train-auc:0.998706
[176]	eval-auc:0.699215	train-auc:0.998727
[177]	eval-auc:0.699113	train-auc:0.998729
[178]	eval-auc:0.698187	train-auc:0.998769
[179]	eval-auc:0.69805	train-auc:0.998825
[180]	eval-auc:0.697636	train-auc:0.998887
[181]	eval-auc:0.696908	train-auc:0.998962
[182]	eval-auc:0.697537	train-auc:0.998985
[183]	eval-auc:0.696494	train-auc:0.998963
[184]	eval-auc:0.697577	train-auc:0.998993
[185]	eval-auc:0.69786	train-auc:0.999095
[186]	eval-auc:0.696537	train-auc:0.999124
[187]	eval-auc:0.697208	train-auc:0.999166
[188]	eval-auc:0.697195	train-auc:0.999162
[189]	eval-auc:0.697423	train-auc:0.999163
[190]	eval-auc:0.698464	train-auc:0.999188
[191]	eval-auc:0.698889	train-auc:0.999189
[192]	eval-auc:0.698863	train-auc:0.999158
[193]	eval-auc:0.697354	train-auc:0.999191
[194]	eval-auc:0.696759	train-auc:0.999194
[195]	eval-auc:0.697076	train-auc:0.999229
[196]	eval-auc:0.697275	train-auc:0.99923
[197]	eval-auc:0.697787	train-auc:0.999252
[198]	eval-auc:0.697941	train-auc:0.999264
[199]	eval-auc:0.698184	train-auc:0.999262
[200]	eval-auc:0.697939	train-auc:0.999291
[201]	eval-auc:0.697939	train-auc:0.999291
[202]	eval-auc:0.697939	train-auc:0.999291
[203]	eval-auc:0.697939	train-auc:0.999291
[204]	eval-auc:0.697939	train-auc:0.999291
[205]	eval-auc:0.697939	train-auc:0.999291
[206]	eval-auc:0.697939	train-auc:0.999291
[207]	eval-auc:0.697939	train-auc:0.999291
[208]	eval-auc:0.697939	train-auc:0.999291
[209]	eval-auc:0.697939	train-auc:0.999291
[210]	eval-auc:0.697939	train-auc:0.999291
[211]	eval-auc:0.697939	train-auc:0.999291
[212]	eval-auc:0.697939	train-auc:0.999291
[213]	eval-auc:0.697939	train-auc:0.999291
[214]	eval-auc:0.697939	train-auc:0.999291
[215]	eval-auc:0.697939	train-auc:0.999291
[216]	eval-auc:0.697939	train-auc:0.999291
[217]	eval-auc:0.697939	train-auc:0.999291
[218]	eval-auc:0.697939	train-auc:0.999291
[219]	eval-auc:0.697939	train-auc:0.999291
[220]	eval-auc:0.697939	train-auc:0.999291
[221]	eval-auc:0.697939	train-auc:0.999291
[222]	eval-auc:0.697939	train-auc:0.999291
[223]	eval-auc:0.697939	train-auc:0.999291
[224]	eval-auc:0.697939	train-auc:0.999291
[225]	eval-auc:0.697939	train-auc:0.999291
[226]	eval-auc:0.697939	train-auc:0.999291
[227]	eval-auc:0.697939	train-auc:0.999291
[228]	eval-auc:0.697939	train-auc:0.999291
[229]	eval-auc:0.697939	train-auc:0.999291
[230]	eval-auc:0.697939	train-auc:0.999291
[231]	eval-auc:0.697939	train-auc:0.999291
[232]	eval-auc:0.697939	train-auc:0.999291
[233]	eval-auc:0.697939	train-auc:0.999291
[234]	eval-auc:0.697939	train-auc:0.999291
[235]	eval-auc:0.697939	train-auc:0.999291
	Score 0.6979391270450366


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 151.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.666128	train-auc:0.694804
[3]	eval-auc:0.695401	train-auc:0.714353
[4]	eval-auc:0.699777	train-auc:0.717242
[5]	eval-auc:0.696849	train-auc:0.716586
[6]	eval-auc:0.696546	train-auc:0.716826
[7]	eval-auc:0.696692	train-auc:0.716866
[8]	eval-auc:0.700351	train-auc:0.718953
[9]	eval-auc:0.699817	train-auc:0.718944
[10]	eval-auc:0.70015	train-auc:0.718677
[11]	eval-auc:0.700976	train-auc:0.71935
[12]	eval-auc:0.702274	train-auc:0.719323
[13]	eval-auc:0.701853	train-auc:0.720403
[14]	eval-auc:0.708182	train-auc:0.724275
[15]	eval-auc:0.702778	train-auc:0.722842
[16]	eval-auc:0.703024	train-auc:0.722729
[17]	eval-auc:0.702255	train-auc:0.721442
[18]	eval-auc:0.701714	train-auc:0.721722
[19]	eval-auc:0.703145	train-auc:0.722675
[20]	eval-auc:0.700416	train-auc:0.71966
[21]	eval-auc:0.699597	train-auc:0.720367
[22]	eval-auc:0.699655	train-auc:0.721706
[23]	eval-auc:0.699885	train-auc:0.721299
[24]	eval-auc:0.703902	train-auc:0.724765
[25]	eval-auc:0.703146	train-auc:0.725128
[26]	eval-auc:0.70266	train-auc:0.725924
[27]	eval-auc:0.701555	train-auc:0.7265
[28]	eval-auc:0.703336	train-auc:0.72667
[29]	eval-auc:0.701939	train-auc:0.727223
[30]	eval-auc:0.700691	train-auc:0.728856
[31]	eval-auc:0.699795	train-auc:0.72703
[32]	eval-auc:0.699686	train-auc:0.727419
[33]	eval-auc:0.701559	train-auc:0.727713
[34]	eval-auc:0.700101	train-auc:0.728583
[35]	eval-auc:0.698836	train-auc:0.728666
[36]	eval-auc:0.699215	train-auc:0.72699
[37]	eval-auc:0.69871	train-auc:0.726766
[38]	eval-auc:0.698643	train-auc:0.727423
[39]	eval-auc:0.699028	train-auc:0.728645
[40]	eval-auc:0.698486	train-auc:0.727468
[41]	eval-auc:0.701033	train-auc:0.728297
[42]	eval-auc:0.702022	train-auc:0.729116
[43]	eval-auc:0.703047	train-auc:0.729563
[44]	eval-auc:0.704201	train-auc:0.730705
[45]	eval-auc:0.703224	train-auc:0.730633
[46]	eval-auc:0.702852	train-auc:0.730087
[47]	eval-auc:0.702902	train-auc:0.730673
[48]	eval-auc:0.703731	train-auc:0.731617
[49]	eval-auc:0.703734	train-auc:0.731472
[50]	eval-auc:0.70385	train-auc:0.731561
[51]	eval-auc:0.704794	train-auc:0.731937
[52]	eval-auc:0.704912	train-auc:0.732113
[53]	eval-auc:0.704801	train-auc:0.731919
[54]	eval-auc:0.70524	train-auc:0.732246
[55]	eval-auc:0.705557	train-auc:0.732601
[56]	eval-auc:0.706041	train-auc:0.732892
[57]	eval-auc:0.706249	train-auc:0.732787
[58]	eval-auc:0.705751	train-auc:0.733357
[59]	eval-auc:0.706642	train-auc:0.733988
[60]	eval-auc:0.706793	train-auc:0.734433
[61]	eval-auc:0.706977	train-auc:0.735042
[62]	eval-auc:0.707223	train-auc:0.735165
[63]	eval-auc:0.707451	train-auc:0.735646
[64]	eval-auc:0.707623	train-auc:0.73629
[65]	eval-auc:0.707726	train-auc:0.737063
[66]	eval-auc:0.708252	train-auc:0.738504
[67]	eval-auc:0.708174	train-auc:0.738535
[68]	eval-auc:0.708534	train-auc:0.738737
[69]	eval-auc:0.70748	train-auc:0.739895
[70]	eval-auc:0.707414	train-auc:0.739623
[71]	eval-auc:0.707957	train-auc:0.74014
[72]	eval-auc:0.70725	train-auc:0.740414
[73]	eval-auc:0.706361	train-auc:0.740493
[74]	eval-auc:0.706742	train-auc:0.740484
[75]	eval-auc:0.706699	train-auc:0.740766
[76]	eval-auc:0.707011	train-auc:0.740881
[77]	eval-auc:0.70736	train-auc:0.741358
[78]	eval-auc:0.707916	train-auc:0.741695
[79]	eval-auc:0.708397	train-auc:0.742101
[80]	eval-auc:0.709076	train-auc:0.742941
[81]	eval-auc:0.709221	train-auc:0.743092
[82]	eval-auc:0.707845	train-auc:0.743909
[83]	eval-auc:0.707599	train-auc:0.743975
[84]	eval-auc:0.708615	train-auc:0.744962
[85]	eval-auc:0.708691	train-auc:0.745129
[86]	eval-auc:0.709184	train-auc:0.745725
[87]	eval-auc:0.708252	train-auc:0.746831
[88]	eval-auc:0.708621	train-auc:0.7476
[89]	eval-auc:0.708138	train-auc:0.748423
[90]	eval-auc:0.70825	train-auc:0.748464
[91]	eval-auc:0.707517	train-auc:0.748533
[92]	eval-auc:0.708026	train-auc:0.748284
[93]	eval-auc:0.707902	train-auc:0.74856
[94]	eval-auc:0.708632	train-auc:0.749224
[95]	eval-auc:0.708624	train-auc:0.749616
[96]	eval-auc:0.709218	train-auc:0.75022
[97]	eval-auc:0.708929	train-auc:0.750754
[98]	eval-auc:0.708869	train-auc:0.751155
[99]	eval-auc:0.708908	train-auc:0.751213
[100]	eval-auc:0.709316	train-auc:0.751336
[101]	eval-auc:0.709488	train-auc:0.751335
[102]	eval-auc:0.709545	train-auc:0.751713
[103]	eval-auc:0.709226	train-auc:0.751971
[104]	eval-auc:0.709259	train-auc:0.752132
[105]	eval-auc:0.708951	train-auc:0.752206
[106]	eval-auc:0.709024	train-auc:0.752243
[107]	eval-auc:0.709475	train-auc:0.75244
[108]	eval-auc:0.710021	train-auc:0.752109
[109]	eval-auc:0.709779	train-auc:0.752333
[110]	eval-auc:0.710175	train-auc:0.752529
[111]	eval-auc:0.710643	train-auc:0.752804
[112]	eval-auc:0.711351	train-auc:0.753342
[113]	eval-auc:0.711003	train-auc:0.753927
[114]	eval-auc:0.711284	train-auc:0.753644
[115]	eval-auc:0.71146	train-auc:0.753981
[116]	eval-auc:0.71143	train-auc:0.754166
[117]	eval-auc:0.711451	train-auc:0.754472
[118]	eval-auc:0.711776	train-auc:0.755704
[119]	eval-auc:0.710949	train-auc:0.755784
[120]	eval-auc:0.710995	train-auc:0.756521
[121]	eval-auc:0.711002	train-auc:0.757013
[122]	eval-auc:0.711096	train-auc:0.757687
[123]	eval-auc:0.711329	train-auc:0.758538
[124]	eval-auc:0.711288	train-auc:0.758752
[125]	eval-auc:0.710888	train-auc:0.759323
[126]	eval-auc:0.711309	train-auc:0.759807
[127]	eval-auc:0.711333	train-auc:0.759992
[128]	eval-auc:0.711237	train-auc:0.760392
[129]	eval-auc:0.711613	train-auc:0.760762
[130]	eval-auc:0.712123	train-auc:0.760963
[131]	eval-auc:0.711824	train-auc:0.760657
[132]	eval-auc:0.711996	train-auc:0.760946
[133]	eval-auc:0.711795	train-auc:0.761338
[134]	eval-auc:0.711687	train-auc:0.76167
[135]	eval-auc:0.711934	train-auc:0.762146
[136]	eval-auc:0.71215	train-auc:0.762829
[137]	eval-auc:0.712021	train-auc:0.763168
[138]	eval-auc:0.712044	train-auc:0.763344
[139]	eval-auc:0.712021	train-auc:0.763333
[140]	eval-auc:0.712241	train-auc:0.763317
[141]	eval-auc:0.712366	train-auc:0.764019
[142]	eval-auc:0.711997	train-auc:0.764248
[143]	eval-auc:0.712289	train-auc:0.76511
[144]	eval-auc:0.712126	train-auc:0.765474
[145]	eval-auc:0.712497	train-auc:0.765752
[146]	eval-auc:0.711897	train-auc:0.765746
[147]	eval-auc:0.711595	train-auc:0.766206
[148]	eval-auc:0.711525	train-auc:0.766479
[149]	eval-auc:0.711431	train-auc:0.766943
[150]	eval-auc:0.711383	train-auc:0.767136
	Score 0.7113833765790789


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 204.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.666128	train-auc:0.694804
[3]	eval-auc:0.665851	train-auc:0.69434
[4]	eval-auc:0.668537	train-auc:0.692604
[5]	eval-auc:0.668537	train-auc:0.692604
[6]	eval-auc:0.697974	train-auc:0.716164
[7]	eval-auc:0.697974	train-auc:0.716164
[8]	eval-auc:0.697974	train-auc:0.716164
[9]	eval-auc:0.695401	train-auc:0.714353
[10]	eval-auc:0.695781	train-auc:0.716265
[11]	eval-auc:0.695781	train-auc:0.716265
[12]	eval-auc:0.696087	train-auc:0.717033
[13]	eval-auc:0.695564	train-auc:0.717267
[14]	eval-auc:0.695539	train-auc:0.717249
[15]	eval-auc:0.695798	train-auc:0.717325
[16]	eval-auc:0.696451	train-auc:0.71754
[17]	eval-auc:0.696664	train-auc:0.717708
[18]	eval-auc:0.696667	train-auc:0.717668
[19]	eval-auc:0.696062	train-auc:0.720136
[20]	eval-auc:0.698383	train-auc:0.721262
[21]	eval-auc:0.698954	train-auc:0.720808
[22]	eval-auc:0.699024	train-auc:0.720927
[23]	eval-auc:0.700175	train-auc:0.721429
[24]	eval-auc:0.699988	train-auc:0.721018
[25]	eval-auc:0.699884	train-auc:0.721044
[26]	eval-auc:0.699358	train-auc:0.721017
[27]	eval-auc:0.699463	train-auc:0.720907
[28]	eval-auc:0.699358	train-auc:0.720879
[29]	eval-auc:0.6993	train-auc:0.720866
[30]	eval-auc:0.698695	train-auc:0.720882
[31]	eval-auc:0.697718	train-auc:0.720274
[32]	eval-auc:0.697694	train-auc:0.72027
[33]	eval-auc:0.697696	train-auc:0.719657
[34]	eval-auc:0.697798	train-auc:0.719503
[35]	eval-auc:0.697595	train-auc:0.719596
[36]	eval-auc:0.698592	train-auc:0.721059
[37]	eval-auc:0.699548	train-auc:0.721244
[38]	eval-auc:0.699507	train-auc:0.72119
[39]	eval-auc:0.699827	train-auc:0.721845
[40]	eval-auc:0.698889	train-auc:0.723655
[41]	eval-auc:0.698627	train-auc:0.723849
[42]	eval-auc:0.698956	train-auc:0.723832
[43]	eval-auc:0.699138	train-auc:0.724098
[44]	eval-auc:0.699235	train-auc:0.724007
[45]	eval-auc:0.699296	train-auc:0.724205
[46]	eval-auc:0.699061	train-auc:0.724183
[47]	eval-auc:0.700309	train-auc:0.726358
[48]	eval-auc:0.699441	train-auc:0.724449
[49]	eval-auc:0.699629	train-auc:0.724799
[50]	eval-auc:0.699171	train-auc:0.72509
[51]	eval-auc:0.698427	train-auc:0.724145
[52]	eval-auc:0.699166	train-auc:0.726061
[53]	eval-auc:0.697281	train-auc:0.72445
[54]	eval-auc:0.698805	train-auc:0.727325
[55]	eval-auc:0.69903	train-auc:0.727562
[56]	eval-auc:0.702153	train-auc:0.728494
[57]	eval-auc:0.702592	train-auc:0.726627
[58]	eval-auc:0.699358	train-auc:0.726501
[59]	eval-auc:0.699112	train-auc:0.726912
[60]	eval-auc:0.699705	train-auc:0.727487
[61]	eval-auc:0.701792	train-auc:0.728036
[62]	eval-auc:0.700106	train-auc:0.727874
[63]	eval-auc:0.699768	train-auc:0.727504
[64]	eval-auc:0.700905	train-auc:0.728559
[65]	eval-auc:0.700298	train-auc:0.727377
[66]	eval-auc:0.699881	train-auc:0.726865
[67]	eval-auc:0.700612	train-auc:0.72798
[68]	eval-auc:0.700072	train-auc:0.727618
[69]	eval-auc:0.700428	train-auc:0.726613
[70]	eval-auc:0.6996	train-auc:0.725898
[71]	eval-auc:0.700199	train-auc:0.725758
[72]	eval-auc:0.699396	train-auc:0.724883
[73]	eval-auc:0.699873	train-auc:0.726066
[74]	eval-auc:0.69968	train-auc:0.725174
[75]	eval-auc:0.699161	train-auc:0.724802
[76]	eval-auc:0.699901	train-auc:0.725709
[77]	eval-auc:0.701083	train-auc:0.726892
[78]	eval-auc:0.699834	train-auc:0.726092
[79]	eval-auc:0.700768	train-auc:0.727093
[80]	eval-auc:0.699674	train-auc:0.726092
[81]	eval-auc:0.69954	train-auc:0.72553
[82]	eval-auc:0.699447	train-auc:0.724935
[83]	eval-auc:0.699524	train-auc:0.725909
[84]	eval-auc:0.699723	train-auc:0.725585
[85]	eval-auc:0.699492	train-auc:0.72508
[86]	eval-auc:0.699935	train-auc:0.725759
[87]	eval-auc:0.699886	train-auc:0.726601
[88]	eval-auc:0.699701	train-auc:0.72683
[89]	eval-auc:0.699256	train-auc:0.727892
[90]	eval-auc:0.699032	train-auc:0.727691
[91]	eval-auc:0.698892	train-auc:0.727288
[92]	eval-auc:0.698892	train-auc:0.726617
[93]	eval-auc:0.69879	train-auc:0.726818
[94]	eval-auc:0.698654	train-auc:0.726972
[95]	eval-auc:0.698758	train-auc:0.727132
[96]	eval-auc:0.699482	train-auc:0.728233
[97]	eval-auc:0.699514	train-auc:0.728398
[98]	eval-auc:0.698956	train-auc:0.728112
[99]	eval-auc:0.698831	train-auc:0.727623
[100]	eval-auc:0.698821	train-auc:0.727826
[101]	eval-auc:0.699724	train-auc:0.727989
[102]	eval-auc:0.700209	train-auc:0.728197
[103]	eval-auc:0.700296	train-auc:0.728669
[104]	eval-auc:0.701055	train-auc:0.728881
[105]	eval-auc:0.700927	train-auc:0.728899
[106]	eval-auc:0.700628	train-auc:0.728806
[107]	eval-auc:0.700615	train-auc:0.728662
[108]	eval-auc:0.700292	train-auc:0.728057
[109]	eval-auc:0.70038	train-auc:0.72836
[110]	eval-auc:0.700773	train-auc:0.728528
[111]	eval-auc:0.701482	train-auc:0.728648
[112]	eval-auc:0.701674	train-auc:0.728653
[113]	eval-auc:0.702389	train-auc:0.729235
[114]	eval-auc:0.702618	train-auc:0.729258
[115]	eval-auc:0.702434	train-auc:0.729126
[116]	eval-auc:0.70229	train-auc:0.729161
[117]	eval-auc:0.702274	train-auc:0.729394
[118]	eval-auc:0.702765	train-auc:0.729324
[119]	eval-auc:0.702705	train-auc:0.728821
[120]	eval-auc:0.702104	train-auc:0.729156
[121]	eval-auc:0.702092	train-auc:0.729238
[122]	eval-auc:0.70209	train-auc:0.728632
[123]	eval-auc:0.701929	train-auc:0.727948
[124]	eval-auc:0.702076	train-auc:0.72803
[125]	eval-auc:0.701961	train-auc:0.728052
[126]	eval-auc:0.702057	train-auc:0.728163
[127]	eval-auc:0.702239	train-auc:0.72831
[128]	eval-auc:0.702574	train-auc:0.728506
[129]	eval-auc:0.702571	train-auc:0.728688
[130]	eval-auc:0.703024	train-auc:0.729159
[131]	eval-auc:0.70291	train-auc:0.729253
[132]	eval-auc:0.702795	train-auc:0.729544
[133]	eval-auc:0.702725	train-auc:0.729887
[134]	eval-auc:0.702677	train-auc:0.72985
[135]	eval-auc:0.703292	train-auc:0.730209
[136]	eval-auc:0.702985	train-auc:0.73041
[137]	eval-auc:0.702722	train-auc:0.730864
[138]	eval-auc:0.702786	train-auc:0.730689
[139]	eval-auc:0.70335	train-auc:0.731195
[140]	eval-auc:0.703444	train-auc:0.731306
[141]	eval-auc:0.703895	train-auc:0.731422
[142]	eval-auc:0.703675	train-auc:0.731634
[143]	eval-auc:0.704027	train-auc:0.731675
[144]	eval-auc:0.70391	train-auc:0.731963
[145]	eval-auc:0.703888	train-auc:0.732067
[146]	eval-auc:0.703593	train-auc:0.732259
[147]	eval-auc:0.703861	train-auc:0.732492
[148]	eval-auc:0.703815	train-auc:0.732271
[149]	eval-auc:0.703669	train-auc:0.731947
[150]	eval-auc:0.703899	train-auc:0.731961
[151]	eval-auc:0.704002	train-auc:0.732111
[152]	eval-auc:0.704116	train-auc:0.732365
[153]	eval-auc:0.704287	train-auc:0.732556
[154]	eval-auc:0.704419	train-auc:0.73273
[155]	eval-auc:0.704539	train-auc:0.732765
[156]	eval-auc:0.70461	train-auc:0.73292
[157]	eval-auc:0.704756	train-auc:0.732869
[158]	eval-auc:0.705131	train-auc:0.733111
[159]	eval-auc:0.705256	train-auc:0.733324
[160]	eval-auc:0.705055	train-auc:0.733616
[161]	eval-auc:0.705055	train-auc:0.733505
[162]	eval-auc:0.704852	train-auc:0.733163
[163]	eval-auc:0.704941	train-auc:0.733341
[164]	eval-auc:0.70505	train-auc:0.733401
[165]	eval-auc:0.705115	train-auc:0.733385
[166]	eval-auc:0.705063	train-auc:0.733622
[167]	eval-auc:0.705107	train-auc:0.733511
[168]	eval-auc:0.705363	train-auc:0.733466
[169]	eval-auc:0.705429	train-auc:0.733516
[170]	eval-auc:0.705845	train-auc:0.733871
[171]	eval-auc:0.705908	train-auc:0.734076
[172]	eval-auc:0.705787	train-auc:0.733605
[173]	eval-auc:0.705825	train-auc:0.733718
[174]	eval-auc:0.706068	train-auc:0.733864
[175]	eval-auc:0.706133	train-auc:0.733893
[176]	eval-auc:0.706153	train-auc:0.734345
[177]	eval-auc:0.705844	train-auc:0.734334
[178]	eval-auc:0.70591	train-auc:0.734316
[179]	eval-auc:0.705864	train-auc:0.734543
[180]	eval-auc:0.705829	train-auc:0.734678
[181]	eval-auc:0.70608	train-auc:0.73498
[182]	eval-auc:0.706245	train-auc:0.734955
[183]	eval-auc:0.70652	train-auc:0.734905
[184]	eval-auc:0.706397	train-auc:0.73491
[185]	eval-auc:0.706434	train-auc:0.735095
[186]	eval-auc:0.706543	train-auc:0.734963
[187]	eval-auc:0.706624	train-auc:0.735233
[188]	eval-auc:0.70685	train-auc:0.735439
[189]	eval-auc:0.706873	train-auc:0.735461
[190]	eval-auc:0.707056	train-auc:0.735582
[191]	eval-auc:0.707089	train-auc:0.735767
[192]	eval-auc:0.707062	train-auc:0.735923
[193]	eval-auc:0.707053	train-auc:0.736097
[194]	eval-auc:0.707065	train-auc:0.736217
[195]	eval-auc:0.707184	train-auc:0.736329
[196]	eval-auc:0.707231	train-auc:0.736434
[197]	eval-auc:0.707321	train-auc:0.73652
[198]	eval-auc:0.707426	train-auc:0.736712
[199]	eval-auc:0.707508	train-auc:0.736752
[200]	eval-auc:0.707476	train-auc:0.736927
[201]	eval-auc:0.707331	train-auc:0.737395
[202]	eval-auc:0.707448	train-auc:0.737645
[203]	eval-auc:0.707544	train-auc:0.737817
	Score 0.7075437939309773


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 124.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.666128	train-auc:0.694804
[3]	eval-auc:0.697974	train-auc:0.716164
[4]	eval-auc:0.697974	train-auc:0.716164
[5]	eval-auc:0.695448	train-auc:0.714102
[6]	eval-auc:0.695524	train-auc:0.714421
[7]	eval-auc:0.69497	train-auc:0.713814
[8]	eval-auc:0.694833	train-auc:0.713644
[9]	eval-auc:0.695672	train-auc:0.714426
[10]	eval-auc:0.697531	train-auc:0.714833
[11]	eval-auc:0.697367	train-auc:0.714747
[12]	eval-auc:0.696686	train-auc:0.715323
[13]	eval-auc:0.697416	train-auc:0.715596
[14]	eval-auc:0.697346	train-auc:0.715187
[15]	eval-auc:0.697842	train-auc:0.716506
[16]	eval-auc:0.697909	train-auc:0.716911
[17]	eval-auc:0.697809	train-auc:0.717769
[18]	eval-auc:0.698033	train-auc:0.718022
[19]	eval-auc:0.697213	train-auc:0.718013
[20]	eval-auc:0.697947	train-auc:0.718973
[21]	eval-auc:0.697688	train-auc:0.719205
[22]	eval-auc:0.697953	train-auc:0.720728
[23]	eval-auc:0.698171	train-auc:0.721089
[24]	eval-auc:0.698462	train-auc:0.722346
[25]	eval-auc:0.699085	train-auc:0.722666
[26]	eval-auc:0.69928	train-auc:0.723144
[27]	eval-auc:0.700072	train-auc:0.72402
[28]	eval-auc:0.699526	train-auc:0.723571
[29]	eval-auc:0.699833	train-auc:0.724075
[30]	eval-auc:0.699913	train-auc:0.724842
[31]	eval-auc:0.702315	train-auc:0.72737
[32]	eval-auc:0.702098	train-auc:0.725237
[33]	eval-auc:0.703043	train-auc:0.7256
[34]	eval-auc:0.700643	train-auc:0.72663
[35]	eval-auc:0.698993	train-auc:0.725089
[36]	eval-auc:0.698312	train-auc:0.723761
[37]	eval-auc:0.698609	train-auc:0.72411
[38]	eval-auc:0.699259	train-auc:0.72564
[39]	eval-auc:0.698322	train-auc:0.725213
[40]	eval-auc:0.697685	train-auc:0.723811
[41]	eval-auc:0.698518	train-auc:0.725525
[42]	eval-auc:0.698185	train-auc:0.727232
[43]	eval-auc:0.699919	train-auc:0.727643
[44]	eval-auc:0.699332	train-auc:0.726357
[45]	eval-auc:0.700296	train-auc:0.726484
[46]	eval-auc:0.700017	train-auc:0.726938
[47]	eval-auc:0.69937	train-auc:0.727935
[48]	eval-auc:0.699844	train-auc:0.728068
[49]	eval-auc:0.699813	train-auc:0.727151
[50]	eval-auc:0.699887	train-auc:0.727201
[51]	eval-auc:0.699934	train-auc:0.725821
[52]	eval-auc:0.700785	train-auc:0.726462
[53]	eval-auc:0.700354	train-auc:0.725243
[54]	eval-auc:0.700864	train-auc:0.725748
[55]	eval-auc:0.701582	train-auc:0.725822
[56]	eval-auc:0.70213	train-auc:0.726309
[57]	eval-auc:0.701909	train-auc:0.726672
[58]	eval-auc:0.701298	train-auc:0.727367
[59]	eval-auc:0.701699	train-auc:0.728417
[60]	eval-auc:0.701938	train-auc:0.728905
[61]	eval-auc:0.702506	train-auc:0.729789
[62]	eval-auc:0.702554	train-auc:0.730098
[63]	eval-auc:0.703445	train-auc:0.731128
[64]	eval-auc:0.703513	train-auc:0.731068
[65]	eval-auc:0.704035	train-auc:0.731167
[66]	eval-auc:0.703923	train-auc:0.731641
[67]	eval-auc:0.704394	train-auc:0.731993
[68]	eval-auc:0.704491	train-auc:0.732332
[69]	eval-auc:0.705121	train-auc:0.732527
[70]	eval-auc:0.705311	train-auc:0.732361
[71]	eval-auc:0.705506	train-auc:0.732333
[72]	eval-auc:0.704603	train-auc:0.732691
[73]	eval-auc:0.704662	train-auc:0.732432
[74]	eval-auc:0.704459	train-auc:0.732874
[75]	eval-auc:0.704046	train-auc:0.732935
[76]	eval-auc:0.703569	train-auc:0.733283
[77]	eval-auc:0.703883	train-auc:0.733647
[78]	eval-auc:0.703795	train-auc:0.733894
[79]	eval-auc:0.703799	train-auc:0.73443
[80]	eval-auc:0.703534	train-auc:0.734187
[81]	eval-auc:0.703505	train-auc:0.733861
[82]	eval-auc:0.703674	train-auc:0.734005
[83]	eval-auc:0.7039	train-auc:0.734106
[84]	eval-auc:0.704905	train-auc:0.734863
[85]	eval-auc:0.705214	train-auc:0.735073
[86]	eval-auc:0.705452	train-auc:0.735505
[87]	eval-auc:0.705506	train-auc:0.735917
[88]	eval-auc:0.706266	train-auc:0.736477
[89]	eval-auc:0.706476	train-auc:0.736747
[90]	eval-auc:0.706778	train-auc:0.736944
[91]	eval-auc:0.706696	train-auc:0.736873
[92]	eval-auc:0.707063	train-auc:0.737196
[93]	eval-auc:0.707212	train-auc:0.737399
[94]	eval-auc:0.7082	train-auc:0.73792
[95]	eval-auc:0.70848	train-auc:0.738175
[96]	eval-auc:0.708596	train-auc:0.73851
[97]	eval-auc:0.708839	train-auc:0.738949
[98]	eval-auc:0.708578	train-auc:0.739328
[99]	eval-auc:0.708629	train-auc:0.739437
[100]	eval-auc:0.708975	train-auc:0.739536
[101]	eval-auc:0.709251	train-auc:0.739685
[102]	eval-auc:0.709353	train-auc:0.739923
[103]	eval-auc:0.709599	train-auc:0.739997
[104]	eval-auc:0.709647	train-auc:0.740062
[105]	eval-auc:0.709708	train-auc:0.740127
[106]	eval-auc:0.70938	train-auc:0.740516
[107]	eval-auc:0.709528	train-auc:0.740773
[108]	eval-auc:0.709491	train-auc:0.740572
[109]	eval-auc:0.709554	train-auc:0.740696
[110]	eval-auc:0.709721	train-auc:0.740702
[111]	eval-auc:0.709954	train-auc:0.741045
[112]	eval-auc:0.709931	train-auc:0.74118
[113]	eval-auc:0.709987	train-auc:0.74132
[114]	eval-auc:0.71019	train-auc:0.741072
[115]	eval-auc:0.709711	train-auc:0.741067
[116]	eval-auc:0.709912	train-auc:0.741096
[117]	eval-auc:0.710024	train-auc:0.741409
[118]	eval-auc:0.710222	train-auc:0.741446
[119]	eval-auc:0.709508	train-auc:0.741445
[120]	eval-auc:0.709757	train-auc:0.742021
[121]	eval-auc:0.709504	train-auc:0.742421
[122]	eval-auc:0.710028	train-auc:0.742859
[123]	eval-auc:0.709951	train-auc:0.743052
	Score 0.7099504805759602


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 153.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.68202	train-auc:0.696061
[2]	eval-auc:0.707295	train-auc:0.709978
[3]	eval-auc:0.708037	train-auc:0.712319
[4]	eval-auc:0.70311	train-auc:0.709624
[5]	eval-auc:0.706779	train-auc:0.710075
[6]	eval-auc:0.701579	train-auc:0.708431
[7]	eval-auc:0.706399	train-auc:0.711615
[8]	eval-auc:0.702255	train-auc:0.710209
[9]	eval-auc:0.702939	train-auc:0.710278
[10]	eval-auc:0.701532	train-auc:0.710809
[11]	eval-auc:0.700353	train-auc:0.7139
[12]	eval-auc:0.706316	train-auc:0.717564
[13]	eval-auc:0.703164	train-auc:0.717867
[14]	eval-auc:0.70534	train-auc:0.7224
[15]	eval-auc:0.702099	train-auc:0.721436
[16]	eval-auc:0.70204	train-auc:0.725429
[17]	eval-auc:0.701076	train-auc:0.722839
[18]	eval-auc:0.704584	train-auc:0.725545
[19]	eval-auc:0.706221	train-auc:0.726869
[20]	eval-auc:0.706953	train-auc:0.728909
[21]	eval-auc:0.706224	train-auc:0.728739
[22]	eval-auc:0.706284	train-auc:0.729509
[23]	eval-auc:0.705941	train-auc:0.730509
[24]	eval-auc:0.705175	train-auc:0.731244
[25]	eval-auc:0.70548	train-auc:0.730434
[26]	eval-auc:0.704491	train-auc:0.730344
[27]	eval-auc:0.705899	train-auc:0.731516
[28]	eval-auc:0.707002	train-auc:0.733001
[29]	eval-auc:0.707881	train-auc:0.733661
[30]	eval-auc:0.707808	train-auc:0.734448
[31]	eval-auc:0.70847	train-auc:0.735453
[32]	eval-auc:0.708665	train-auc:0.735695
[33]	eval-auc:0.709078	train-auc:0.737433
[34]	eval-auc:0.709261	train-auc:0.737634
[35]	eval-auc:0.710583	train-auc:0.739033
[36]	eval-auc:0.710155	train-auc:0.739647
[37]	eval-auc:0.710376	train-auc:0.739916
[38]	eval-auc:0.710802	train-auc:0.741135
[39]	eval-auc:0.710681	train-auc:0.741794
[40]	eval-auc:0.710675	train-auc:0.742322
[41]	eval-auc:0.709982	train-auc:0.742075
[42]	eval-auc:0.71019	train-auc:0.742634
[43]	eval-auc:0.710451	train-auc:0.742691
[44]	eval-auc:0.710108	train-auc:0.743762
[45]	eval-auc:0.710386	train-auc:0.743253
[46]	eval-auc:0.708986	train-auc:0.743629
[47]	eval-auc:0.709559	train-auc:0.744122
[48]	eval-auc:0.710436	train-auc:0.745014
[49]	eval-auc:0.71048	train-auc:0.745483
[50]	eval-auc:0.710462	train-auc:0.745825
[51]	eval-auc:0.710223	train-auc:0.746537
[52]	eval-auc:0.710183	train-auc:0.747533
[53]	eval-auc:0.711115	train-auc:0.749809
[54]	eval-auc:0.711004	train-auc:0.751677
[55]	eval-auc:0.711054	train-auc:0.75231
[56]	eval-auc:0.710381	train-auc:0.753828
[57]	eval-auc:0.710367	train-auc:0.754286
[58]	eval-auc:0.710802	train-auc:0.754993
[59]	eval-auc:0.710822	train-auc:0.755177
[60]	eval-auc:0.708782	train-auc:0.756382
[61]	eval-auc:0.707923	train-auc:0.755746
[62]	eval-auc:0.708296	train-auc:0.756302
[63]	eval-auc:0.70839	train-auc:0.756776
[64]	eval-auc:0.707876	train-auc:0.75808
[65]	eval-auc:0.707325	train-auc:0.759272
[66]	eval-auc:0.707771	train-auc:0.760069
[67]	eval-auc:0.708001	train-auc:0.76086
[68]	eval-auc:0.707055	train-auc:0.760986
[69]	eval-auc:0.707669	train-auc:0.762147
[70]	eval-auc:0.707369	train-auc:0.762643
[71]	eval-auc:0.707683	train-auc:0.762889
[72]	eval-auc:0.707793	train-auc:0.763269
[73]	eval-auc:0.707805	train-auc:0.763367
[74]	eval-auc:0.708894	train-auc:0.764226
[75]	eval-auc:0.70727	train-auc:0.765936
[76]	eval-auc:0.70747	train-auc:0.76615
[77]	eval-auc:0.70738	train-auc:0.76655
[78]	eval-auc:0.707475	train-auc:0.767729
[79]	eval-auc:0.707519	train-auc:0.767982
[80]	eval-auc:0.707525	train-auc:0.768018
[81]	eval-auc:0.707969	train-auc:0.768984
[82]	eval-auc:0.708186	train-auc:0.769482
[83]	eval-auc:0.708566	train-auc:0.770892
[84]	eval-auc:0.708607	train-auc:0.771794
[85]	eval-auc:0.70997	train-auc:0.773411
[86]	eval-auc:0.710345	train-auc:0.774129
[87]	eval-auc:0.709722	train-auc:0.774408
[88]	eval-auc:0.710425	train-auc:0.774999
[89]	eval-auc:0.710292	train-auc:0.775204
[90]	eval-auc:0.710599	train-auc:0.776455
[91]	eval-auc:0.710813	train-auc:0.776888
[92]	eval-auc:0.711328	train-auc:0.778375
[93]	eval-auc:0.709974	train-auc:0.778918
[94]	eval-auc:0.709532	train-auc:0.780061
[95]	eval-auc:0.709814	train-auc:0.780835
[96]	eval-auc:0.709546	train-auc:0.780915
[97]	eval-auc:0.709462	train-auc:0.780403
[98]	eval-auc:0.709779	train-auc:0.780902
[99]	eval-auc:0.709376	train-auc:0.780626
[100]	eval-auc:0.709054	train-auc:0.781062
[101]	eval-auc:0.707857	train-auc:0.782152
[102]	eval-auc:0.707678	train-auc:0.782934
[103]	eval-auc:0.707579	train-auc:0.78328
[104]	eval-auc:0.707666	train-auc:0.783563
[105]	eval-auc:0.708109	train-auc:0.785639
[106]	eval-auc:0.70778	train-auc:0.786555
[107]	eval-auc:0.708288	train-auc:0.78748
[108]	eval-auc:0.708003	train-auc:0.788235
[109]	eval-auc:0.707794	train-auc:0.78886
[110]	eval-auc:0.70772	train-auc:0.78913
[111]	eval-auc:0.707855	train-auc:0.789531
[112]	eval-auc:0.708304	train-auc:0.789561
[113]	eval-auc:0.707996	train-auc:0.789897
[114]	eval-auc:0.707864	train-auc:0.790874
[115]	eval-auc:0.707739	train-auc:0.791425
[116]	eval-auc:0.707734	train-auc:0.791658
[117]	eval-auc:0.707904	train-auc:0.792179
[118]	eval-auc:0.707717	train-auc:0.792621
[119]	eval-auc:0.707515	train-auc:0.793307
[120]	eval-auc:0.708084	train-auc:0.794157
[121]	eval-auc:0.708815	train-auc:0.794678
[122]	eval-auc:0.709173	train-auc:0.79498
[123]	eval-auc:0.70846	train-auc:0.795419
[124]	eval-auc:0.708688	train-auc:0.79562
[125]	eval-auc:0.708336	train-auc:0.795911
[126]	eval-auc:0.707505	train-auc:0.796649
[127]	eval-auc:0.707951	train-auc:0.797336
[128]	eval-auc:0.708143	train-auc:0.797455
[129]	eval-auc:0.708237	train-auc:0.797956
[130]	eval-auc:0.707947	train-auc:0.79819
[131]	eval-auc:0.706956	train-auc:0.799203
[132]	eval-auc:0.707631	train-auc:0.799866
[133]	eval-auc:0.707299	train-auc:0.800067
[134]	eval-auc:0.70698	train-auc:0.799629
[135]	eval-auc:0.707714	train-auc:0.800313
[136]	eval-auc:0.708077	train-auc:0.800807
[137]	eval-auc:0.708107	train-auc:0.801242
[138]	eval-auc:0.708337	train-auc:0.80188
[139]	eval-auc:0.707806	train-auc:0.802494
[140]	eval-auc:0.707364	train-auc:0.80284
[141]	eval-auc:0.707477	train-auc:0.803352
[142]	eval-auc:0.70783	train-auc:0.804041
[143]	eval-auc:0.707973	train-auc:0.803885
[144]	eval-auc:0.707561	train-auc:0.804794
[145]	eval-auc:0.707755	train-auc:0.805308
[146]	eval-auc:0.707889	train-auc:0.805863
[147]	eval-auc:0.707773	train-auc:0.80643
[148]	eval-auc:0.707537	train-auc:0.807023
[149]	eval-auc:0.70745	train-auc:0.807545
[150]	eval-auc:0.707325	train-auc:0.807796
[151]	eval-auc:0.706939	train-auc:0.808037
[152]	eval-auc:0.706078	train-auc:0.808686
	Score 0.7060781590712519


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 3.0, 'n_estimators': 123.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.698279	train-auc:0.716669
[3]	eval-auc:0.695428	train-auc:0.714394
[4]	eval-auc:0.695446	train-auc:0.715741
[5]	eval-auc:0.693781	train-auc:0.717448
[6]	eval-auc:0.693659	train-auc:0.716654
[7]	eval-auc:0.694726	train-auc:0.717464
[8]	eval-auc:0.693116	train-auc:0.716886
[9]	eval-auc:0.693154	train-auc:0.716513
[10]	eval-auc:0.696479	train-auc:0.71731
[11]	eval-auc:0.697882	train-auc:0.720302
[12]	eval-auc:0.702982	train-auc:0.722557
[13]	eval-auc:0.700203	train-auc:0.721627
[14]	eval-auc:0.699081	train-auc:0.71987
[15]	eval-auc:0.701189	train-auc:0.720914
[16]	eval-auc:0.700534	train-auc:0.72154
[17]	eval-auc:0.697737	train-auc:0.719593
[18]	eval-auc:0.697332	train-auc:0.720108
[19]	eval-auc:0.697404	train-auc:0.721067
[20]	eval-auc:0.69804	train-auc:0.723444
[21]	eval-auc:0.700488	train-auc:0.724793
[22]	eval-auc:0.699399	train-auc:0.723444
[23]	eval-auc:0.699758	train-auc:0.724684
[24]	eval-auc:0.701657	train-auc:0.724494
[25]	eval-auc:0.702138	train-auc:0.725354
[26]	eval-auc:0.701912	train-auc:0.725659
[27]	eval-auc:0.701892	train-auc:0.725957
[28]	eval-auc:0.701303	train-auc:0.725791
[29]	eval-auc:0.702012	train-auc:0.72634
[30]	eval-auc:0.701603	train-auc:0.727169
[31]	eval-auc:0.701633	train-auc:0.72722
[32]	eval-auc:0.702363	train-auc:0.728659
[33]	eval-auc:0.701996	train-auc:0.728392
[34]	eval-auc:0.701732	train-auc:0.729765
[35]	eval-auc:0.701143	train-auc:0.730457
[36]	eval-auc:0.701145	train-auc:0.7294
[37]	eval-auc:0.701021	train-auc:0.728794
[38]	eval-auc:0.700861	train-auc:0.728928
[39]	eval-auc:0.700123	train-auc:0.729573
[40]	eval-auc:0.699252	train-auc:0.729829
[41]	eval-auc:0.700468	train-auc:0.729961
[42]	eval-auc:0.700845	train-auc:0.730654
[43]	eval-auc:0.701531	train-auc:0.73136
[44]	eval-auc:0.702692	train-auc:0.732674
[45]	eval-auc:0.70236	train-auc:0.733133
[46]	eval-auc:0.703578	train-auc:0.733557
[47]	eval-auc:0.704367	train-auc:0.734203
[48]	eval-auc:0.705187	train-auc:0.735374
[49]	eval-auc:0.704476	train-auc:0.73555
[50]	eval-auc:0.704629	train-auc:0.736028
[51]	eval-auc:0.704336	train-auc:0.735635
[52]	eval-auc:0.705276	train-auc:0.736137
[53]	eval-auc:0.705328	train-auc:0.736277
[54]	eval-auc:0.705639	train-auc:0.736589
[55]	eval-auc:0.705375	train-auc:0.73716
[56]	eval-auc:0.705617	train-auc:0.737251
[57]	eval-auc:0.705796	train-auc:0.737503
[58]	eval-auc:0.705346	train-auc:0.737722
[59]	eval-auc:0.70471	train-auc:0.739432
[60]	eval-auc:0.705196	train-auc:0.740266
[61]	eval-auc:0.705745	train-auc:0.740915
[62]	eval-auc:0.705965	train-auc:0.741039
[63]	eval-auc:0.706419	train-auc:0.74329
[64]	eval-auc:0.706532	train-auc:0.743799
[65]	eval-auc:0.706839	train-auc:0.744632
[66]	eval-auc:0.707173	train-auc:0.745844
[67]	eval-auc:0.707422	train-auc:0.746216
[68]	eval-auc:0.707513	train-auc:0.746481
[69]	eval-auc:0.707669	train-auc:0.747562
[70]	eval-auc:0.707044	train-auc:0.747128
[71]	eval-auc:0.707601	train-auc:0.74766
[72]	eval-auc:0.706741	train-auc:0.747843
[73]	eval-auc:0.706741	train-auc:0.749119
[74]	eval-auc:0.705347	train-auc:0.750162
[75]	eval-auc:0.705548	train-auc:0.750342
[76]	eval-auc:0.705929	train-auc:0.750204
[77]	eval-auc:0.706599	train-auc:0.750515
[78]	eval-auc:0.706792	train-auc:0.750993
[79]	eval-auc:0.707458	train-auc:0.751411
[80]	eval-auc:0.706832	train-auc:0.751025
[81]	eval-auc:0.706672	train-auc:0.750983
[82]	eval-auc:0.705113	train-auc:0.75194
[83]	eval-auc:0.705157	train-auc:0.752221
[84]	eval-auc:0.706042	train-auc:0.753429
[85]	eval-auc:0.706072	train-auc:0.753664
[86]	eval-auc:0.706683	train-auc:0.754256
[87]	eval-auc:0.706837	train-auc:0.754624
[88]	eval-auc:0.705665	train-auc:0.75537
[89]	eval-auc:0.705487	train-auc:0.75614
[90]	eval-auc:0.705526	train-auc:0.756148
[91]	eval-auc:0.705636	train-auc:0.756698
[92]	eval-auc:0.704976	train-auc:0.75662
[93]	eval-auc:0.704553	train-auc:0.75712
[94]	eval-auc:0.704124	train-auc:0.758436
[95]	eval-auc:0.704014	train-auc:0.758764
[96]	eval-auc:0.704031	train-auc:0.759862
[97]	eval-auc:0.703592	train-auc:0.760059
[98]	eval-auc:0.703404	train-auc:0.760302
[99]	eval-auc:0.703413	train-auc:0.760341
[100]	eval-auc:0.703538	train-auc:0.760954
[101]	eval-auc:0.70356	train-auc:0.760978
[102]	eval-auc:0.703869	train-auc:0.761554
[103]	eval-auc:0.703604	train-auc:0.761715
[104]	eval-auc:0.704134	train-auc:0.762145
[105]	eval-auc:0.704031	train-auc:0.7628
[106]	eval-auc:0.70408	train-auc:0.763436
[107]	eval-auc:0.704268	train-auc:0.763859
[108]	eval-auc:0.704992	train-auc:0.763949
[109]	eval-auc:0.705423	train-auc:0.764878
[110]	eval-auc:0.705838	train-auc:0.765155
[111]	eval-auc:0.706234	train-auc:0.765788
[112]	eval-auc:0.706722	train-auc:0.766307
[113]	eval-auc:0.706544	train-auc:0.766953
[114]	eval-auc:0.70625	train-auc:0.767183
[115]	eval-auc:0.706267	train-auc:0.76735
[116]	eval-auc:0.705397	train-auc:0.768395
[117]	eval-auc:0.705561	train-auc:0.768733
[118]	eval-auc:0.705459	train-auc:0.769104
[119]	eval-auc:0.705169	train-auc:0.770046
[120]	eval-auc:0.705295	train-auc:0.770954
[121]	eval-auc:0.705296	train-auc:0.771618
[122]	eval-auc:0.705742	train-auc:0.773053
	Score 0.7057423954488422


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 203.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.696196	train-auc:0.712004
[3]	eval-auc:0.696196	train-auc:0.712004
[4]	eval-auc:0.698311	train-auc:0.713349
[5]	eval-auc:0.698311	train-auc:0.713349
[6]	eval-auc:0.700704	train-auc:0.716667
[7]	eval-auc:0.700346	train-auc:0.718183
[8]	eval-auc:0.700422	train-auc:0.71831
[9]	eval-auc:0.700422	train-auc:0.71831
[10]	eval-auc:0.700326	train-auc:0.718365
[11]	eval-auc:0.700234	train-auc:0.71829
[12]	eval-auc:0.698198	train-auc:0.716309
[13]	eval-auc:0.698198	train-auc:0.71631
[14]	eval-auc:0.700433	train-auc:0.719294
[15]	eval-auc:0.69983	train-auc:0.720839
[16]	eval-auc:0.704761	train-auc:0.724167
[17]	eval-auc:0.701199	train-auc:0.722949
[18]	eval-auc:0.701432	train-auc:0.721009
[19]	eval-auc:0.70602	train-auc:0.723597
[20]	eval-auc:0.702462	train-auc:0.721861
[21]	eval-auc:0.704935	train-auc:0.725342
[22]	eval-auc:0.702406	train-auc:0.724101
[23]	eval-auc:0.702109	train-auc:0.722485
[24]	eval-auc:0.705683	train-auc:0.725005
[25]	eval-auc:0.701934	train-auc:0.722312
[26]	eval-auc:0.699683	train-auc:0.720289
[27]	eval-auc:0.703653	train-auc:0.722516
[28]	eval-auc:0.70028	train-auc:0.722513
[29]	eval-auc:0.697771	train-auc:0.720723
[30]	eval-auc:0.69737	train-auc:0.723784
[31]	eval-auc:0.700905	train-auc:0.725638
[32]	eval-auc:0.698832	train-auc:0.725475
[33]	eval-auc:0.700226	train-auc:0.725772
[34]	eval-auc:0.700229	train-auc:0.72634
[35]	eval-auc:0.699522	train-auc:0.726784
[36]	eval-auc:0.699798	train-auc:0.727665
[37]	eval-auc:0.701289	train-auc:0.728075
[38]	eval-auc:0.699725	train-auc:0.728509
[39]	eval-auc:0.701352	train-auc:0.728593
[40]	eval-auc:0.702685	train-auc:0.729261
[41]	eval-auc:0.701288	train-auc:0.729889
[42]	eval-auc:0.700171	train-auc:0.727901
[43]	eval-auc:0.700353	train-auc:0.728001
[44]	eval-auc:0.703081	train-auc:0.729698
[45]	eval-auc:0.703602	train-auc:0.730289
[46]	eval-auc:0.705158	train-auc:0.730576
[47]	eval-auc:0.705572	train-auc:0.730582
[48]	eval-auc:0.70664	train-auc:0.731791
[49]	eval-auc:0.707124	train-auc:0.732469
[50]	eval-auc:0.706942	train-auc:0.732335
[51]	eval-auc:0.706974	train-auc:0.732609
[52]	eval-auc:0.707045	train-auc:0.732758
[53]	eval-auc:0.706232	train-auc:0.733042
[54]	eval-auc:0.707276	train-auc:0.734067
[55]	eval-auc:0.707178	train-auc:0.734289
[56]	eval-auc:0.70758	train-auc:0.734639
[57]	eval-auc:0.708156	train-auc:0.734425
[58]	eval-auc:0.708196	train-auc:0.734557
[59]	eval-auc:0.707341	train-auc:0.734407
[60]	eval-auc:0.707857	train-auc:0.735007
[61]	eval-auc:0.707287	train-auc:0.734294
[62]	eval-auc:0.707622	train-auc:0.734505
[63]	eval-auc:0.707529	train-auc:0.734632
[64]	eval-auc:0.707832	train-auc:0.734662
[65]	eval-auc:0.708228	train-auc:0.734909
[66]	eval-auc:0.709014	train-auc:0.735635
[67]	eval-auc:0.708898	train-auc:0.735844
[68]	eval-auc:0.708942	train-auc:0.735908
[69]	eval-auc:0.709019	train-auc:0.736044
[70]	eval-auc:0.708515	train-auc:0.736244
[71]	eval-auc:0.708685	train-auc:0.736295
[72]	eval-auc:0.708745	train-auc:0.736775
[73]	eval-auc:0.70854	train-auc:0.737147
[74]	eval-auc:0.709117	train-auc:0.73726
[75]	eval-auc:0.709113	train-auc:0.73767
[76]	eval-auc:0.709163	train-auc:0.737907
[77]	eval-auc:0.709175	train-auc:0.738061
[78]	eval-auc:0.708865	train-auc:0.738345
[79]	eval-auc:0.708928	train-auc:0.738784
[80]	eval-auc:0.709192	train-auc:0.739068
[81]	eval-auc:0.708813	train-auc:0.73916
[82]	eval-auc:0.709153	train-auc:0.739301
[83]	eval-auc:0.70787	train-auc:0.740603
[84]	eval-auc:0.707927	train-auc:0.741199
[85]	eval-auc:0.707505	train-auc:0.740327
[86]	eval-auc:0.70789	train-auc:0.740355
[87]	eval-auc:0.708358	train-auc:0.741089
[88]	eval-auc:0.708326	train-auc:0.741325
[89]	eval-auc:0.708368	train-auc:0.741416
[90]	eval-auc:0.708582	train-auc:0.741863
[91]	eval-auc:0.708598	train-auc:0.74222
[92]	eval-auc:0.708963	train-auc:0.743666
[93]	eval-auc:0.70898	train-auc:0.743936
[94]	eval-auc:0.708926	train-auc:0.744888
[95]	eval-auc:0.709	train-auc:0.745154
[96]	eval-auc:0.709215	train-auc:0.745567
[97]	eval-auc:0.709413	train-auc:0.746174
[98]	eval-auc:0.709576	train-auc:0.746364
[99]	eval-auc:0.709914	train-auc:0.746781
[100]	eval-auc:0.709931	train-auc:0.746988
[101]	eval-auc:0.710145	train-auc:0.747325
[102]	eval-auc:0.709641	train-auc:0.747396
[103]	eval-auc:0.709704	train-auc:0.747758
[104]	eval-auc:0.709838	train-auc:0.748196
[105]	eval-auc:0.710258	train-auc:0.749256
[106]	eval-auc:0.710555	train-auc:0.749848
[107]	eval-auc:0.7101	train-auc:0.750688
[108]	eval-auc:0.709556	train-auc:0.750471
[109]	eval-auc:0.709209	train-auc:0.750374
[110]	eval-auc:0.709367	train-auc:0.749962
[111]	eval-auc:0.709565	train-auc:0.749983
[112]	eval-auc:0.709695	train-auc:0.750206
[113]	eval-auc:0.710065	train-auc:0.751035
[114]	eval-auc:0.709756	train-auc:0.751766
[115]	eval-auc:0.709859	train-auc:0.75204
[116]	eval-auc:0.709445	train-auc:0.752837
[117]	eval-auc:0.709679	train-auc:0.75333
[118]	eval-auc:0.709663	train-auc:0.753576
[119]	eval-auc:0.709667	train-auc:0.753699
[120]	eval-auc:0.709596	train-auc:0.754087
[121]	eval-auc:0.710436	train-auc:0.754539
[122]	eval-auc:0.710608	train-auc:0.754719
[123]	eval-auc:0.710759	train-auc:0.755002
[124]	eval-auc:0.711102	train-auc:0.755603
[125]	eval-auc:0.710046	train-auc:0.756263
[126]	eval-auc:0.709686	train-auc:0.756856
[127]	eval-auc:0.70886	train-auc:0.757661
[128]	eval-auc:0.708869	train-auc:0.757729
[129]	eval-auc:0.708978	train-auc:0.75808
[130]	eval-auc:0.70894	train-auc:0.758301
[131]	eval-auc:0.708132	train-auc:0.75881
[132]	eval-auc:0.708474	train-auc:0.759311
[133]	eval-auc:0.708629	train-auc:0.759461
[134]	eval-auc:0.708439	train-auc:0.760094
[135]	eval-auc:0.709049	train-auc:0.760526
[136]	eval-auc:0.70906	train-auc:0.760567
[137]	eval-auc:0.708469	train-auc:0.760605
[138]	eval-auc:0.708138	train-auc:0.760713
[139]	eval-auc:0.708351	train-auc:0.761044
[140]	eval-auc:0.708889	train-auc:0.761456
[141]	eval-auc:0.70885	train-auc:0.76164
[142]	eval-auc:0.709183	train-auc:0.761888
[143]	eval-auc:0.709032	train-auc:0.762348
[144]	eval-auc:0.709123	train-auc:0.762631
[145]	eval-auc:0.709172	train-auc:0.763002
[146]	eval-auc:0.709378	train-auc:0.763364
[147]	eval-auc:0.709602	train-auc:0.76358
[148]	eval-auc:0.709567	train-auc:0.764079
[149]	eval-auc:0.709664	train-auc:0.764296
[150]	eval-auc:0.709675	train-auc:0.764318
[151]	eval-auc:0.70983	train-auc:0.764636
[152]	eval-auc:0.709972	train-auc:0.764769
[153]	eval-auc:0.709978	train-auc:0.764781
[154]	eval-auc:0.709976	train-auc:0.765049
[155]	eval-auc:0.710016	train-auc:0.76548
[156]	eval-auc:0.709809	train-auc:0.766009
[157]	eval-auc:0.709746	train-auc:0.766191
[158]	eval-auc:0.709877	train-auc:0.766282
[159]	eval-auc:0.709915	train-auc:0.766406
[160]	eval-auc:0.710038	train-auc:0.766517
[161]	eval-auc:0.709239	train-auc:0.766894
[162]	eval-auc:0.709359	train-auc:0.767137
[163]	eval-auc:0.709395	train-auc:0.76718
[164]	eval-auc:0.708839	train-auc:0.767915
[165]	eval-auc:0.708769	train-auc:0.768232
[166]	eval-auc:0.708569	train-auc:0.768674
[167]	eval-auc:0.709199	train-auc:0.769402
[168]	eval-auc:0.709408	train-auc:0.76966
[169]	eval-auc:0.709898	train-auc:0.769978
[170]	eval-auc:0.709998	train-auc:0.77066
[171]	eval-auc:0.710256	train-auc:0.771521
[172]	eval-auc:0.710198	train-auc:0.77169
[173]	eval-auc:0.710331	train-auc:0.771946
[174]	eval-auc:0.710601	train-auc:0.772183
[175]	eval-auc:0.710174	train-auc:0.771763
[176]	eval-auc:0.709996	train-auc:0.772181
[177]	eval-auc:0.710318	train-auc:0.772533
[178]	eval-auc:0.710378	train-auc:0.772848
[179]	eval-auc:0.710387	train-auc:0.773412
[180]	eval-auc:0.710382	train-auc:0.773629
[181]	eval-auc:0.710438	train-auc:0.773678
[182]	eval-auc:0.710492	train-auc:0.77403
[183]	eval-auc:0.710612	train-auc:0.774387
[184]	eval-auc:0.710694	train-auc:0.774486
[185]	eval-auc:0.710855	train-auc:0.774795
[186]	eval-auc:0.710856	train-auc:0.774808
[187]	eval-auc:0.710802	train-auc:0.774975
[188]	eval-auc:0.71045	train-auc:0.775638
[189]	eval-auc:0.710253	train-auc:0.775986
[190]	eval-auc:0.710267	train-auc:0.776341
[191]	eval-auc:0.710269	train-auc:0.776596
[192]	eval-auc:0.710244	train-auc:0.776711
[193]	eval-auc:0.710892	train-auc:0.777592
[194]	eval-auc:0.710961	train-auc:0.777761
[195]	eval-auc:0.71111	train-auc:0.778211
[196]	eval-auc:0.71115	train-auc:0.778257
[197]	eval-auc:0.711029	train-auc:0.778428
[198]	eval-auc:0.711317	train-auc:0.778899
[199]	eval-auc:0.710868	train-auc:0.779434
[200]	eval-auc:0.711083	train-auc:0.77953
[201]	eval-auc:0.711217	train-auc:0.779705
[202]	eval-auc:0.711322	train-auc:0.779972
	Score 0.7113217057096566


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 138.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.669332	train-auc:0.690256
[3]	eval-auc:0.696196	train-auc:0.712004
[4]	eval-auc:0.696196	train-auc:0.712004
[5]	eval-auc:0.696196	train-auc:0.712004
[6]	eval-auc:0.697351	train-auc:0.712657
[7]	eval-auc:0.697351	train-auc:0.712657
[8]	eval-auc:0.698311	train-auc:0.713349
[9]	eval-auc:0.698311	train-auc:0.713349
[10]	eval-auc:0.700924	train-auc:0.716899
[11]	eval-auc:0.700602	train-auc:0.718419
[12]	eval-auc:0.700602	train-auc:0.71957
[13]	eval-auc:0.700602	train-auc:0.71957
[14]	eval-auc:0.700602	train-auc:0.71957
[15]	eval-auc:0.69917	train-auc:0.719187
[16]	eval-auc:0.699343	train-auc:0.718314
[17]	eval-auc:0.69893	train-auc:0.718373
[18]	eval-auc:0.69894	train-auc:0.718356
[19]	eval-auc:0.698934	train-auc:0.716897
[20]	eval-auc:0.698974	train-auc:0.716971
[21]	eval-auc:0.700883	train-auc:0.719202
[22]	eval-auc:0.700152	train-auc:0.720385
[23]	eval-auc:0.700477	train-auc:0.721085
[24]	eval-auc:0.705356	train-auc:0.723444
[25]	eval-auc:0.701192	train-auc:0.72206
[26]	eval-auc:0.7052	train-auc:0.724714
[27]	eval-auc:0.700061	train-auc:0.723046
[28]	eval-auc:0.701403	train-auc:0.721619
[29]	eval-auc:0.705581	train-auc:0.723512
[30]	eval-auc:0.701503	train-auc:0.722619
[31]	eval-auc:0.700908	train-auc:0.72107
[32]	eval-auc:0.705208	train-auc:0.723846
[33]	eval-auc:0.701902	train-auc:0.721881
[34]	eval-auc:0.705769	train-auc:0.724733
[35]	eval-auc:0.702402	train-auc:0.723503
[36]	eval-auc:0.702349	train-auc:0.722118
[37]	eval-auc:0.705409	train-auc:0.72435
[38]	eval-auc:0.700168	train-auc:0.722181
[39]	eval-auc:0.699962	train-auc:0.722353
[40]	eval-auc:0.70056	train-auc:0.723943
[41]	eval-auc:0.699512	train-auc:0.722454
[42]	eval-auc:0.701166	train-auc:0.724513
[43]	eval-auc:0.701621	train-auc:0.723456
[44]	eval-auc:0.701164	train-auc:0.725722
[45]	eval-auc:0.701759	train-auc:0.725896
[46]	eval-auc:0.700261	train-auc:0.727031
[47]	eval-auc:0.698794	train-auc:0.725189
[48]	eval-auc:0.69961	train-auc:0.726205
[49]	eval-auc:0.701529	train-auc:0.726215
[50]	eval-auc:0.700104	train-auc:0.726894
[51]	eval-auc:0.700356	train-auc:0.727192
[52]	eval-auc:0.699909	train-auc:0.72762
[53]	eval-auc:0.698773	train-auc:0.727972
[54]	eval-auc:0.698089	train-auc:0.726916
[55]	eval-auc:0.698765	train-auc:0.727256
[56]	eval-auc:0.699094	train-auc:0.728021
[57]	eval-auc:0.700602	train-auc:0.728
[58]	eval-auc:0.700918	train-auc:0.728196
[59]	eval-auc:0.70129	train-auc:0.728126
[60]	eval-auc:0.701427	train-auc:0.727817
[61]	eval-auc:0.701022	train-auc:0.728139
[62]	eval-auc:0.70106	train-auc:0.728852
[63]	eval-auc:0.699705	train-auc:0.728896
[64]	eval-auc:0.702137	train-auc:0.730355
[65]	eval-auc:0.703506	train-auc:0.730607
[66]	eval-auc:0.703528	train-auc:0.730764
[67]	eval-auc:0.702199	train-auc:0.731086
[68]	eval-auc:0.702574	train-auc:0.731188
[69]	eval-auc:0.703478	train-auc:0.73128
[70]	eval-auc:0.703745	train-auc:0.731672
[71]	eval-auc:0.704244	train-auc:0.731645
[72]	eval-auc:0.704976	train-auc:0.731934
[73]	eval-auc:0.704171	train-auc:0.732098
[74]	eval-auc:0.704823	train-auc:0.732098
[75]	eval-auc:0.704319	train-auc:0.732724
[76]	eval-auc:0.703856	train-auc:0.732065
[77]	eval-auc:0.704916	train-auc:0.732684
[78]	eval-auc:0.70506	train-auc:0.732773
[79]	eval-auc:0.704622	train-auc:0.732797
[80]	eval-auc:0.705107	train-auc:0.732936
[81]	eval-auc:0.705463	train-auc:0.733001
[82]	eval-auc:0.706338	train-auc:0.733803
[83]	eval-auc:0.706387	train-auc:0.73403
[84]	eval-auc:0.706543	train-auc:0.73378
[85]	eval-auc:0.706464	train-auc:0.733976
[86]	eval-auc:0.706764	train-auc:0.734109
[87]	eval-auc:0.70695	train-auc:0.734651
[88]	eval-auc:0.707102	train-auc:0.73477
[89]	eval-auc:0.706679	train-auc:0.734674
[90]	eval-auc:0.706889	train-auc:0.734599
[91]	eval-auc:0.706875	train-auc:0.734898
[92]	eval-auc:0.706571	train-auc:0.734512
[93]	eval-auc:0.706769	train-auc:0.73456
[94]	eval-auc:0.707079	train-auc:0.734622
[95]	eval-auc:0.70751	train-auc:0.73502
[96]	eval-auc:0.707766	train-auc:0.735016
[97]	eval-auc:0.707803	train-auc:0.734999
[98]	eval-auc:0.707861	train-auc:0.735122
[99]	eval-auc:0.708035	train-auc:0.735386
[100]	eval-auc:0.708234	train-auc:0.735634
[101]	eval-auc:0.707926	train-auc:0.735825
[102]	eval-auc:0.708183	train-auc:0.735934
[103]	eval-auc:0.708236	train-auc:0.736262
[104]	eval-auc:0.707723	train-auc:0.735611
[105]	eval-auc:0.707922	train-auc:0.735541
[106]	eval-auc:0.707974	train-auc:0.735622
[107]	eval-auc:0.707823	train-auc:0.735903
[108]	eval-auc:0.70803	train-auc:0.736351
[109]	eval-auc:0.708504	train-auc:0.736708
[110]	eval-auc:0.708399	train-auc:0.736848
[111]	eval-auc:0.70861	train-auc:0.736897
[112]	eval-auc:0.708327	train-auc:0.736895
[113]	eval-auc:0.70854	train-auc:0.736967
[114]	eval-auc:0.708586	train-auc:0.737071
[115]	eval-auc:0.708349	train-auc:0.737284
[116]	eval-auc:0.708502	train-auc:0.737593
[117]	eval-auc:0.708422	train-auc:0.73825
[118]	eval-auc:0.708484	train-auc:0.738403
[119]	eval-auc:0.708575	train-auc:0.738936
[120]	eval-auc:0.708347	train-auc:0.738217
[121]	eval-auc:0.708391	train-auc:0.738382
[122]	eval-auc:0.708665	train-auc:0.738804
[123]	eval-auc:0.708547	train-auc:0.738936
[124]	eval-auc:0.708775	train-auc:0.740147
[125]	eval-auc:0.708055	train-auc:0.740999
[126]	eval-auc:0.708086	train-auc:0.741175
[127]	eval-auc:0.708276	train-auc:0.741469
[128]	eval-auc:0.70861	train-auc:0.741724
[129]	eval-auc:0.708998	train-auc:0.742074
[130]	eval-auc:0.708748	train-auc:0.743128
[131]	eval-auc:0.708684	train-auc:0.743787
[132]	eval-auc:0.708862	train-auc:0.743919
[133]	eval-auc:0.708429	train-auc:0.743817
[134]	eval-auc:0.70862	train-auc:0.743957
[135]	eval-auc:0.708659	train-auc:0.743901
[136]	eval-auc:0.708566	train-auc:0.7443
[137]	eval-auc:0.708403	train-auc:0.74402
	Score 0.7084033792590969


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 198.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.669332	train-auc:0.690256
[3]	eval-auc:0.669332	train-auc:0.690256
[4]	eval-auc:0.669332	train-auc:0.690256
[5]	eval-auc:0.669332	train-auc:0.690256
[6]	eval-auc:0.699302	train-auc:0.713646
[7]	eval-auc:0.699302	train-auc:0.713646
[8]	eval-auc:0.696196	train-auc:0.712004
[9]	eval-auc:0.696196	train-auc:0.712004
[10]	eval-auc:0.696196	train-auc:0.712004
[11]	eval-auc:0.696196	train-auc:0.712004
[12]	eval-auc:0.697269	train-auc:0.7126
[13]	eval-auc:0.697269	train-auc:0.7126
[14]	eval-auc:0.697351	train-auc:0.712657
[15]	eval-auc:0.697269	train-auc:0.7126
[16]	eval-auc:0.698311	train-auc:0.713349
[17]	eval-auc:0.698311	train-auc:0.713349
[18]	eval-auc:0.700924	train-auc:0.716899
[19]	eval-auc:0.700924	train-auc:0.716899
[20]	eval-auc:0.700602	train-auc:0.718426
[21]	eval-auc:0.700602	train-auc:0.718426
[22]	eval-auc:0.700602	train-auc:0.71957
[23]	eval-auc:0.699533	train-auc:0.719364
[24]	eval-auc:0.699533	train-auc:0.719364
[25]	eval-auc:0.699726	train-auc:0.719382
[26]	eval-auc:0.699726	train-auc:0.719382
[27]	eval-auc:0.699726	train-auc:0.719382
[28]	eval-auc:0.699726	train-auc:0.719382
[29]	eval-auc:0.700526	train-auc:0.719494
[30]	eval-auc:0.700208	train-auc:0.719344
[31]	eval-auc:0.700208	train-auc:0.719344
[32]	eval-auc:0.700222	train-auc:0.71937
[33]	eval-auc:0.699153	train-auc:0.719164
[34]	eval-auc:0.698872	train-auc:0.718455
[35]	eval-auc:0.699956	train-auc:0.71855
[36]	eval-auc:0.699956	train-auc:0.71855
[37]	eval-auc:0.700155	train-auc:0.718604
[38]	eval-auc:0.697951	train-auc:0.716732
[39]	eval-auc:0.697951	train-auc:0.716759
[40]	eval-auc:0.699385	train-auc:0.718535
[41]	eval-auc:0.699373	train-auc:0.719311
[42]	eval-auc:0.699886	train-auc:0.720011
[43]	eval-auc:0.699645	train-auc:0.720037
[44]	eval-auc:0.699773	train-auc:0.720526
[45]	eval-auc:0.70028	train-auc:0.720603
[46]	eval-auc:0.704774	train-auc:0.723108
[47]	eval-auc:0.701019	train-auc:0.721935
[48]	eval-auc:0.701023	train-auc:0.722286
[49]	eval-auc:0.700867	train-auc:0.72208
[50]	eval-auc:0.70103	train-auc:0.722466
[51]	eval-auc:0.701086	train-auc:0.722596
[52]	eval-auc:0.701112	train-auc:0.722716
[53]	eval-auc:0.701438	train-auc:0.723104
[54]	eval-auc:0.70161	train-auc:0.723589
[55]	eval-auc:0.701509	train-auc:0.723338
[56]	eval-auc:0.701652	train-auc:0.723111
[57]	eval-auc:0.701433	train-auc:0.72326
[58]	eval-auc:0.7009	train-auc:0.723083
[59]	eval-auc:0.700813	train-auc:0.723006
[60]	eval-auc:0.701654	train-auc:0.722791
[61]	eval-auc:0.701432	train-auc:0.722703
[62]	eval-auc:0.700538	train-auc:0.721169
[63]	eval-auc:0.700256	train-auc:0.721202
[64]	eval-auc:0.701457	train-auc:0.722701
[65]	eval-auc:0.701805	train-auc:0.723826
[66]	eval-auc:0.702279	train-auc:0.723629
[67]	eval-auc:0.701225	train-auc:0.721819
[68]	eval-auc:0.701732	train-auc:0.722249
[69]	eval-auc:0.701338	train-auc:0.723367
[70]	eval-auc:0.701522	train-auc:0.722954
[71]	eval-auc:0.702177	train-auc:0.722858
[72]	eval-auc:0.705416	train-auc:0.725758
[73]	eval-auc:0.701894	train-auc:0.723731
[74]	eval-auc:0.699878	train-auc:0.721431
[75]	eval-auc:0.700545	train-auc:0.722719
[76]	eval-auc:0.703023	train-auc:0.723589
[77]	eval-auc:0.699345	train-auc:0.721317
[78]	eval-auc:0.699428	train-auc:0.721932
[79]	eval-auc:0.700854	train-auc:0.7242
[80]	eval-auc:0.699254	train-auc:0.722593
[81]	eval-auc:0.700646	train-auc:0.724427
[82]	eval-auc:0.699507	train-auc:0.72235
[83]	eval-auc:0.698745	train-auc:0.721865
[84]	eval-auc:0.700066	train-auc:0.723743
[85]	eval-auc:0.702299	train-auc:0.724032
[86]	eval-auc:0.700256	train-auc:0.724477
[87]	eval-auc:0.699956	train-auc:0.723553
[88]	eval-auc:0.69998	train-auc:0.723982
[89]	eval-auc:0.701355	train-auc:0.724207
[90]	eval-auc:0.700729	train-auc:0.725502
[91]	eval-auc:0.701047	train-auc:0.725389
[92]	eval-auc:0.700085	train-auc:0.725922
[93]	eval-auc:0.70049	train-auc:0.725445
[94]	eval-auc:0.700508	train-auc:0.725842
[95]	eval-auc:0.700493	train-auc:0.726279
[96]	eval-auc:0.700356	train-auc:0.726387
[97]	eval-auc:0.699768	train-auc:0.725466
[98]	eval-auc:0.7002	train-auc:0.726003
[99]	eval-auc:0.700589	train-auc:0.726345
[100]	eval-auc:0.700392	train-auc:0.726826
[101]	eval-auc:0.700108	train-auc:0.727267
[102]	eval-auc:0.70006	train-auc:0.727176
[103]	eval-auc:0.699738	train-auc:0.72734
[104]	eval-auc:0.70009	train-auc:0.727484
[105]	eval-auc:0.700034	train-auc:0.727439
[106]	eval-auc:0.699651	train-auc:0.72767
[107]	eval-auc:0.699425	train-auc:0.727814
[108]	eval-auc:0.699161	train-auc:0.727516
[109]	eval-auc:0.699647	train-auc:0.727609
[110]	eval-auc:0.699522	train-auc:0.727819
[111]	eval-auc:0.699798	train-auc:0.728049
[112]	eval-auc:0.70025	train-auc:0.728326
[113]	eval-auc:0.700691	train-auc:0.728516
[114]	eval-auc:0.700902	train-auc:0.728714
[115]	eval-auc:0.70128	train-auc:0.728849
[116]	eval-auc:0.701095	train-auc:0.728925
[117]	eval-auc:0.700998	train-auc:0.728942
[118]	eval-auc:0.701171	train-auc:0.729144
[119]	eval-auc:0.701625	train-auc:0.728965
[120]	eval-auc:0.701744	train-auc:0.728684
[121]	eval-auc:0.700507	train-auc:0.728823
[122]	eval-auc:0.701412	train-auc:0.728944
[123]	eval-auc:0.701708	train-auc:0.729506
[124]	eval-auc:0.700742	train-auc:0.729598
[125]	eval-auc:0.701292	train-auc:0.729692
[126]	eval-auc:0.702607	train-auc:0.729425
[127]	eval-auc:0.701614	train-auc:0.72968
[128]	eval-auc:0.70094	train-auc:0.729764
[129]	eval-auc:0.702289	train-auc:0.730808
[130]	eval-auc:0.702698	train-auc:0.730866
[131]	eval-auc:0.702205	train-auc:0.730756
[132]	eval-auc:0.702385	train-auc:0.731048
[133]	eval-auc:0.703011	train-auc:0.731633
[134]	eval-auc:0.703232	train-auc:0.731638
[135]	eval-auc:0.703017	train-auc:0.731602
[136]	eval-auc:0.703154	train-auc:0.731592
[137]	eval-auc:0.702808	train-auc:0.731613
[138]	eval-auc:0.703604	train-auc:0.732063
[139]	eval-auc:0.703036	train-auc:0.731913
[140]	eval-auc:0.702785	train-auc:0.731658
[141]	eval-auc:0.702858	train-auc:0.731664
[142]	eval-auc:0.703155	train-auc:0.73196
[143]	eval-auc:0.703746	train-auc:0.732223
[144]	eval-auc:0.703916	train-auc:0.732284
[145]	eval-auc:0.704568	train-auc:0.732521
[146]	eval-auc:0.704714	train-auc:0.73247
[147]	eval-auc:0.704785	train-auc:0.732479
[148]	eval-auc:0.704325	train-auc:0.732423
[149]	eval-auc:0.704304	train-auc:0.732164
[150]	eval-auc:0.704861	train-auc:0.732389
[151]	eval-auc:0.705088	train-auc:0.732469
[152]	eval-auc:0.705059	train-auc:0.732534
[153]	eval-auc:0.705382	train-auc:0.732618
[154]	eval-auc:0.705653	train-auc:0.73268
[155]	eval-auc:0.706091	train-auc:0.732942
[156]	eval-auc:0.705901	train-auc:0.733068
[157]	eval-auc:0.706204	train-auc:0.733098
[158]	eval-auc:0.705956	train-auc:0.733085
[159]	eval-auc:0.705762	train-auc:0.732934
[160]	eval-auc:0.705703	train-auc:0.733068
[161]	eval-auc:0.705646	train-auc:0.733084
[162]	eval-auc:0.706219	train-auc:0.733589
[163]	eval-auc:0.706387	train-auc:0.733661
[164]	eval-auc:0.706441	train-auc:0.733719
[165]	eval-auc:0.706294	train-auc:0.73345
[166]	eval-auc:0.706452	train-auc:0.73355
[167]	eval-auc:0.706557	train-auc:0.733643
[168]	eval-auc:0.706939	train-auc:0.734173
[169]	eval-auc:0.706967	train-auc:0.734243
[170]	eval-auc:0.707241	train-auc:0.734209
[171]	eval-auc:0.707311	train-auc:0.734219
[172]	eval-auc:0.706903	train-auc:0.734247
[173]	eval-auc:0.706679	train-auc:0.734004
[174]	eval-auc:0.707192	train-auc:0.734148
[175]	eval-auc:0.707195	train-auc:0.734196
[176]	eval-auc:0.707131	train-auc:0.734261
[177]	eval-auc:0.707152	train-auc:0.734174
[178]	eval-auc:0.707186	train-auc:0.734273
[179]	eval-auc:0.707646	train-auc:0.73456
[180]	eval-auc:0.707623	train-auc:0.734603
[181]	eval-auc:0.707632	train-auc:0.734577
[182]	eval-auc:0.707596	train-auc:0.734534
[183]	eval-auc:0.707728	train-auc:0.734841
[184]	eval-auc:0.707736	train-auc:0.734731
[185]	eval-auc:0.707416	train-auc:0.734607
[186]	eval-auc:0.70716	train-auc:0.73443
[187]	eval-auc:0.70728	train-auc:0.734349
[188]	eval-auc:0.707506	train-auc:0.734546
[189]	eval-auc:0.707655	train-auc:0.734659
[190]	eval-auc:0.707723	train-auc:0.734709
[191]	eval-auc:0.707943	train-auc:0.735047
[192]	eval-auc:0.708077	train-auc:0.735057
[193]	eval-auc:0.708308	train-auc:0.735283
[194]	eval-auc:0.708383	train-auc:0.735309
[195]	eval-auc:0.708339	train-auc:0.73541
[196]	eval-auc:0.708485	train-auc:0.735433
[197]	eval-auc:0.708482	train-auc:0.735474
	Score 0.7084818002412017


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 171.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.68113	train-auc:0.69571
[2]	eval-auc:0.683472	train-auc:0.697324
[3]	eval-auc:0.684527	train-auc:0.697481
[4]	eval-auc:0.703525	train-auc:0.709879
[5]	eval-auc:0.702445	train-auc:0.70918
[6]	eval-auc:0.701396	train-auc:0.707912
[7]	eval-auc:0.700573	train-auc:0.709477
[8]	eval-auc:0.700574	train-auc:0.71082
[9]	eval-auc:0.698796	train-auc:0.711583
[10]	eval-auc:0.698768	train-auc:0.711855
[11]	eval-auc:0.69944	train-auc:0.712535
[12]	eval-auc:0.699182	train-auc:0.713404
[13]	eval-auc:0.699942	train-auc:0.713732
[14]	eval-auc:0.699723	train-auc:0.715996
[15]	eval-auc:0.703398	train-auc:0.720892
[16]	eval-auc:0.700466	train-auc:0.719806
[17]	eval-auc:0.705258	train-auc:0.722894
[18]	eval-auc:0.704845	train-auc:0.72651
[19]	eval-auc:0.702384	train-auc:0.72547
[20]	eval-auc:0.700811	train-auc:0.723489
[21]	eval-auc:0.700154	train-auc:0.724757
[22]	eval-auc:0.701694	train-auc:0.725885
[23]	eval-auc:0.704191	train-auc:0.728047
[24]	eval-auc:0.703764	train-auc:0.728362
[25]	eval-auc:0.703509	train-auc:0.729648
[26]	eval-auc:0.705183	train-auc:0.730972
[27]	eval-auc:0.704924	train-auc:0.731444
[28]	eval-auc:0.704903	train-auc:0.73236
[29]	eval-auc:0.703801	train-auc:0.732611
[30]	eval-auc:0.705039	train-auc:0.732902
[31]	eval-auc:0.705665	train-auc:0.733833
[32]	eval-auc:0.707286	train-auc:0.735299
[33]	eval-auc:0.707523	train-auc:0.735717
[34]	eval-auc:0.706072	train-auc:0.734409
[35]	eval-auc:0.707231	train-auc:0.735143
[36]	eval-auc:0.707493	train-auc:0.735461
[37]	eval-auc:0.707488	train-auc:0.735835
[38]	eval-auc:0.70876	train-auc:0.736663
[39]	eval-auc:0.708883	train-auc:0.736861
[40]	eval-auc:0.709041	train-auc:0.73679
[41]	eval-auc:0.708443	train-auc:0.736931
[42]	eval-auc:0.708539	train-auc:0.737877
[43]	eval-auc:0.708101	train-auc:0.738348
[44]	eval-auc:0.708795	train-auc:0.738802
[45]	eval-auc:0.708439	train-auc:0.738369
[46]	eval-auc:0.707644	train-auc:0.73725
[47]	eval-auc:0.708069	train-auc:0.737997
[48]	eval-auc:0.708975	train-auc:0.739178
[49]	eval-auc:0.709265	train-auc:0.739218
[50]	eval-auc:0.709303	train-auc:0.739635
[51]	eval-auc:0.709287	train-auc:0.740071
[52]	eval-auc:0.709865	train-auc:0.742183
[53]	eval-auc:0.710502	train-auc:0.742668
[54]	eval-auc:0.71108	train-auc:0.743199
[55]	eval-auc:0.711295	train-auc:0.743989
[56]	eval-auc:0.71156	train-auc:0.744642
[57]	eval-auc:0.710167	train-auc:0.74653
[58]	eval-auc:0.710099	train-auc:0.746823
[59]	eval-auc:0.710847	train-auc:0.748491
[60]	eval-auc:0.712069	train-auc:0.749407
[61]	eval-auc:0.712287	train-auc:0.749813
[62]	eval-auc:0.712544	train-auc:0.750179
[63]	eval-auc:0.712624	train-auc:0.750847
[64]	eval-auc:0.712538	train-auc:0.75102
[65]	eval-auc:0.712579	train-auc:0.751432
[66]	eval-auc:0.711964	train-auc:0.752659
[67]	eval-auc:0.712424	train-auc:0.753007
[68]	eval-auc:0.712854	train-auc:0.753887
[69]	eval-auc:0.712864	train-auc:0.753997
[70]	eval-auc:0.713179	train-auc:0.753459
[71]	eval-auc:0.71222	train-auc:0.753576
[72]	eval-auc:0.711758	train-auc:0.753876
[73]	eval-auc:0.711775	train-auc:0.754348
[74]	eval-auc:0.712475	train-auc:0.755339
[75]	eval-auc:0.710736	train-auc:0.756294
[76]	eval-auc:0.710455	train-auc:0.757483
[77]	eval-auc:0.710844	train-auc:0.758031
[78]	eval-auc:0.711134	train-auc:0.758344
[79]	eval-auc:0.710759	train-auc:0.759471
[80]	eval-auc:0.710742	train-auc:0.759785
[81]	eval-auc:0.710799	train-auc:0.761094
[82]	eval-auc:0.711369	train-auc:0.761342
[83]	eval-auc:0.711381	train-auc:0.761405
[84]	eval-auc:0.710076	train-auc:0.762057
[85]	eval-auc:0.710155	train-auc:0.762379
[86]	eval-auc:0.710426	train-auc:0.763492
[87]	eval-auc:0.710828	train-auc:0.764106
[88]	eval-auc:0.710428	train-auc:0.764788
[89]	eval-auc:0.710174	train-auc:0.765208
[90]	eval-auc:0.709321	train-auc:0.765534
[91]	eval-auc:0.70919	train-auc:0.765931
[92]	eval-auc:0.709411	train-auc:0.766821
[93]	eval-auc:0.709564	train-auc:0.767054
[94]	eval-auc:0.709699	train-auc:0.767119
[95]	eval-auc:0.709923	train-auc:0.767749
[96]	eval-auc:0.708985	train-auc:0.769154
[97]	eval-auc:0.708269	train-auc:0.769184
[98]	eval-auc:0.708562	train-auc:0.769573
[99]	eval-auc:0.708486	train-auc:0.769915
[100]	eval-auc:0.708886	train-auc:0.770068
[101]	eval-auc:0.708906	train-auc:0.770404
[102]	eval-auc:0.708834	train-auc:0.771557
[103]	eval-auc:0.708953	train-auc:0.771721
[104]	eval-auc:0.709191	train-auc:0.772298
[105]	eval-auc:0.709651	train-auc:0.772576
[106]	eval-auc:0.710397	train-auc:0.773323
[107]	eval-auc:0.710413	train-auc:0.773343
[108]	eval-auc:0.710948	train-auc:0.773675
[109]	eval-auc:0.710966	train-auc:0.774401
[110]	eval-auc:0.711256	train-auc:0.77497
[111]	eval-auc:0.711363	train-auc:0.775159
[112]	eval-auc:0.71187	train-auc:0.775534
[113]	eval-auc:0.711964	train-auc:0.775613
[114]	eval-auc:0.711102	train-auc:0.776675
[115]	eval-auc:0.710908	train-auc:0.777195
[116]	eval-auc:0.710909	train-auc:0.777695
[117]	eval-auc:0.710231	train-auc:0.777786
[118]	eval-auc:0.710028	train-auc:0.778475
[119]	eval-auc:0.710349	train-auc:0.777787
[120]	eval-auc:0.71062	train-auc:0.778127
[121]	eval-auc:0.710853	train-auc:0.778529
[122]	eval-auc:0.711362	train-auc:0.779242
[123]	eval-auc:0.711406	train-auc:0.779552
[124]	eval-auc:0.712473	train-auc:0.780873
[125]	eval-auc:0.712171	train-auc:0.781553
[126]	eval-auc:0.712259	train-auc:0.781944
[127]	eval-auc:0.712216	train-auc:0.782523
[128]	eval-auc:0.712411	train-auc:0.782794
[129]	eval-auc:0.712227	train-auc:0.783454
[130]	eval-auc:0.712339	train-auc:0.784116
[131]	eval-auc:0.712578	train-auc:0.785301
[132]	eval-auc:0.7133	train-auc:0.785788
[133]	eval-auc:0.713792	train-auc:0.78756
[134]	eval-auc:0.71324	train-auc:0.787467
[135]	eval-auc:0.713409	train-auc:0.787659
[136]	eval-auc:0.713342	train-auc:0.787653
[137]	eval-auc:0.713682	train-auc:0.787541
[138]	eval-auc:0.713757	train-auc:0.7869
[139]	eval-auc:0.714005	train-auc:0.787791
[140]	eval-auc:0.714011	train-auc:0.788198
[141]	eval-auc:0.714816	train-auc:0.788995
[142]	eval-auc:0.714816	train-auc:0.789267
[143]	eval-auc:0.714341	train-auc:0.789664
[144]	eval-auc:0.714929	train-auc:0.790199
[145]	eval-auc:0.714335	train-auc:0.790627
[146]	eval-auc:0.713849	train-auc:0.790985
[147]	eval-auc:0.713478	train-auc:0.790975
[148]	eval-auc:0.712726	train-auc:0.791713
[149]	eval-auc:0.712989	train-auc:0.79236
[150]	eval-auc:0.713105	train-auc:0.792303
[151]	eval-auc:0.713175	train-auc:0.792586
[152]	eval-auc:0.712576	train-auc:0.792918
[153]	eval-auc:0.712779	train-auc:0.793197
[154]	eval-auc:0.713039	train-auc:0.793888
[155]	eval-auc:0.713103	train-auc:0.794382
[156]	eval-auc:0.713213	train-auc:0.794906
[157]	eval-auc:0.713432	train-auc:0.795955
[158]	eval-auc:0.712435	train-auc:0.796521
[159]	eval-auc:0.71254	train-auc:0.797075
[160]	eval-auc:0.712248	train-auc:0.797242
[161]	eval-auc:0.711441	train-auc:0.798012
[162]	eval-auc:0.711833	train-auc:0.798415
[163]	eval-auc:0.711836	train-auc:0.798461
[164]	eval-auc:0.7121	train-auc:0.798968
[165]	eval-auc:0.712293	train-auc:0.799581
[166]	eval-auc:0.711629	train-auc:0.799989
[167]	eval-auc:0.711434	train-auc:0.800699
[168]	eval-auc:0.711288	train-auc:0.801232
[169]	eval-auc:0.710975	train-auc:0.801757
[170]	eval-auc:0.710508	train-auc:0.802442
	Score 0.7105078025070349


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 273.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.696196	train-auc:0.712004
[3]	eval-auc:0.698935	train-auc:0.713637
[4]	eval-auc:0.700924	train-auc:0.716899
[5]	eval-auc:0.700422	train-auc:0.718303
[6]	eval-auc:0.700326	train-auc:0.717337
[7]	eval-auc:0.699272	train-auc:0.715461
[8]	eval-auc:0.699443	train-auc:0.719256
[9]	eval-auc:0.701388	train-auc:0.721149
[10]	eval-auc:0.702784	train-auc:0.722919
[11]	eval-auc:0.70289	train-auc:0.724445
[12]	eval-auc:0.703282	train-auc:0.724082
[13]	eval-auc:0.702131	train-auc:0.719926
[14]	eval-auc:0.702249	train-auc:0.721088
[15]	eval-auc:0.699058	train-auc:0.718243
[16]	eval-auc:0.703391	train-auc:0.721134
[17]	eval-auc:0.699457	train-auc:0.71907
[18]	eval-auc:0.699224	train-auc:0.723678
[19]	eval-auc:0.702743	train-auc:0.727002
[20]	eval-auc:0.699538	train-auc:0.728474
[21]	eval-auc:0.697907	train-auc:0.726164
[22]	eval-auc:0.701074	train-auc:0.727603
[23]	eval-auc:0.702792	train-auc:0.72781
[24]	eval-auc:0.702733	train-auc:0.728578
[25]	eval-auc:0.705463	train-auc:0.730978
[26]	eval-auc:0.704935	train-auc:0.73121
[27]	eval-auc:0.703208	train-auc:0.732056
[28]	eval-auc:0.704642	train-auc:0.732475
[29]	eval-auc:0.70578	train-auc:0.732936
[30]	eval-auc:0.70466	train-auc:0.732916
[31]	eval-auc:0.704541	train-auc:0.732066
[32]	eval-auc:0.704628	train-auc:0.732884
[33]	eval-auc:0.705684	train-auc:0.734354
[34]	eval-auc:0.705988	train-auc:0.734649
[35]	eval-auc:0.706357	train-auc:0.734252
[36]	eval-auc:0.706483	train-auc:0.735423
[37]	eval-auc:0.706981	train-auc:0.73538
[38]	eval-auc:0.707904	train-auc:0.736038
[39]	eval-auc:0.708128	train-auc:0.736256
[40]	eval-auc:0.706844	train-auc:0.736932
[41]	eval-auc:0.7058	train-auc:0.734974
[42]	eval-auc:0.706802	train-auc:0.735785
[43]	eval-auc:0.706906	train-auc:0.73602
[44]	eval-auc:0.706971	train-auc:0.736892
[45]	eval-auc:0.707235	train-auc:0.737456
[46]	eval-auc:0.70758	train-auc:0.737959
[47]	eval-auc:0.707223	train-auc:0.7384
[48]	eval-auc:0.707399	train-auc:0.738431
[49]	eval-auc:0.707401	train-auc:0.73933
[50]	eval-auc:0.707663	train-auc:0.739899
[51]	eval-auc:0.707911	train-auc:0.740465
[52]	eval-auc:0.708023	train-auc:0.742916
[53]	eval-auc:0.706972	train-auc:0.74459
[54]	eval-auc:0.706871	train-auc:0.745307
[55]	eval-auc:0.705674	train-auc:0.744394
[56]	eval-auc:0.70575	train-auc:0.744806
[57]	eval-auc:0.706674	train-auc:0.745543
[58]	eval-auc:0.706902	train-auc:0.745986
[59]	eval-auc:0.706004	train-auc:0.747417
[60]	eval-auc:0.706418	train-auc:0.748723
[61]	eval-auc:0.708189	train-auc:0.749645
[62]	eval-auc:0.708391	train-auc:0.750184
[63]	eval-auc:0.708435	train-auc:0.750518
[64]	eval-auc:0.707928	train-auc:0.751622
[65]	eval-auc:0.708289	train-auc:0.752206
[66]	eval-auc:0.708454	train-auc:0.753019
[67]	eval-auc:0.708748	train-auc:0.753387
[68]	eval-auc:0.708786	train-auc:0.753797
[69]	eval-auc:0.709561	train-auc:0.754829
[70]	eval-auc:0.709596	train-auc:0.754984
[71]	eval-auc:0.707966	train-auc:0.755974
[72]	eval-auc:0.706395	train-auc:0.757447
[73]	eval-auc:0.706729	train-auc:0.758022
[74]	eval-auc:0.706912	train-auc:0.758453
[75]	eval-auc:0.707206	train-auc:0.758792
[76]	eval-auc:0.707472	train-auc:0.758833
[77]	eval-auc:0.707236	train-auc:0.759746
[78]	eval-auc:0.707235	train-auc:0.760082
[79]	eval-auc:0.707607	train-auc:0.760651
[80]	eval-auc:0.70869	train-auc:0.761795
[81]	eval-auc:0.709236	train-auc:0.76251
[82]	eval-auc:0.708757	train-auc:0.763677
[83]	eval-auc:0.708377	train-auc:0.764471
[84]	eval-auc:0.70743	train-auc:0.764286
[85]	eval-auc:0.707682	train-auc:0.764738
[86]	eval-auc:0.70795	train-auc:0.765698
[87]	eval-auc:0.708188	train-auc:0.766294
[88]	eval-auc:0.70686	train-auc:0.766936
[89]	eval-auc:0.707309	train-auc:0.767528
[90]	eval-auc:0.707746	train-auc:0.768149
[91]	eval-auc:0.708268	train-auc:0.768598
[92]	eval-auc:0.708282	train-auc:0.768665
[93]	eval-auc:0.708333	train-auc:0.768874
[94]	eval-auc:0.70867	train-auc:0.769309
[95]	eval-auc:0.70869	train-auc:0.769337
[96]	eval-auc:0.708981	train-auc:0.769552
[97]	eval-auc:0.708058	train-auc:0.768811
[98]	eval-auc:0.708294	train-auc:0.769122
[99]	eval-auc:0.707538	train-auc:0.7694
[100]	eval-auc:0.707567	train-auc:0.769813
[101]	eval-auc:0.707812	train-auc:0.770088
[102]	eval-auc:0.708203	train-auc:0.770973
[103]	eval-auc:0.708148	train-auc:0.772011
[104]	eval-auc:0.708332	train-auc:0.772627
[105]	eval-auc:0.70823	train-auc:0.772947
[106]	eval-auc:0.707956	train-auc:0.77354
[107]	eval-auc:0.708164	train-auc:0.774039
[108]	eval-auc:0.708283	train-auc:0.774138
[109]	eval-auc:0.708422	train-auc:0.774845
[110]	eval-auc:0.708696	train-auc:0.775468
[111]	eval-auc:0.709631	train-auc:0.775972
[112]	eval-auc:0.708761	train-auc:0.776967
[113]	eval-auc:0.708811	train-auc:0.777653
[114]	eval-auc:0.708818	train-auc:0.778067
[115]	eval-auc:0.708301	train-auc:0.778162
[116]	eval-auc:0.708528	train-auc:0.777419
[117]	eval-auc:0.70839	train-auc:0.777805
[118]	eval-auc:0.709574	train-auc:0.779179
[119]	eval-auc:0.70969	train-auc:0.779391
[120]	eval-auc:0.709457	train-auc:0.780055
[121]	eval-auc:0.709593	train-auc:0.780364
[122]	eval-auc:0.709865	train-auc:0.780779
[123]	eval-auc:0.710011	train-auc:0.781488
[124]	eval-auc:0.709577	train-auc:0.782549
[125]	eval-auc:0.708939	train-auc:0.782859
[126]	eval-auc:0.708839	train-auc:0.783025
[127]	eval-auc:0.708786	train-auc:0.783308
[128]	eval-auc:0.708866	train-auc:0.783418
[129]	eval-auc:0.708906	train-auc:0.783543
[130]	eval-auc:0.708912	train-auc:0.783861
[131]	eval-auc:0.70932	train-auc:0.784328
[132]	eval-auc:0.709554	train-auc:0.784956
[133]	eval-auc:0.709692	train-auc:0.785287
[134]	eval-auc:0.709917	train-auc:0.786628
[135]	eval-auc:0.709393	train-auc:0.787115
[136]	eval-auc:0.70971	train-auc:0.787526
[137]	eval-auc:0.709311	train-auc:0.787826
[138]	eval-auc:0.708874	train-auc:0.788682
[139]	eval-auc:0.709235	train-auc:0.788867
[140]	eval-auc:0.709882	train-auc:0.789432
[141]	eval-auc:0.710176	train-auc:0.79021
[142]	eval-auc:0.710214	train-auc:0.790739
[143]	eval-auc:0.709923	train-auc:0.79129
[144]	eval-auc:0.710092	train-auc:0.792088
[145]	eval-auc:0.709879	train-auc:0.791647
[146]	eval-auc:0.709625	train-auc:0.791835
[147]	eval-auc:0.708586	train-auc:0.792836
[148]	eval-auc:0.708554	train-auc:0.793101
[149]	eval-auc:0.708609	train-auc:0.793247
[150]	eval-auc:0.708614	train-auc:0.79328
[151]	eval-auc:0.708563	train-auc:0.793723
[152]	eval-auc:0.708614	train-auc:0.79441
[153]	eval-auc:0.708822	train-auc:0.794954
[154]	eval-auc:0.708411	train-auc:0.795306
[155]	eval-auc:0.70809	train-auc:0.795611
[156]	eval-auc:0.707928	train-auc:0.796079
[157]	eval-auc:0.707522	train-auc:0.796423
[158]	eval-auc:0.707657	train-auc:0.79652
[159]	eval-auc:0.707654	train-auc:0.797058
[160]	eval-auc:0.707613	train-auc:0.797558
[161]	eval-auc:0.706835	train-auc:0.798214
[162]	eval-auc:0.706262	train-auc:0.798563
[163]	eval-auc:0.70625	train-auc:0.799134
[164]	eval-auc:0.706019	train-auc:0.799796
[165]	eval-auc:0.705478	train-auc:0.800579
[166]	eval-auc:0.705299	train-auc:0.801572
[167]	eval-auc:0.704959	train-auc:0.802007
[168]	eval-auc:0.70483	train-auc:0.803032
[169]	eval-auc:0.705139	train-auc:0.803741
[170]	eval-auc:0.70473	train-auc:0.804835
[171]	eval-auc:0.704986	train-auc:0.805559
[172]	eval-auc:0.70506	train-auc:0.805028
[173]	eval-auc:0.705075	train-auc:0.805351
[174]	eval-auc:0.704812	train-auc:0.805714
[175]	eval-auc:0.705066	train-auc:0.805263
[176]	eval-auc:0.704976	train-auc:0.805414
[177]	eval-auc:0.705011	train-auc:0.805746
[178]	eval-auc:0.705054	train-auc:0.806138
[179]	eval-auc:0.704922	train-auc:0.806337
[180]	eval-auc:0.704949	train-auc:0.806423
[181]	eval-auc:0.704847	train-auc:0.80659
[182]	eval-auc:0.70526	train-auc:0.807133
[183]	eval-auc:0.705369	train-auc:0.807867
[184]	eval-auc:0.70563	train-auc:0.808225
[185]	eval-auc:0.705534	train-auc:0.808704
[186]	eval-auc:0.705056	train-auc:0.809406
[187]	eval-auc:0.705225	train-auc:0.809667
[188]	eval-auc:0.704998	train-auc:0.810015
[189]	eval-auc:0.705101	train-auc:0.810188
[190]	eval-auc:0.705528	train-auc:0.810631
[191]	eval-auc:0.705529	train-auc:0.810665
[192]	eval-auc:0.705557	train-auc:0.810957
[193]	eval-auc:0.705902	train-auc:0.811274
[194]	eval-auc:0.706515	train-auc:0.811854
[195]	eval-auc:0.706613	train-auc:0.81156
[196]	eval-auc:0.706546	train-auc:0.811774
[197]	eval-auc:0.705546	train-auc:0.812029
[198]	eval-auc:0.705525	train-auc:0.812387
[199]	eval-auc:0.705576	train-auc:0.812708
[200]	eval-auc:0.705159	train-auc:0.812956
[201]	eval-auc:0.705459	train-auc:0.813232
[202]	eval-auc:0.705235	train-auc:0.813769
[203]	eval-auc:0.705197	train-auc:0.814348
[204]	eval-auc:0.705116	train-auc:0.814827
[205]	eval-auc:0.705439	train-auc:0.815144
[206]	eval-auc:0.705354	train-auc:0.815133
[207]	eval-auc:0.705391	train-auc:0.815212
[208]	eval-auc:0.705149	train-auc:0.815564
[209]	eval-auc:0.705543	train-auc:0.816161
[210]	eval-auc:0.705019	train-auc:0.81628
[211]	eval-auc:0.704914	train-auc:0.816403
[212]	eval-auc:0.70519	train-auc:0.816777
[213]	eval-auc:0.70564	train-auc:0.817019
[214]	eval-auc:0.705637	train-auc:0.817041
[215]	eval-auc:0.705954	train-auc:0.817402
[216]	eval-auc:0.705904	train-auc:0.817727
[217]	eval-auc:0.706268	train-auc:0.818003
[218]	eval-auc:0.706542	train-auc:0.818683
[219]	eval-auc:0.706553	train-auc:0.818708
[220]	eval-auc:0.706615	train-auc:0.818821
[221]	eval-auc:0.706402	train-auc:0.819177
[222]	eval-auc:0.706158	train-auc:0.819616
[223]	eval-auc:0.705863	train-auc:0.820152
[224]	eval-auc:0.705366	train-auc:0.820321
[225]	eval-auc:0.705301	train-auc:0.819847
[226]	eval-auc:0.705391	train-auc:0.820431
[227]	eval-auc:0.705375	train-auc:0.820622
[228]	eval-auc:0.705459	train-auc:0.820961
[229]	eval-auc:0.705269	train-auc:0.821228
[230]	eval-auc:0.705459	train-auc:0.821451
[231]	eval-auc:0.705549	train-auc:0.821768
[232]	eval-auc:0.705774	train-auc:0.822826
[233]	eval-auc:0.705616	train-auc:0.822985
[234]	eval-auc:0.705321	train-auc:0.823631
[235]	eval-auc:0.705662	train-auc:0.82413
[236]	eval-auc:0.705981	train-auc:0.824439
[237]	eval-auc:0.70617	train-auc:0.82514
[238]	eval-auc:0.705241	train-auc:0.825767
[239]	eval-auc:0.704949	train-auc:0.826238
[240]	eval-auc:0.705153	train-auc:0.826579
[241]	eval-auc:0.704314	train-auc:0.827052
[242]	eval-auc:0.704407	train-auc:0.827126
[243]	eval-auc:0.704072	train-auc:0.82739
[244]	eval-auc:0.704459	train-auc:0.827052
[245]	eval-auc:0.70444	train-auc:0.827294
[246]	eval-auc:0.704296	train-auc:0.827589
[247]	eval-auc:0.704303	train-auc:0.828095
[248]	eval-auc:0.704308	train-auc:0.828101
[249]	eval-auc:0.703729	train-auc:0.828233
[250]	eval-auc:0.703818	train-auc:0.828375
[251]	eval-auc:0.704165	train-auc:0.828772
[252]	eval-auc:0.703979	train-auc:0.828901
[253]	eval-auc:0.704046	train-auc:0.829408
[254]	eval-auc:0.704399	train-auc:0.829554
[255]	eval-auc:0.704311	train-auc:0.82979
[256]	eval-auc:0.704268	train-auc:0.830311
[257]	eval-auc:0.704055	train-auc:0.830226
[258]	eval-auc:0.704274	train-auc:0.830519
[259]	eval-auc:0.704142	train-auc:0.830721
[260]	eval-auc:0.703667	train-auc:0.831041
[261]	eval-auc:0.703213	train-auc:0.831409
[262]	eval-auc:0.70314	train-auc:0.831714
[263]	eval-auc:0.703125	train-auc:0.832197
[264]	eval-auc:0.703001	train-auc:0.832554
[265]	eval-auc:0.702892	train-auc:0.832903
[266]	eval-auc:0.70289	train-auc:0.833104
[267]	eval-auc:0.702881	train-auc:0.833377
[268]	eval-auc:0.702895	train-auc:0.833486
[269]	eval-auc:0.702919	train-auc:0.833773
[270]	eval-auc:0.703125	train-auc:0.83402
[271]	eval-auc:0.703741	train-auc:0.834395
[272]	eval-auc:0.703745	train-auc:0.83456
	Score 0.7037445638270657


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 217.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.696196	train-auc:0.712004
[3]	eval-auc:0.696196	train-auc:0.712004
[4]	eval-auc:0.698311	train-auc:0.713349
[5]	eval-auc:0.698311	train-auc:0.713349
[6]	eval-auc:0.700704	train-auc:0.716667
[7]	eval-auc:0.700346	train-auc:0.718183
[8]	eval-auc:0.700422	train-auc:0.71831
[9]	eval-auc:0.700422	train-auc:0.71831
[10]	eval-auc:0.700326	train-auc:0.718365
[11]	eval-auc:0.700234	train-auc:0.71829
[12]	eval-auc:0.698198	train-auc:0.716309
[13]	eval-auc:0.698198	train-auc:0.71631
[14]	eval-auc:0.700433	train-auc:0.719294
[15]	eval-auc:0.69983	train-auc:0.720839
[16]	eval-auc:0.704761	train-auc:0.724167
[17]	eval-auc:0.701199	train-auc:0.722949
[18]	eval-auc:0.701432	train-auc:0.721009
[19]	eval-auc:0.70602	train-auc:0.723597
[20]	eval-auc:0.702462	train-auc:0.721861
[21]	eval-auc:0.704935	train-auc:0.725342
[22]	eval-auc:0.702406	train-auc:0.724101
[23]	eval-auc:0.702109	train-auc:0.722485
[24]	eval-auc:0.705683	train-auc:0.725005
[25]	eval-auc:0.701934	train-auc:0.722312
[26]	eval-auc:0.699683	train-auc:0.720289
[27]	eval-auc:0.703653	train-auc:0.722516
[28]	eval-auc:0.70028	train-auc:0.722513
[29]	eval-auc:0.697771	train-auc:0.720723
[30]	eval-auc:0.69737	train-auc:0.723784
[31]	eval-auc:0.700905	train-auc:0.725638
[32]	eval-auc:0.698832	train-auc:0.725475
[33]	eval-auc:0.700226	train-auc:0.725772
[34]	eval-auc:0.700229	train-auc:0.72634
[35]	eval-auc:0.699522	train-auc:0.726784
[36]	eval-auc:0.699798	train-auc:0.727665
[37]	eval-auc:0.701289	train-auc:0.728075
[38]	eval-auc:0.699725	train-auc:0.728509
[39]	eval-auc:0.701352	train-auc:0.728593
[40]	eval-auc:0.702685	train-auc:0.729261
[41]	eval-auc:0.701288	train-auc:0.729889
[42]	eval-auc:0.700171	train-auc:0.727901
[43]	eval-auc:0.700353	train-auc:0.728001
[44]	eval-auc:0.703081	train-auc:0.729698
[45]	eval-auc:0.703602	train-auc:0.730289
[46]	eval-auc:0.705158	train-auc:0.730576
[47]	eval-auc:0.705572	train-auc:0.730582
[48]	eval-auc:0.70664	train-auc:0.731791
[49]	eval-auc:0.707124	train-auc:0.732469
[50]	eval-auc:0.706942	train-auc:0.732335
[51]	eval-auc:0.706974	train-auc:0.732609
[52]	eval-auc:0.707045	train-auc:0.732758
[53]	eval-auc:0.706232	train-auc:0.733042
[54]	eval-auc:0.707276	train-auc:0.734067
[55]	eval-auc:0.707178	train-auc:0.734289
[56]	eval-auc:0.70758	train-auc:0.734639
[57]	eval-auc:0.708156	train-auc:0.734425
[58]	eval-auc:0.708196	train-auc:0.734557
[59]	eval-auc:0.707341	train-auc:0.734407
[60]	eval-auc:0.707857	train-auc:0.735007
[61]	eval-auc:0.707287	train-auc:0.734294
[62]	eval-auc:0.707622	train-auc:0.734505
[63]	eval-auc:0.707529	train-auc:0.734632
[64]	eval-auc:0.707832	train-auc:0.734662
[65]	eval-auc:0.708228	train-auc:0.734909
[66]	eval-auc:0.709014	train-auc:0.735635
[67]	eval-auc:0.708898	train-auc:0.735844
[68]	eval-auc:0.708942	train-auc:0.735908
[69]	eval-auc:0.709019	train-auc:0.736044
[70]	eval-auc:0.708515	train-auc:0.736244
[71]	eval-auc:0.708685	train-auc:0.736295
[72]	eval-auc:0.708745	train-auc:0.736775
[73]	eval-auc:0.70854	train-auc:0.737147
[74]	eval-auc:0.709117	train-auc:0.73726
[75]	eval-auc:0.709113	train-auc:0.73767
[76]	eval-auc:0.709163	train-auc:0.737907
[77]	eval-auc:0.709175	train-auc:0.738061
[78]	eval-auc:0.708865	train-auc:0.738345
[79]	eval-auc:0.708928	train-auc:0.738784
[80]	eval-auc:0.709192	train-auc:0.739068
[81]	eval-auc:0.708813	train-auc:0.73916
[82]	eval-auc:0.709153	train-auc:0.739301
[83]	eval-auc:0.70787	train-auc:0.740603
[84]	eval-auc:0.707927	train-auc:0.741199
[85]	eval-auc:0.707505	train-auc:0.740327
[86]	eval-auc:0.70789	train-auc:0.740355
[87]	eval-auc:0.708358	train-auc:0.741089
[88]	eval-auc:0.708326	train-auc:0.741325
[89]	eval-auc:0.708368	train-auc:0.741416
[90]	eval-auc:0.708582	train-auc:0.741863
[91]	eval-auc:0.708598	train-auc:0.74222
[92]	eval-auc:0.708963	train-auc:0.743666
[93]	eval-auc:0.70898	train-auc:0.743936
[94]	eval-auc:0.708926	train-auc:0.744888
[95]	eval-auc:0.709	train-auc:0.745154
[96]	eval-auc:0.709215	train-auc:0.745567
[97]	eval-auc:0.709413	train-auc:0.746174
[98]	eval-auc:0.709576	train-auc:0.746364
[99]	eval-auc:0.709914	train-auc:0.746781
[100]	eval-auc:0.709931	train-auc:0.746988
[101]	eval-auc:0.710145	train-auc:0.747325
[102]	eval-auc:0.709641	train-auc:0.747396
[103]	eval-auc:0.709704	train-auc:0.747758
[104]	eval-auc:0.709838	train-auc:0.748196
[105]	eval-auc:0.710258	train-auc:0.749256
[106]	eval-auc:0.710555	train-auc:0.749848
[107]	eval-auc:0.7101	train-auc:0.750688
[108]	eval-auc:0.709556	train-auc:0.750471
[109]	eval-auc:0.709209	train-auc:0.750374
[110]	eval-auc:0.709367	train-auc:0.749962
[111]	eval-auc:0.709565	train-auc:0.749983
[112]	eval-auc:0.709695	train-auc:0.750206
[113]	eval-auc:0.710065	train-auc:0.751035
[114]	eval-auc:0.709756	train-auc:0.751766
[115]	eval-auc:0.709859	train-auc:0.75204
[116]	eval-auc:0.709445	train-auc:0.752837
[117]	eval-auc:0.709679	train-auc:0.75333
[118]	eval-auc:0.709663	train-auc:0.753576
[119]	eval-auc:0.709667	train-auc:0.753699
[120]	eval-auc:0.709596	train-auc:0.754087
[121]	eval-auc:0.710436	train-auc:0.754539
[122]	eval-auc:0.710608	train-auc:0.754719
[123]	eval-auc:0.710759	train-auc:0.755002
[124]	eval-auc:0.711102	train-auc:0.755603
[125]	eval-auc:0.710046	train-auc:0.756263
[126]	eval-auc:0.709686	train-auc:0.756856
[127]	eval-auc:0.70886	train-auc:0.757661
[128]	eval-auc:0.708869	train-auc:0.757729
[129]	eval-auc:0.708978	train-auc:0.75808
[130]	eval-auc:0.70894	train-auc:0.758301
[131]	eval-auc:0.708132	train-auc:0.75881
[132]	eval-auc:0.708474	train-auc:0.759311
[133]	eval-auc:0.708629	train-auc:0.759461
[134]	eval-auc:0.708439	train-auc:0.760094
[135]	eval-auc:0.709049	train-auc:0.760526
[136]	eval-auc:0.70906	train-auc:0.760567
[137]	eval-auc:0.708469	train-auc:0.760605
[138]	eval-auc:0.708138	train-auc:0.760713
[139]	eval-auc:0.708351	train-auc:0.761044
[140]	eval-auc:0.708889	train-auc:0.761456
[141]	eval-auc:0.70885	train-auc:0.76164
[142]	eval-auc:0.709183	train-auc:0.761888
[143]	eval-auc:0.709032	train-auc:0.762348
[144]	eval-auc:0.709123	train-auc:0.762631
[145]	eval-auc:0.709172	train-auc:0.763002
[146]	eval-auc:0.709378	train-auc:0.763364
[147]	eval-auc:0.709602	train-auc:0.76358
[148]	eval-auc:0.709567	train-auc:0.764079
[149]	eval-auc:0.709664	train-auc:0.764296
[150]	eval-auc:0.709675	train-auc:0.764318
[151]	eval-auc:0.70983	train-auc:0.764636
[152]	eval-auc:0.709972	train-auc:0.764769
[153]	eval-auc:0.709978	train-auc:0.764781
[154]	eval-auc:0.709976	train-auc:0.765049
[155]	eval-auc:0.710016	train-auc:0.76548
[156]	eval-auc:0.709809	train-auc:0.766009
[157]	eval-auc:0.709746	train-auc:0.766191
[158]	eval-auc:0.709877	train-auc:0.766282
[159]	eval-auc:0.709915	train-auc:0.766406
[160]	eval-auc:0.710038	train-auc:0.766517
[161]	eval-auc:0.709239	train-auc:0.766894
[162]	eval-auc:0.709359	train-auc:0.767137
[163]	eval-auc:0.709395	train-auc:0.76718
[164]	eval-auc:0.708839	train-auc:0.767915
[165]	eval-auc:0.708769	train-auc:0.768232
[166]	eval-auc:0.708569	train-auc:0.768674
[167]	eval-auc:0.709199	train-auc:0.769402
[168]	eval-auc:0.709408	train-auc:0.76966
[169]	eval-auc:0.709898	train-auc:0.769978
[170]	eval-auc:0.709998	train-auc:0.77066
[171]	eval-auc:0.710256	train-auc:0.771521
[172]	eval-auc:0.710198	train-auc:0.77169
[173]	eval-auc:0.710331	train-auc:0.771946
[174]	eval-auc:0.710601	train-auc:0.772183
[175]	eval-auc:0.710174	train-auc:0.771763
[176]	eval-auc:0.709996	train-auc:0.772181
[177]	eval-auc:0.710019	train-auc:0.772276
[178]	eval-auc:0.710043	train-auc:0.772561
[179]	eval-auc:0.710404	train-auc:0.772939
[180]	eval-auc:0.71041	train-auc:0.773498
[181]	eval-auc:0.710475	train-auc:0.77356
[182]	eval-auc:0.710463	train-auc:0.773772
[183]	eval-auc:0.710513	train-auc:0.774123
[184]	eval-auc:0.710635	train-auc:0.774462
[185]	eval-auc:0.710722	train-auc:0.774562
[186]	eval-auc:0.710889	train-auc:0.774873
[187]	eval-auc:0.71089	train-auc:0.774887
[188]	eval-auc:0.710834	train-auc:0.775053
[189]	eval-auc:0.710881	train-auc:0.775135
[190]	eval-auc:0.710528	train-auc:0.775796
[191]	eval-auc:0.710327	train-auc:0.77614
[192]	eval-auc:0.710349	train-auc:0.776492
[193]	eval-auc:0.710423	train-auc:0.776594
[194]	eval-auc:0.710407	train-auc:0.776723
[195]	eval-auc:0.711022	train-auc:0.777604
[196]	eval-auc:0.711026	train-auc:0.777812
[197]	eval-auc:0.710892	train-auc:0.777967
[198]	eval-auc:0.710975	train-auc:0.778014
[199]	eval-auc:0.711125	train-auc:0.778179
[200]	eval-auc:0.711212	train-auc:0.778468
[201]	eval-auc:0.711386	train-auc:0.778898
[202]	eval-auc:0.711179	train-auc:0.779087
[203]	eval-auc:0.711014	train-auc:0.778861
[204]	eval-auc:0.710614	train-auc:0.779159
[205]	eval-auc:0.710793	train-auc:0.77925
[206]	eval-auc:0.710726	train-auc:0.779421
[207]	eval-auc:0.710774	train-auc:0.779639
[208]	eval-auc:0.711016	train-auc:0.779909
[209]	eval-auc:0.711225	train-auc:0.780695
[210]	eval-auc:0.711204	train-auc:0.78107
[211]	eval-auc:0.711135	train-auc:0.781279
[212]	eval-auc:0.711359	train-auc:0.781576
[213]	eval-auc:0.711361	train-auc:0.781586
[214]	eval-auc:0.711648	train-auc:0.782038
[215]	eval-auc:0.711743	train-auc:0.782409
[216]	eval-auc:0.711753	train-auc:0.783107
	Score 0.7117534017956121


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 219.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.68113	train-auc:0.69571
[2]	eval-auc:0.683472	train-auc:0.697324
[3]	eval-auc:0.684196	train-auc:0.697318
[4]	eval-auc:0.701297	train-auc:0.709953
[5]	eval-auc:0.699794	train-auc:0.709334
[6]	eval-auc:0.698592	train-auc:0.707862
[7]	eval-auc:0.698767	train-auc:0.709504
[8]	eval-auc:0.697762	train-auc:0.710402
[9]	eval-auc:0.698326	train-auc:0.711395
[10]	eval-auc:0.697846	train-auc:0.712935
[11]	eval-auc:0.698665	train-auc:0.713308
[12]	eval-auc:0.699303	train-auc:0.714008
[13]	eval-auc:0.697699	train-auc:0.714286
[14]	eval-auc:0.698643	train-auc:0.714322
[15]	eval-auc:0.697622	train-auc:0.7144
[16]	eval-auc:0.697313	train-auc:0.71477
[17]	eval-auc:0.697386	train-auc:0.71662
[18]	eval-auc:0.697622	train-auc:0.718782
[19]	eval-auc:0.696786	train-auc:0.71914
[20]	eval-auc:0.698126	train-auc:0.72036
[21]	eval-auc:0.700864	train-auc:0.722952
[22]	eval-auc:0.699521	train-auc:0.722014
[23]	eval-auc:0.699276	train-auc:0.720335
[24]	eval-auc:0.701042	train-auc:0.722509
[25]	eval-auc:0.701674	train-auc:0.723784
[26]	eval-auc:0.701288	train-auc:0.725789
[27]	eval-auc:0.701387	train-auc:0.725295
[28]	eval-auc:0.701575	train-auc:0.726616
[29]	eval-auc:0.701756	train-auc:0.727128
[30]	eval-auc:0.702092	train-auc:0.727786
[31]	eval-auc:0.703313	train-auc:0.729548
[32]	eval-auc:0.703279	train-auc:0.73025
[33]	eval-auc:0.703412	train-auc:0.731109
[34]	eval-auc:0.704454	train-auc:0.730947
[35]	eval-auc:0.702951	train-auc:0.731013
[36]	eval-auc:0.703128	train-auc:0.731191
[37]	eval-auc:0.704078	train-auc:0.732026
[38]	eval-auc:0.705047	train-auc:0.732647
[39]	eval-auc:0.705621	train-auc:0.732918
[40]	eval-auc:0.703907	train-auc:0.733096
[41]	eval-auc:0.70525	train-auc:0.733904
[42]	eval-auc:0.705533	train-auc:0.734065
[43]	eval-auc:0.703926	train-auc:0.733573
[44]	eval-auc:0.704063	train-auc:0.733216
[45]	eval-auc:0.705348	train-auc:0.733978
[46]	eval-auc:0.705359	train-auc:0.734538
[47]	eval-auc:0.705634	train-auc:0.73439
[48]	eval-auc:0.706389	train-auc:0.734536
[49]	eval-auc:0.707295	train-auc:0.735054
[50]	eval-auc:0.707415	train-auc:0.73525
[51]	eval-auc:0.70768	train-auc:0.736361
[52]	eval-auc:0.707208	train-auc:0.736851
[53]	eval-auc:0.707248	train-auc:0.737527
[54]	eval-auc:0.707338	train-auc:0.737666
[55]	eval-auc:0.707632	train-auc:0.737512
[56]	eval-auc:0.70769	train-auc:0.73827
[57]	eval-auc:0.707691	train-auc:0.738315
[58]	eval-auc:0.707969	train-auc:0.738872
[59]	eval-auc:0.708569	train-auc:0.739522
[60]	eval-auc:0.708483	train-auc:0.739876
[61]	eval-auc:0.70855	train-auc:0.740187
[62]	eval-auc:0.707747	train-auc:0.740185
[63]	eval-auc:0.708056	train-auc:0.740552
[64]	eval-auc:0.706811	train-auc:0.742089
[65]	eval-auc:0.707081	train-auc:0.742521
[66]	eval-auc:0.706659	train-auc:0.741819
[67]	eval-auc:0.707306	train-auc:0.743353
[68]	eval-auc:0.708441	train-auc:0.744141
[69]	eval-auc:0.708393	train-auc:0.744414
[70]	eval-auc:0.708673	train-auc:0.744962
[71]	eval-auc:0.70894	train-auc:0.745315
[72]	eval-auc:0.709028	train-auc:0.745676
[73]	eval-auc:0.708148	train-auc:0.745771
[74]	eval-auc:0.708192	train-auc:0.746126
[75]	eval-auc:0.708214	train-auc:0.746344
[76]	eval-auc:0.708351	train-auc:0.747641
[77]	eval-auc:0.708017	train-auc:0.748744
[78]	eval-auc:0.707932	train-auc:0.748829
[79]	eval-auc:0.707455	train-auc:0.749869
[80]	eval-auc:0.707557	train-auc:0.749926
[81]	eval-auc:0.708084	train-auc:0.750544
[82]	eval-auc:0.708187	train-auc:0.750856
[83]	eval-auc:0.708288	train-auc:0.751864
[84]	eval-auc:0.708742	train-auc:0.751658
[85]	eval-auc:0.707607	train-auc:0.752526
[86]	eval-auc:0.707741	train-auc:0.75302
[87]	eval-auc:0.707444	train-auc:0.753302
[88]	eval-auc:0.707074	train-auc:0.754249
[89]	eval-auc:0.706818	train-auc:0.75467
[90]	eval-auc:0.706831	train-auc:0.754809
[91]	eval-auc:0.707004	train-auc:0.755055
[92]	eval-auc:0.707067	train-auc:0.75536
[93]	eval-auc:0.707372	train-auc:0.75585
[94]	eval-auc:0.707067	train-auc:0.756729
[95]	eval-auc:0.707735	train-auc:0.757399
[96]	eval-auc:0.707744	train-auc:0.757472
[97]	eval-auc:0.706744	train-auc:0.758035
[98]	eval-auc:0.705711	train-auc:0.759103
[99]	eval-auc:0.706297	train-auc:0.759584
[100]	eval-auc:0.706462	train-auc:0.760051
[101]	eval-auc:0.706602	train-auc:0.760264
[102]	eval-auc:0.707011	train-auc:0.760777
[103]	eval-auc:0.707172	train-auc:0.761274
[104]	eval-auc:0.707679	train-auc:0.761593
[105]	eval-auc:0.707836	train-auc:0.761938
[106]	eval-auc:0.707845	train-auc:0.761967
[107]	eval-auc:0.708295	train-auc:0.762544
[108]	eval-auc:0.708385	train-auc:0.762578
[109]	eval-auc:0.708665	train-auc:0.762888
[110]	eval-auc:0.708834	train-auc:0.763043
[111]	eval-auc:0.708891	train-auc:0.763087
[112]	eval-auc:0.70886	train-auc:0.763735
[113]	eval-auc:0.708871	train-auc:0.764016
[114]	eval-auc:0.708981	train-auc:0.765037
[115]	eval-auc:0.70928	train-auc:0.765547
[116]	eval-auc:0.708539	train-auc:0.76509
[117]	eval-auc:0.708274	train-auc:0.765123
[118]	eval-auc:0.708444	train-auc:0.765782
[119]	eval-auc:0.708254	train-auc:0.766386
[120]	eval-auc:0.708395	train-auc:0.766798
[121]	eval-auc:0.709135	train-auc:0.767413
[122]	eval-auc:0.709322	train-auc:0.768132
[123]	eval-auc:0.709202	train-auc:0.768485
[124]	eval-auc:0.7093	train-auc:0.768847
[125]	eval-auc:0.709305	train-auc:0.768869
[126]	eval-auc:0.709043	train-auc:0.769653
[127]	eval-auc:0.709089	train-auc:0.769771
[128]	eval-auc:0.709416	train-auc:0.76978
[129]	eval-auc:0.709264	train-auc:0.770171
[130]	eval-auc:0.709564	train-auc:0.770155
[131]	eval-auc:0.708786	train-auc:0.770172
[132]	eval-auc:0.708269	train-auc:0.770433
[133]	eval-auc:0.708441	train-auc:0.770692
[134]	eval-auc:0.709159	train-auc:0.771208
[135]	eval-auc:0.709366	train-auc:0.771452
[136]	eval-auc:0.709485	train-auc:0.771572
[137]	eval-auc:0.709689	train-auc:0.77198
[138]	eval-auc:0.709826	train-auc:0.77208
[139]	eval-auc:0.709511	train-auc:0.772496
[140]	eval-auc:0.709765	train-auc:0.772849
[141]	eval-auc:0.709883	train-auc:0.773175
[142]	eval-auc:0.709972	train-auc:0.773602
[143]	eval-auc:0.709973	train-auc:0.773628
[144]	eval-auc:0.70999	train-auc:0.77424
[145]	eval-auc:0.709028	train-auc:0.774663
[146]	eval-auc:0.708926	train-auc:0.774972
[147]	eval-auc:0.709128	train-auc:0.775296
[148]	eval-auc:0.709239	train-auc:0.775454
[149]	eval-auc:0.709374	train-auc:0.77561
[150]	eval-auc:0.709324	train-auc:0.775865
[151]	eval-auc:0.709437	train-auc:0.775917
[152]	eval-auc:0.709973	train-auc:0.776554
[153]	eval-auc:0.709144	train-auc:0.777415
[154]	eval-auc:0.708818	train-auc:0.777877
[155]	eval-auc:0.708792	train-auc:0.778453
[156]	eval-auc:0.708892	train-auc:0.779083
[157]	eval-auc:0.709485	train-auc:0.779507
[158]	eval-auc:0.708824	train-auc:0.780246
[159]	eval-auc:0.708883	train-auc:0.780729
[160]	eval-auc:0.709057	train-auc:0.781219
[161]	eval-auc:0.708705	train-auc:0.781583
[162]	eval-auc:0.70877	train-auc:0.781654
[163]	eval-auc:0.70831	train-auc:0.782097
[164]	eval-auc:0.708237	train-auc:0.782324
[165]	eval-auc:0.708238	train-auc:0.782334
[166]	eval-auc:0.708508	train-auc:0.782806
[167]	eval-auc:0.708692	train-auc:0.783217
[168]	eval-auc:0.70882	train-auc:0.783633
[169]	eval-auc:0.709156	train-auc:0.784605
[170]	eval-auc:0.709265	train-auc:0.784956
[171]	eval-auc:0.709518	train-auc:0.785959
[172]	eval-auc:0.709757	train-auc:0.786578
[173]	eval-auc:0.709806	train-auc:0.786997
[174]	eval-auc:0.709928	train-auc:0.787174
[175]	eval-auc:0.710844	train-auc:0.788166
[176]	eval-auc:0.710537	train-auc:0.788459
[177]	eval-auc:0.710578	train-auc:0.788746
[178]	eval-auc:0.711009	train-auc:0.789282
[179]	eval-auc:0.711164	train-auc:0.789508
[180]	eval-auc:0.711167	train-auc:0.789516
[181]	eval-auc:0.711115	train-auc:0.789906
[182]	eval-auc:0.711967	train-auc:0.790563
[183]	eval-auc:0.71189	train-auc:0.790783
[184]	eval-auc:0.711942	train-auc:0.791031
[185]	eval-auc:0.711656	train-auc:0.791666
[186]	eval-auc:0.711811	train-auc:0.792606
[187]	eval-auc:0.712091	train-auc:0.79304
[188]	eval-auc:0.71225	train-auc:0.793438
[189]	eval-auc:0.711901	train-auc:0.794048
[190]	eval-auc:0.712152	train-auc:0.794649
[191]	eval-auc:0.71232	train-auc:0.794904
[192]	eval-auc:0.712094	train-auc:0.795183
[193]	eval-auc:0.711818	train-auc:0.795371
[194]	eval-auc:0.711715	train-auc:0.795677
[195]	eval-auc:0.711702	train-auc:0.795221
[196]	eval-auc:0.711428	train-auc:0.795591
[197]	eval-auc:0.711651	train-auc:0.796013
[198]	eval-auc:0.711684	train-auc:0.796244
[199]	eval-auc:0.711418	train-auc:0.795932
[200]	eval-auc:0.711488	train-auc:0.796164
[201]	eval-auc:0.71137	train-auc:0.796403
[202]	eval-auc:0.711072	train-auc:0.796683
[203]	eval-auc:0.710876	train-auc:0.797099
[204]	eval-auc:0.710995	train-auc:0.797344
[205]	eval-auc:0.710814	train-auc:0.798113
[206]	eval-auc:0.711112	train-auc:0.798548
[207]	eval-auc:0.711026	train-auc:0.799107
[208]	eval-auc:0.711071	train-auc:0.799191
[209]	eval-auc:0.710881	train-auc:0.799712
[210]	eval-auc:0.711253	train-auc:0.800054
[211]	eval-auc:0.710865	train-auc:0.800336
[212]	eval-auc:0.710982	train-auc:0.80076
[213]	eval-auc:0.710209	train-auc:0.801596
[214]	eval-auc:0.710319	train-auc:0.802071
[215]	eval-auc:0.709969	train-auc:0.802237
[216]	eval-auc:0.71003	train-auc:0.802441
[217]	eval-auc:0.710246	train-auc:0.802574
[218]	eval-auc:0.710255	train-auc:0.802895
	Score 0.7102550280792798


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 253.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.696196	train-auc:0.712004
[2]	eval-auc:0.698935	train-auc:0.713637
[3]	eval-auc:0.698311	train-auc:0.713349
[4]	eval-auc:0.700924	train-auc:0.716899
[5]	eval-auc:0.699592	train-auc:0.715419
[6]	eval-auc:0.699619	train-auc:0.715329
[7]	eval-auc:0.70131	train-auc:0.718231
[8]	eval-auc:0.706468	train-auc:0.724624
[9]	eval-auc:0.70331	train-auc:0.7235
[10]	eval-auc:0.700182	train-auc:0.718192
[11]	eval-auc:0.704412	train-auc:0.722427
[12]	eval-auc:0.702459	train-auc:0.721547
[13]	eval-auc:0.707007	train-auc:0.725055
[14]	eval-auc:0.702051	train-auc:0.724405
[15]	eval-auc:0.700379	train-auc:0.723409
[16]	eval-auc:0.700205	train-auc:0.7266
[17]	eval-auc:0.699625	train-auc:0.726556
[18]	eval-auc:0.700257	train-auc:0.728121
[19]	eval-auc:0.703697	train-auc:0.728151
[20]	eval-auc:0.701243	train-auc:0.72757
[21]	eval-auc:0.704503	train-auc:0.730511
[22]	eval-auc:0.706815	train-auc:0.731702
[23]	eval-auc:0.706775	train-auc:0.731523
[24]	eval-auc:0.708196	train-auc:0.732788
[25]	eval-auc:0.70765	train-auc:0.732681
[26]	eval-auc:0.707929	train-auc:0.732863
[27]	eval-auc:0.7094	train-auc:0.734634
[28]	eval-auc:0.710093	train-auc:0.734827
[29]	eval-auc:0.708365	train-auc:0.734525
[30]	eval-auc:0.707642	train-auc:0.732813
[31]	eval-auc:0.709773	train-auc:0.73463
[32]	eval-auc:0.709756	train-auc:0.734474
[33]	eval-auc:0.709941	train-auc:0.734764
[34]	eval-auc:0.710182	train-auc:0.736033
[35]	eval-auc:0.710056	train-auc:0.736856
[36]	eval-auc:0.710173	train-auc:0.737201
[37]	eval-auc:0.709677	train-auc:0.737856
[38]	eval-auc:0.709762	train-auc:0.738256
[39]	eval-auc:0.710209	train-auc:0.739172
[40]	eval-auc:0.711167	train-auc:0.741925
[41]	eval-auc:0.709677	train-auc:0.744249
[42]	eval-auc:0.709606	train-auc:0.744656
[43]	eval-auc:0.709809	train-auc:0.74523
[44]	eval-auc:0.710036	train-auc:0.74511
[45]	eval-auc:0.71086	train-auc:0.746233
[46]	eval-auc:0.710837	train-auc:0.746749
[47]	eval-auc:0.709624	train-auc:0.748241
[48]	eval-auc:0.71033	train-auc:0.749286
[49]	eval-auc:0.711233	train-auc:0.751093
[50]	eval-auc:0.709496	train-auc:0.751153
[51]	eval-auc:0.709534	train-auc:0.751508
[52]	eval-auc:0.709571	train-auc:0.751978
[53]	eval-auc:0.710289	train-auc:0.752573
[54]	eval-auc:0.708685	train-auc:0.754365
[55]	eval-auc:0.708944	train-auc:0.754748
[56]	eval-auc:0.70888	train-auc:0.755586
[57]	eval-auc:0.70891	train-auc:0.75579
[58]	eval-auc:0.70907	train-auc:0.756499
[59]	eval-auc:0.709958	train-auc:0.757784
[60]	eval-auc:0.707959	train-auc:0.758914
[61]	eval-auc:0.708285	train-auc:0.759633
[62]	eval-auc:0.707666	train-auc:0.759392
[63]	eval-auc:0.707465	train-auc:0.759912
[64]	eval-auc:0.707679	train-auc:0.759028
[65]	eval-auc:0.708192	train-auc:0.759794
[66]	eval-auc:0.708709	train-auc:0.760708
[67]	eval-auc:0.709012	train-auc:0.761274
[68]	eval-auc:0.708432	train-auc:0.762445
[69]	eval-auc:0.70845	train-auc:0.762532
[70]	eval-auc:0.708301	train-auc:0.763494
[71]	eval-auc:0.707299	train-auc:0.763556
[72]	eval-auc:0.707787	train-auc:0.7638
[73]	eval-auc:0.707736	train-auc:0.763716
[74]	eval-auc:0.707934	train-auc:0.764987
[75]	eval-auc:0.707958	train-auc:0.765465
[76]	eval-auc:0.708191	train-auc:0.765725
[77]	eval-auc:0.708107	train-auc:0.766154
[78]	eval-auc:0.709071	train-auc:0.766951
[79]	eval-auc:0.708276	train-auc:0.768306
[80]	eval-auc:0.708467	train-auc:0.768451
[81]	eval-auc:0.709114	train-auc:0.769951
[82]	eval-auc:0.709444	train-auc:0.770488
[83]	eval-auc:0.709551	train-auc:0.771084
[84]	eval-auc:0.709632	train-auc:0.771396
[85]	eval-auc:0.708884	train-auc:0.772162
[86]	eval-auc:0.708844	train-auc:0.772735
[87]	eval-auc:0.708877	train-auc:0.773112
[88]	eval-auc:0.708778	train-auc:0.77343
[89]	eval-auc:0.708799	train-auc:0.773992
[90]	eval-auc:0.708805	train-auc:0.775157
[91]	eval-auc:0.709094	train-auc:0.775539
[92]	eval-auc:0.709239	train-auc:0.775609
[93]	eval-auc:0.70961	train-auc:0.776014
[94]	eval-auc:0.709497	train-auc:0.776521
[95]	eval-auc:0.709938	train-auc:0.776798
[96]	eval-auc:0.71024	train-auc:0.777463
[97]	eval-auc:0.711546	train-auc:0.779013
[98]	eval-auc:0.710636	train-auc:0.779323
[99]	eval-auc:0.710534	train-auc:0.779894
[100]	eval-auc:0.711372	train-auc:0.780525
[101]	eval-auc:0.711523	train-auc:0.781333
[102]	eval-auc:0.711786	train-auc:0.782843
[103]	eval-auc:0.712173	train-auc:0.782961
[104]	eval-auc:0.712179	train-auc:0.782975
[105]	eval-auc:0.712683	train-auc:0.783776
[106]	eval-auc:0.712831	train-auc:0.783956
[107]	eval-auc:0.712809	train-auc:0.784423
[108]	eval-auc:0.712686	train-auc:0.784679
[109]	eval-auc:0.712756	train-auc:0.785274
[110]	eval-auc:0.713242	train-auc:0.787135
[111]	eval-auc:0.712796	train-auc:0.787895
[112]	eval-auc:0.713235	train-auc:0.788864
[113]	eval-auc:0.712828	train-auc:0.788929
[114]	eval-auc:0.712997	train-auc:0.788152
[115]	eval-auc:0.712942	train-auc:0.788508
[116]	eval-auc:0.71376	train-auc:0.789389
[117]	eval-auc:0.712867	train-auc:0.789959
[118]	eval-auc:0.713176	train-auc:0.791001
[119]	eval-auc:0.713035	train-auc:0.791699
[120]	eval-auc:0.712777	train-auc:0.79184
[121]	eval-auc:0.71311	train-auc:0.79277
[122]	eval-auc:0.711653	train-auc:0.79324
[123]	eval-auc:0.71146	train-auc:0.793928
[124]	eval-auc:0.711055	train-auc:0.794801
[125]	eval-auc:0.711246	train-auc:0.795078
[126]	eval-auc:0.711019	train-auc:0.794578
[127]	eval-auc:0.711136	train-auc:0.794681
[128]	eval-auc:0.710801	train-auc:0.795234
[129]	eval-auc:0.710911	train-auc:0.796012
[130]	eval-auc:0.710365	train-auc:0.796934
[131]	eval-auc:0.709201	train-auc:0.798296
[132]	eval-auc:0.709238	train-auc:0.799616
[133]	eval-auc:0.708693	train-auc:0.800023
[134]	eval-auc:0.708076	train-auc:0.800486
[135]	eval-auc:0.707634	train-auc:0.800775
[136]	eval-auc:0.707338	train-auc:0.801632
[137]	eval-auc:0.707058	train-auc:0.801871
[138]	eval-auc:0.707067	train-auc:0.801908
[139]	eval-auc:0.707003	train-auc:0.802125
[140]	eval-auc:0.707093	train-auc:0.802304
[141]	eval-auc:0.707212	train-auc:0.802596
[142]	eval-auc:0.707427	train-auc:0.801951
[143]	eval-auc:0.707506	train-auc:0.802337
[144]	eval-auc:0.70716	train-auc:0.802914
[145]	eval-auc:0.706409	train-auc:0.803478
[146]	eval-auc:0.7064	train-auc:0.804316
[147]	eval-auc:0.705953	train-auc:0.805042
[148]	eval-auc:0.705811	train-auc:0.805258
[149]	eval-auc:0.706563	train-auc:0.805943
[150]	eval-auc:0.70615	train-auc:0.806188
[151]	eval-auc:0.706277	train-auc:0.806442
[152]	eval-auc:0.706271	train-auc:0.807246
[153]	eval-auc:0.705907	train-auc:0.80789
[154]	eval-auc:0.70542	train-auc:0.808479
[155]	eval-auc:0.705584	train-auc:0.80901
[156]	eval-auc:0.70571	train-auc:0.809382
[157]	eval-auc:0.705497	train-auc:0.808847
[158]	eval-auc:0.706146	train-auc:0.809317
[159]	eval-auc:0.705779	train-auc:0.809907
[160]	eval-auc:0.706048	train-auc:0.810476
[161]	eval-auc:0.705843	train-auc:0.811265
[162]	eval-auc:0.705765	train-auc:0.811647
[163]	eval-auc:0.705767	train-auc:0.811664
[164]	eval-auc:0.705706	train-auc:0.811914
[165]	eval-auc:0.705866	train-auc:0.812293
[166]	eval-auc:0.70582	train-auc:0.812671
[167]	eval-auc:0.705643	train-auc:0.813286
[168]	eval-auc:0.705525	train-auc:0.813457
[169]	eval-auc:0.705095	train-auc:0.813782
[170]	eval-auc:0.705363	train-auc:0.814037
[171]	eval-auc:0.705426	train-auc:0.814212
[172]	eval-auc:0.705774	train-auc:0.814811
[173]	eval-auc:0.70522	train-auc:0.815069
[174]	eval-auc:0.704451	train-auc:0.815683
[175]	eval-auc:0.70411	train-auc:0.816298
[176]	eval-auc:0.703597	train-auc:0.816523
[177]	eval-auc:0.703941	train-auc:0.816828
[178]	eval-auc:0.70279	train-auc:0.817703
[179]	eval-auc:0.702217	train-auc:0.818231
[180]	eval-auc:0.702362	train-auc:0.818574
[181]	eval-auc:0.7024	train-auc:0.818645
[182]	eval-auc:0.702402	train-auc:0.819445
[183]	eval-auc:0.70275	train-auc:0.820003
[184]	eval-auc:0.702843	train-auc:0.820349
[185]	eval-auc:0.702327	train-auc:0.820684
[186]	eval-auc:0.702528	train-auc:0.820989
[187]	eval-auc:0.702735	train-auc:0.821262
[188]	eval-auc:0.703286	train-auc:0.821586
[189]	eval-auc:0.703231	train-auc:0.821883
[190]	eval-auc:0.702877	train-auc:0.822147
[191]	eval-auc:0.703009	train-auc:0.822391
[192]	eval-auc:0.702991	train-auc:0.822721
[193]	eval-auc:0.702941	train-auc:0.823121
[194]	eval-auc:0.702968	train-auc:0.823158
[195]	eval-auc:0.703011	train-auc:0.823152
[196]	eval-auc:0.703379	train-auc:0.823443
[197]	eval-auc:0.703676	train-auc:0.823625
[198]	eval-auc:0.703824	train-auc:0.8238
[199]	eval-auc:0.703743	train-auc:0.823925
[200]	eval-auc:0.703685	train-auc:0.824174
[201]	eval-auc:0.703166	train-auc:0.824449
[202]	eval-auc:0.703035	train-auc:0.824641
[203]	eval-auc:0.702601	train-auc:0.824921
[204]	eval-auc:0.702942	train-auc:0.825415
[205]	eval-auc:0.702718	train-auc:0.826037
[206]	eval-auc:0.702887	train-auc:0.826661
[207]	eval-auc:0.702849	train-auc:0.827039
[208]	eval-auc:0.703078	train-auc:0.827415
[209]	eval-auc:0.70328	train-auc:0.827662
[210]	eval-auc:0.703542	train-auc:0.82729
[211]	eval-auc:0.704734	train-auc:0.828172
[212]	eval-auc:0.70408	train-auc:0.828308
[213]	eval-auc:0.703869	train-auc:0.828603
[214]	eval-auc:0.703869	train-auc:0.829127
[215]	eval-auc:0.703591	train-auc:0.829439
[216]	eval-auc:0.703805	train-auc:0.829669
[217]	eval-auc:0.703359	train-auc:0.829841
[218]	eval-auc:0.703941	train-auc:0.830389
[219]	eval-auc:0.703938	train-auc:0.830406
[220]	eval-auc:0.704055	train-auc:0.830635
[221]	eval-auc:0.704101	train-auc:0.830933
[222]	eval-auc:0.70377	train-auc:0.831904
[223]	eval-auc:0.703935	train-auc:0.832188
[224]	eval-auc:0.703912	train-auc:0.832156
[225]	eval-auc:0.703298	train-auc:0.832494
[226]	eval-auc:0.703318	train-auc:0.832875
[227]	eval-auc:0.704034	train-auc:0.833247
[228]	eval-auc:0.70446	train-auc:0.833713
[229]	eval-auc:0.704334	train-auc:0.834284
[230]	eval-auc:0.704424	train-auc:0.834379
[231]	eval-auc:0.704558	train-auc:0.835008
[232]	eval-auc:0.704105	train-auc:0.835297
[233]	eval-auc:0.704154	train-auc:0.835653
[234]	eval-auc:0.704017	train-auc:0.835951
[235]	eval-auc:0.704139	train-auc:0.836214
[236]	eval-auc:0.704243	train-auc:0.835841
[237]	eval-auc:0.704489	train-auc:0.83614
[238]	eval-auc:0.704704	train-auc:0.836466
[239]	eval-auc:0.704515	train-auc:0.836894
[240]	eval-auc:0.704355	train-auc:0.836474
[241]	eval-auc:0.7046	train-auc:0.836593
[242]	eval-auc:0.70469	train-auc:0.836741
[243]	eval-auc:0.704454	train-auc:0.83651
[244]	eval-auc:0.704308	train-auc:0.837088
[245]	eval-auc:0.704437	train-auc:0.837313
[246]	eval-auc:0.704512	train-auc:0.837832
[247]	eval-auc:0.704376	train-auc:0.838282
[248]	eval-auc:0.704354	train-auc:0.838371
[249]	eval-auc:0.704418	train-auc:0.838901
[250]	eval-auc:0.704281	train-auc:0.839112
[251]	eval-auc:0.703724	train-auc:0.839789
[252]	eval-auc:0.703898	train-auc:0.839988
	Score 0.7038975989474838


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 344.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.696196	train-auc:0.712004
[3]	eval-auc:0.698935	train-auc:0.713637
[4]	eval-auc:0.700924	train-auc:0.716899
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[343]	eval-auc:0.705309	train-auc:0.852209
	Score 0.70530917662537


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 292.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.68113	train-auc:0.69571
[2]	eval-auc:0.683755	train-auc:0.697177
[3]	eval-auc:0.683665	train-auc:0.69726
[4]	eval-auc:0.701007	train-auc:0.709727
[5]	eval-auc:0.699794	train-auc:0.709334
[6]	eval-auc:0.698681	train-auc:0.708211
[7]	eval-auc:0.698067	train-auc:0.709434
[8]	eval-auc:0.698918	train-auc:0.712348
[9]	eval-auc:0.696422	train-auc:0.712662
[10]	eval-auc:0.694839	train-auc:0.71373
[11]	eval-auc:0.696331	train-auc:0.714117
[12]	eval-auc:0.69673	train-auc:0.714452
[13]	eval-auc:0.697184	train-auc:0.714505
[14]	eval-auc:0.696429	train-auc:0.715427
[15]	eval-auc:0.696834	train-auc:0.715735
[16]	eval-auc:0.696993	train-auc:0.715705
[17]	eval-auc:0.697242	train-auc:0.716774
[18]	eval-auc:0.696889	train-auc:0.718622
[19]	eval-auc:0.696094	train-auc:0.718472
[20]	eval-auc:0.696231	train-auc:0.718878
[21]	eval-auc:0.697162	train-auc:0.719718
[22]	eval-auc:0.701766	train-auc:0.723191
[23]	eval-auc:0.697509	train-auc:0.721038
[24]	eval-auc:0.701996	train-auc:0.724205
[25]	eval-auc:0.701902	train-auc:0.724345
[26]	eval-auc:0.698503	train-auc:0.723213
[27]	eval-auc:0.701233	train-auc:0.72374
[28]	eval-auc:0.698778	train-auc:0.723512
[29]	eval-auc:0.698213	train-auc:0.722683
[30]	eval-auc:0.698128	train-auc:0.724984
[31]	eval-auc:0.700685	train-auc:0.726548
[32]	eval-auc:0.700383	train-auc:0.726914
[33]	eval-auc:0.698099	train-auc:0.726093
[34]	eval-auc:0.700618	train-auc:0.727135
[35]	eval-auc:0.698755	train-auc:0.727458
[36]	eval-auc:0.699607	train-auc:0.72885
[37]	eval-auc:0.700891	train-auc:0.729227
[38]	eval-auc:0.700567	train-auc:0.7291
[39]	eval-auc:0.700755	train-auc:0.729056
[40]	eval-auc:0.701548	train-auc:0.729922
[41]	eval-auc:0.702618	train-auc:0.729558
[42]	eval-auc:0.704772	train-auc:0.73092
[43]	eval-auc:0.704503	train-auc:0.7321
[44]	eval-auc:0.704315	train-auc:0.732025
[45]	eval-auc:0.702827	train-auc:0.731363
[46]	eval-auc:0.703423	train-auc:0.732331
[47]	eval-auc:0.704706	train-auc:0.732756
[48]	eval-auc:0.705668	train-auc:0.733183
[49]	eval-auc:0.704319	train-auc:0.732446
[50]	eval-auc:0.705704	train-auc:0.733331
[51]	eval-auc:0.705768	train-auc:0.733643
[52]	eval-auc:0.705356	train-auc:0.733861
[53]	eval-auc:0.705353	train-auc:0.733638
[54]	eval-auc:0.704859	train-auc:0.732853
[55]	eval-auc:0.705674	train-auc:0.73315
[56]	eval-auc:0.706671	train-auc:0.733501
[57]	eval-auc:0.706888	train-auc:0.733633
[58]	eval-auc:0.707397	train-auc:0.7336
[59]	eval-auc:0.707261	train-auc:0.733949
[60]	eval-auc:0.707299	train-auc:0.734485
[61]	eval-auc:0.70757	train-auc:0.734511
[62]	eval-auc:0.708095	train-auc:0.735495
[63]	eval-auc:0.708733	train-auc:0.735889
[64]	eval-auc:0.708683	train-auc:0.73607
[65]	eval-auc:0.708309	train-auc:0.73629
[66]	eval-auc:0.708374	train-auc:0.736393
[67]	eval-auc:0.708748	train-auc:0.736831
[68]	eval-auc:0.709112	train-auc:0.73718
[69]	eval-auc:0.709284	train-auc:0.737335
[70]	eval-auc:0.708811	train-auc:0.737098
[71]	eval-auc:0.709354	train-auc:0.737407
[72]	eval-auc:0.708384	train-auc:0.736666
[73]	eval-auc:0.708025	train-auc:0.737061
[74]	eval-auc:0.70832	train-auc:0.737532
[75]	eval-auc:0.708326	train-auc:0.737699
[76]	eval-auc:0.708773	train-auc:0.738856
[77]	eval-auc:0.709087	train-auc:0.738819
[78]	eval-auc:0.709083	train-auc:0.739395
[79]	eval-auc:0.709279	train-auc:0.739384
[80]	eval-auc:0.709617	train-auc:0.739718
[81]	eval-auc:0.709332	train-auc:0.739935
[82]	eval-auc:0.708448	train-auc:0.740183
[83]	eval-auc:0.708674	train-auc:0.740246
[84]	eval-auc:0.708741	train-auc:0.740491
[85]	eval-auc:0.708863	train-auc:0.741934
[86]	eval-auc:0.708726	train-auc:0.741575
[87]	eval-auc:0.708696	train-auc:0.741798
[88]	eval-auc:0.708776	train-auc:0.742265
[89]	eval-auc:0.708794	train-auc:0.742382
[90]	eval-auc:0.709272	train-auc:0.743084
[91]	eval-auc:0.708256	train-auc:0.744378
[92]	eval-auc:0.708784	train-auc:0.744629
[93]	eval-auc:0.708984	train-auc:0.745613
[94]	eval-auc:0.708983	train-auc:0.746511
[95]	eval-auc:0.709085	train-auc:0.746761
[96]	eval-auc:0.709103	train-auc:0.747019
[97]	eval-auc:0.709403	train-auc:0.747405
[98]	eval-auc:0.709513	train-auc:0.747617
[99]	eval-auc:0.709015	train-auc:0.748524
[100]	eval-auc:0.709258	train-auc:0.749372
[101]	eval-auc:0.709118	train-auc:0.749674
[102]	eval-auc:0.709447	train-auc:0.750294
[103]	eval-auc:0.70947	train-auc:0.750479
[104]	eval-auc:0.708933	train-auc:0.751247
[105]	eval-auc:0.708986	train-auc:0.751483
[106]	eval-auc:0.709099	train-auc:0.751733
[107]	eval-auc:0.709676	train-auc:0.752409
[108]	eval-auc:0.7098	train-auc:0.752626
[109]	eval-auc:0.709258	train-auc:0.752365
[110]	eval-auc:0.709027	train-auc:0.752377
[111]	eval-auc:0.70866	train-auc:0.753169
[112]	eval-auc:0.708677	train-auc:0.753285
[113]	eval-auc:0.709004	train-auc:0.75367
[114]	eval-auc:0.709164	train-auc:0.754019
[115]	eval-auc:0.708074	train-auc:0.754668
[116]	eval-auc:0.708101	train-auc:0.754905
[117]	eval-auc:0.708167	train-auc:0.755097
[118]	eval-auc:0.708186	train-auc:0.755128
[119]	eval-auc:0.708363	train-auc:0.755334
[120]	eval-auc:0.708646	train-auc:0.755707
[121]	eval-auc:0.708663	train-auc:0.755903
[122]	eval-auc:0.708636	train-auc:0.756436
[123]	eval-auc:0.708648	train-auc:0.756508
[124]	eval-auc:0.708841	train-auc:0.756801
[125]	eval-auc:0.708709	train-auc:0.757445
[126]	eval-auc:0.708989	train-auc:0.757785
[127]	eval-auc:0.709436	train-auc:0.758085
[128]	eval-auc:0.709591	train-auc:0.758241
[129]	eval-auc:0.709745	train-auc:0.7586
[130]	eval-auc:0.709993	train-auc:0.758754
[131]	eval-auc:0.709954	train-auc:0.75906
[132]	eval-auc:0.709335	train-auc:0.758748
[133]	eval-auc:0.709041	train-auc:0.758511
[134]	eval-auc:0.70921	train-auc:0.758485
[135]	eval-auc:0.708247	train-auc:0.759015
[136]	eval-auc:0.708377	train-auc:0.759598
[137]	eval-auc:0.708387	train-auc:0.759647
[138]	eval-auc:0.708476	train-auc:0.759678
[139]	eval-auc:0.708664	train-auc:0.760102
[140]	eval-auc:0.708901	train-auc:0.760419
[141]	eval-auc:0.708907	train-auc:0.760446
[142]	eval-auc:0.709031	train-auc:0.760586
[143]	eval-auc:0.709013	train-auc:0.760904
[144]	eval-auc:0.709313	train-auc:0.761254
[145]	eval-auc:0.708896	train-auc:0.761524
[146]	eval-auc:0.709051	train-auc:0.761737
[147]	eval-auc:0.709618	train-auc:0.762123
[148]	eval-auc:0.70886	train-auc:0.763079
[149]	eval-auc:0.709091	train-auc:0.763473
[150]	eval-auc:0.709042	train-auc:0.763974
[151]	eval-auc:0.709652	train-auc:0.764362
[152]	eval-auc:0.7096	train-auc:0.764571
[153]	eval-auc:0.709874	train-auc:0.764792
[154]	eval-auc:0.709587	train-auc:0.765278
[155]	eval-auc:0.709711	train-auc:0.765616
[156]	eval-auc:0.709749	train-auc:0.766203
[157]	eval-auc:0.709756	train-auc:0.766221
[158]	eval-auc:0.709796	train-auc:0.766334
[159]	eval-auc:0.709869	train-auc:0.766456
[160]	eval-auc:0.709895	train-auc:0.766765
[161]	eval-auc:0.709356	train-auc:0.767476
[162]	eval-auc:0.709433	train-auc:0.768225
[163]	eval-auc:0.709419	train-auc:0.768466
[164]	eval-auc:0.709584	train-auc:0.768639
[165]	eval-auc:0.709495	train-auc:0.76891
[166]	eval-auc:0.708626	train-auc:0.769294
[167]	eval-auc:0.708612	train-auc:0.769489
[168]	eval-auc:0.708214	train-auc:0.769605
[169]	eval-auc:0.708454	train-auc:0.769959
[170]	eval-auc:0.708514	train-auc:0.770207
[171]	eval-auc:0.70852	train-auc:0.770216
[172]	eval-auc:0.708721	train-auc:0.770499
[173]	eval-auc:0.708995	train-auc:0.770855
[174]	eval-auc:0.709206	train-auc:0.771097
[175]	eval-auc:0.709288	train-auc:0.771191
[176]	eval-auc:0.709322	train-auc:0.771253
[177]	eval-auc:0.709344	train-auc:0.771344
[178]	eval-auc:0.709277	train-auc:0.771538
[179]	eval-auc:0.709312	train-auc:0.771941
[180]	eval-auc:0.709462	train-auc:0.772306
[181]	eval-auc:0.709538	train-auc:0.772658
[182]	eval-auc:0.709433	train-auc:0.772827
[183]	eval-auc:0.709172	train-auc:0.772863
[184]	eval-auc:0.709405	train-auc:0.77283
[185]	eval-auc:0.70954	train-auc:0.772957
[186]	eval-auc:0.709546	train-auc:0.772974
[187]	eval-auc:0.709604	train-auc:0.773049
[188]	eval-auc:0.709577	train-auc:0.773125
[189]	eval-auc:0.709787	train-auc:0.773217
[190]	eval-auc:0.710064	train-auc:0.773544
[191]	eval-auc:0.710142	train-auc:0.773725
[192]	eval-auc:0.71025	train-auc:0.774303
[193]	eval-auc:0.711003	train-auc:0.77518
[194]	eval-auc:0.711015	train-auc:0.775587
[195]	eval-auc:0.711029	train-auc:0.776085
[196]	eval-auc:0.711056	train-auc:0.776329
[197]	eval-auc:0.710949	train-auc:0.776691
[198]	eval-auc:0.711054	train-auc:0.776857
[199]	eval-auc:0.710584	train-auc:0.777502
[200]	eval-auc:0.71061	train-auc:0.777846
[201]	eval-auc:0.711128	train-auc:0.778544
[202]	eval-auc:0.711187	train-auc:0.778772
[203]	eval-auc:0.711135	train-auc:0.778783
[204]	eval-auc:0.71114	train-auc:0.77883
[205]	eval-auc:0.711441	train-auc:0.779329
[206]	eval-auc:0.711614	train-auc:0.779704
[207]	eval-auc:0.711194	train-auc:0.780215
[208]	eval-auc:0.711262	train-auc:0.780277
[209]	eval-auc:0.7112	train-auc:0.780452
[210]	eval-auc:0.711287	train-auc:0.780888
[211]	eval-auc:0.711514	train-auc:0.781119
[212]	eval-auc:0.711278	train-auc:0.781478
[213]	eval-auc:0.711165	train-auc:0.781871
[214]	eval-auc:0.711116	train-auc:0.782126
[215]	eval-auc:0.711591	train-auc:0.782616
[216]	eval-auc:0.711159	train-auc:0.782789
[217]	eval-auc:0.71134	train-auc:0.78284
[218]	eval-auc:0.711352	train-auc:0.783192
[219]	eval-auc:0.711303	train-auc:0.783262
[220]	eval-auc:0.711587	train-auc:0.78314
[221]	eval-auc:0.711616	train-auc:0.783304
[222]	eval-auc:0.711561	train-auc:0.782878
[223]	eval-auc:0.711774	train-auc:0.783216
[224]	eval-auc:0.711874	train-auc:0.783276
[225]	eval-auc:0.711568	train-auc:0.783561
[226]	eval-auc:0.711581	train-auc:0.783627
[227]	eval-auc:0.71199	train-auc:0.784329
[228]	eval-auc:0.712097	train-auc:0.784556
[229]	eval-auc:0.711676	train-auc:0.784874
[230]	eval-auc:0.711742	train-auc:0.785217
[231]	eval-auc:0.71155	train-auc:0.785433
[232]	eval-auc:0.711795	train-auc:0.785799
[233]	eval-auc:0.711989	train-auc:0.786576
[234]	eval-auc:0.71203	train-auc:0.786631
[235]	eval-auc:0.711827	train-auc:0.787099
[236]	eval-auc:0.71167	train-auc:0.787673
[237]	eval-auc:0.711468	train-auc:0.788123
[238]	eval-auc:0.711527	train-auc:0.788116
[239]	eval-auc:0.711425	train-auc:0.788578
[240]	eval-auc:0.711399	train-auc:0.789035
[241]	eval-auc:0.711731	train-auc:0.789164
[242]	eval-auc:0.711704	train-auc:0.789299
[243]	eval-auc:0.711707	train-auc:0.78931
[244]	eval-auc:0.711669	train-auc:0.789791
[245]	eval-auc:0.711632	train-auc:0.789902
[246]	eval-auc:0.711786	train-auc:0.790329
[247]	eval-auc:0.711826	train-auc:0.79039
[248]	eval-auc:0.711909	train-auc:0.79061
[249]	eval-auc:0.711631	train-auc:0.790877
[250]	eval-auc:0.711444	train-auc:0.79114
[251]	eval-auc:0.71122	train-auc:0.791564
[252]	eval-auc:0.711437	train-auc:0.791896
[253]	eval-auc:0.711466	train-auc:0.792188
[254]	eval-auc:0.711471	train-auc:0.79219
[255]	eval-auc:0.711281	train-auc:0.792426
[256]	eval-auc:0.711019	train-auc:0.792644
[257]	eval-auc:0.711067	train-auc:0.792974
[258]	eval-auc:0.711217	train-auc:0.792963
[259]	eval-auc:0.711285	train-auc:0.793266
[260]	eval-auc:0.711092	train-auc:0.793442
[261]	eval-auc:0.711051	train-auc:0.793578
[262]	eval-auc:0.71064	train-auc:0.793874
[263]	eval-auc:0.710691	train-auc:0.794041
[264]	eval-auc:0.710961	train-auc:0.794357
[265]	eval-auc:0.710414	train-auc:0.795003
[266]	eval-auc:0.710573	train-auc:0.795124
[267]	eval-auc:0.710588	train-auc:0.795173
[268]	eval-auc:0.71041	train-auc:0.795457
[269]	eval-auc:0.710539	train-auc:0.795724
[270]	eval-auc:0.710708	train-auc:0.796058
[271]	eval-auc:0.710723	train-auc:0.79678
[272]	eval-auc:0.710904	train-auc:0.79724
[273]	eval-auc:0.710801	train-auc:0.797889
[274]	eval-auc:0.710979	train-auc:0.798342
[275]	eval-auc:0.710883	train-auc:0.798615
[276]	eval-auc:0.710562	train-auc:0.798813
[277]	eval-auc:0.710879	train-auc:0.799104
[278]	eval-auc:0.711063	train-auc:0.799474
[279]	eval-auc:0.710887	train-auc:0.799935
[280]	eval-auc:0.71099	train-auc:0.800156
[281]	eval-auc:0.711092	train-auc:0.800519
[282]	eval-auc:0.710396	train-auc:0.80069
[283]	eval-auc:0.710088	train-auc:0.801115
[284]	eval-auc:0.710087	train-auc:0.801419
[285]	eval-auc:0.710038	train-auc:0.801649
[286]	eval-auc:0.709962	train-auc:0.801379
[287]	eval-auc:0.709578	train-auc:0.801513
[288]	eval-auc:0.709823	train-auc:0.80164
[289]	eval-auc:0.709659	train-auc:0.801884
[290]	eval-auc:0.709854	train-auc:0.802187
[291]	eval-auc:0.710043	train-auc:0.802573
	Score 0.7100426061957144


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 163.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.698279	train-auc:0.716669
[3]	eval-auc:0.695428	train-auc:0.714394
[4]	eval-auc:0.695446	train-auc:0.715741
[5]	eval-auc:0.694752	train-auc:0.710872
[6]	eval-auc:0.693936	train-auc:0.71309
[7]	eval-auc:0.69518	train-auc:0.71383
[8]	eval-auc:0.695036	train-auc:0.713954
[9]	eval-auc:0.69468	train-auc:0.71427
[10]	eval-auc:0.696352	train-auc:0.714604
[11]	eval-auc:0.697702	train-auc:0.715264
[12]	eval-auc:0.698823	train-auc:0.718023
[13]	eval-auc:0.703534	train-auc:0.720097
[14]	eval-auc:0.699578	train-auc:0.719127
[15]	eval-auc:0.701499	train-auc:0.720151
[16]	eval-auc:0.701559	train-auc:0.722489
[17]	eval-auc:0.698233	train-auc:0.718984
[18]	eval-auc:0.698075	train-auc:0.720233
[19]	eval-auc:0.697408	train-auc:0.721785
[20]	eval-auc:0.697488	train-auc:0.722355
[21]	eval-auc:0.697541	train-auc:0.722501
[22]	eval-auc:0.698655	train-auc:0.724951
[23]	eval-auc:0.697644	train-auc:0.723493
[24]	eval-auc:0.699288	train-auc:0.724522
[25]	eval-auc:0.700146	train-auc:0.725609
[26]	eval-auc:0.702367	train-auc:0.72648
[27]	eval-auc:0.700773	train-auc:0.727765
[28]	eval-auc:0.701453	train-auc:0.728675
[29]	eval-auc:0.703397	train-auc:0.728441
[30]	eval-auc:0.70355	train-auc:0.728893
[31]	eval-auc:0.703502	train-auc:0.729922
[32]	eval-auc:0.704345	train-auc:0.731147
[33]	eval-auc:0.704626	train-auc:0.730319
[34]	eval-auc:0.704297	train-auc:0.73206
[35]	eval-auc:0.703624	train-auc:0.732484
[36]	eval-auc:0.703708	train-auc:0.733031
[37]	eval-auc:0.703135	train-auc:0.73235
[38]	eval-auc:0.703153	train-auc:0.732576
[39]	eval-auc:0.702642	train-auc:0.731272
[40]	eval-auc:0.701476	train-auc:0.731171
[41]	eval-auc:0.702086	train-auc:0.731796
[42]	eval-auc:0.702807	train-auc:0.732611
[43]	eval-auc:0.704621	train-auc:0.733759
[44]	eval-auc:0.70559	train-auc:0.734799
[45]	eval-auc:0.705776	train-auc:0.73489
[46]	eval-auc:0.706222	train-auc:0.735109
[47]	eval-auc:0.706583	train-auc:0.735655
[48]	eval-auc:0.707472	train-auc:0.736171
[49]	eval-auc:0.707949	train-auc:0.73697
[50]	eval-auc:0.707873	train-auc:0.737643
[51]	eval-auc:0.708164	train-auc:0.737798
[52]	eval-auc:0.708611	train-auc:0.738041
[53]	eval-auc:0.709359	train-auc:0.739204
[54]	eval-auc:0.709048	train-auc:0.739191
[55]	eval-auc:0.709135	train-auc:0.739413
[56]	eval-auc:0.709554	train-auc:0.739201
[57]	eval-auc:0.709469	train-auc:0.739264
[58]	eval-auc:0.708829	train-auc:0.739202
[59]	eval-auc:0.708274	train-auc:0.740701
[60]	eval-auc:0.707917	train-auc:0.74205
[61]	eval-auc:0.708019	train-auc:0.742316
[62]	eval-auc:0.708238	train-auc:0.742472
[63]	eval-auc:0.70857	train-auc:0.74398
[64]	eval-auc:0.708791	train-auc:0.74454
[65]	eval-auc:0.709166	train-auc:0.745287
[66]	eval-auc:0.709426	train-auc:0.746238
[67]	eval-auc:0.709517	train-auc:0.74662
[68]	eval-auc:0.709884	train-auc:0.746784
[69]	eval-auc:0.709179	train-auc:0.747745
[70]	eval-auc:0.70847	train-auc:0.747476
[71]	eval-auc:0.709028	train-auc:0.747868
[72]	eval-auc:0.709674	train-auc:0.748173
[73]	eval-auc:0.709913	train-auc:0.748858
[74]	eval-auc:0.709546	train-auc:0.749652
[75]	eval-auc:0.709749	train-auc:0.749889
[76]	eval-auc:0.710095	train-auc:0.750471
[77]	eval-auc:0.71015	train-auc:0.750362
[78]	eval-auc:0.709954	train-auc:0.751008
[79]	eval-auc:0.71047	train-auc:0.751437
[80]	eval-auc:0.710933	train-auc:0.752228
[81]	eval-auc:0.711021	train-auc:0.752321
[82]	eval-auc:0.709328	train-auc:0.753179
[83]	eval-auc:0.709372	train-auc:0.753412
[84]	eval-auc:0.708095	train-auc:0.754141
[85]	eval-auc:0.708533	train-auc:0.755333
[86]	eval-auc:0.709019	train-auc:0.755777
[87]	eval-auc:0.709339	train-auc:0.756272
[88]	eval-auc:0.708716	train-auc:0.756692
[89]	eval-auc:0.708793	train-auc:0.757124
[90]	eval-auc:0.708927	train-auc:0.757116
[91]	eval-auc:0.708597	train-auc:0.757489
[92]	eval-auc:0.709072	train-auc:0.757729
[93]	eval-auc:0.708515	train-auc:0.758522
[94]	eval-auc:0.709038	train-auc:0.759021
[95]	eval-auc:0.7089	train-auc:0.759412
[96]	eval-auc:0.708925	train-auc:0.759665
[97]	eval-auc:0.708966	train-auc:0.760034
[98]	eval-auc:0.709294	train-auc:0.760691
[99]	eval-auc:0.709203	train-auc:0.76093
[100]	eval-auc:0.709418	train-auc:0.760926
[101]	eval-auc:0.70916	train-auc:0.760919
[102]	eval-auc:0.709098	train-auc:0.761307
[103]	eval-auc:0.70889	train-auc:0.761529
[104]	eval-auc:0.708639	train-auc:0.761775
[105]	eval-auc:0.708377	train-auc:0.762268
[106]	eval-auc:0.708125	train-auc:0.762345
[107]	eval-auc:0.708206	train-auc:0.76269
[108]	eval-auc:0.708588	train-auc:0.762749
[109]	eval-auc:0.708982	train-auc:0.763205
[110]	eval-auc:0.708914	train-auc:0.763617
[111]	eval-auc:0.709258	train-auc:0.76403
[112]	eval-auc:0.709714	train-auc:0.764538
[113]	eval-auc:0.709844	train-auc:0.765329
[114]	eval-auc:0.709973	train-auc:0.766127
[115]	eval-auc:0.709937	train-auc:0.766738
[116]	eval-auc:0.7101	train-auc:0.767181
[117]	eval-auc:0.710259	train-auc:0.767495
[118]	eval-auc:0.709878	train-auc:0.767847
[119]	eval-auc:0.709312	train-auc:0.769032
[120]	eval-auc:0.709354	train-auc:0.769841
[121]	eval-auc:0.709418	train-auc:0.770304
[122]	eval-auc:0.70966	train-auc:0.771052
[123]	eval-auc:0.709175	train-auc:0.771954
[124]	eval-auc:0.709558	train-auc:0.772674
[125]	eval-auc:0.709359	train-auc:0.773156
[126]	eval-auc:0.709909	train-auc:0.773671
[127]	eval-auc:0.709938	train-auc:0.774235
[128]	eval-auc:0.710244	train-auc:0.774758
[129]	eval-auc:0.709965	train-auc:0.775991
[130]	eval-auc:0.710206	train-auc:0.775817
[131]	eval-auc:0.710134	train-auc:0.775926
[132]	eval-auc:0.710219	train-auc:0.776362
[133]	eval-auc:0.710096	train-auc:0.776853
[134]	eval-auc:0.709931	train-auc:0.77708
[135]	eval-auc:0.710119	train-auc:0.777617
[136]	eval-auc:0.710496	train-auc:0.778094
[137]	eval-auc:0.710539	train-auc:0.778644
[138]	eval-auc:0.710106	train-auc:0.779108
[139]	eval-auc:0.710065	train-auc:0.779203
[140]	eval-auc:0.710225	train-auc:0.779268
[141]	eval-auc:0.710462	train-auc:0.77984
[142]	eval-auc:0.709713	train-auc:0.780234
[143]	eval-auc:0.709687	train-auc:0.781388
[144]	eval-auc:0.709547	train-auc:0.781977
[145]	eval-auc:0.710158	train-auc:0.782284
[146]	eval-auc:0.709404	train-auc:0.782845
[147]	eval-auc:0.709879	train-auc:0.784415
[148]	eval-auc:0.709932	train-auc:0.78493
[149]	eval-auc:0.710325	train-auc:0.785292
[150]	eval-auc:0.710378	train-auc:0.785182
[151]	eval-auc:0.710474	train-auc:0.785115
[152]	eval-auc:0.710445	train-auc:0.785055
[153]	eval-auc:0.710607	train-auc:0.785058
[154]	eval-auc:0.711233	train-auc:0.785742
[155]	eval-auc:0.710893	train-auc:0.785944
[156]	eval-auc:0.711188	train-auc:0.786712
[157]	eval-auc:0.71086	train-auc:0.787026
[158]	eval-auc:0.711219	train-auc:0.787354
[159]	eval-auc:0.711315	train-auc:0.786678
[160]	eval-auc:0.711321	train-auc:0.786962
[161]	eval-auc:0.710972	train-auc:0.787469
[162]	eval-auc:0.710148	train-auc:0.787759
	Score 0.7101484364531179


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 247.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.66852	train-auc:0.684994
[1]	eval-auc:0.668974	train-auc:0.685366
[2]	eval-auc:0.700104	train-auc:0.712255
[3]	eval-auc:0.701167	train-auc:0.711264
[4]	eval-auc:0.697226	train-auc:0.714622
[5]	eval-auc:0.696576	train-auc:0.708724
[6]	eval-auc:0.696697	train-auc:0.709916
[7]	eval-auc:0.69522	train-auc:0.713057
[8]	eval-auc:0.700492	train-auc:0.715389
[9]	eval-auc:0.699307	train-auc:0.717127
[10]	eval-auc:0.697895	train-auc:0.715888
[11]	eval-auc:0.696226	train-auc:0.716897
[12]	eval-auc:0.699116	train-auc:0.717897
[13]	eval-auc:0.699593	train-auc:0.717127
[14]	eval-auc:0.699056	train-auc:0.719017
[15]	eval-auc:0.699322	train-auc:0.71998
[16]	eval-auc:0.698898	train-auc:0.721151
[17]	eval-auc:0.700018	train-auc:0.72091
[18]	eval-auc:0.698543	train-auc:0.720779
[19]	eval-auc:0.695217	train-auc:0.719932
[20]	eval-auc:0.696698	train-auc:0.720648
[21]	eval-auc:0.698731	train-auc:0.721021
[22]	eval-auc:0.699543	train-auc:0.721882
[23]	eval-auc:0.698591	train-auc:0.722215
[24]	eval-auc:0.698025	train-auc:0.722811
[25]	eval-auc:0.698112	train-auc:0.722834
[26]	eval-auc:0.69995	train-auc:0.724812
[27]	eval-auc:0.701122	train-auc:0.725806
[28]	eval-auc:0.699922	train-auc:0.72539
[29]	eval-auc:0.700439	train-auc:0.72597
[30]	eval-auc:0.700975	train-auc:0.72705
[31]	eval-auc:0.701353	train-auc:0.727605
[32]	eval-auc:0.700479	train-auc:0.727529
[33]	eval-auc:0.700361	train-auc:0.728564
[34]	eval-auc:0.700136	train-auc:0.729648
[35]	eval-auc:0.699368	train-auc:0.731484
[36]	eval-auc:0.699403	train-auc:0.732893
[37]	eval-auc:0.700369	train-auc:0.734042
[38]	eval-auc:0.699855	train-auc:0.734259
[39]	eval-auc:0.700813	train-auc:0.735213
[40]	eval-auc:0.700428	train-auc:0.736113
[41]	eval-auc:0.700388	train-auc:0.736463
[42]	eval-auc:0.701023	train-auc:0.737638
[43]	eval-auc:0.701476	train-auc:0.738891
[44]	eval-auc:0.70213	train-auc:0.740117
[45]	eval-auc:0.702405	train-auc:0.741457
[46]	eval-auc:0.702399	train-auc:0.741186
[47]	eval-auc:0.701393	train-auc:0.741385
[48]	eval-auc:0.703049	train-auc:0.741903
[49]	eval-auc:0.703939	train-auc:0.743135
[50]	eval-auc:0.704616	train-auc:0.744119
[51]	eval-auc:0.703935	train-auc:0.744264
[52]	eval-auc:0.703929	train-auc:0.746572
[53]	eval-auc:0.704219	train-auc:0.747707
[54]	eval-auc:0.705161	train-auc:0.748741
[55]	eval-auc:0.706103	train-auc:0.750353
[56]	eval-auc:0.706616	train-auc:0.75139
[57]	eval-auc:0.706937	train-auc:0.751665
[58]	eval-auc:0.706831	train-auc:0.751954
[59]	eval-auc:0.7061	train-auc:0.752426
[60]	eval-auc:0.705557	train-auc:0.754393
[61]	eval-auc:0.70577	train-auc:0.754605
[62]	eval-auc:0.705543	train-auc:0.755368
[63]	eval-auc:0.706074	train-auc:0.756576
[64]	eval-auc:0.706421	train-auc:0.757767
[65]	eval-auc:0.706581	train-auc:0.757412
[66]	eval-auc:0.706718	train-auc:0.757124
[67]	eval-auc:0.706428	train-auc:0.757452
[68]	eval-auc:0.706353	train-auc:0.759008
[69]	eval-auc:0.706455	train-auc:0.760069
[70]	eval-auc:0.706146	train-auc:0.761322
[71]	eval-auc:0.707697	train-auc:0.762924
[72]	eval-auc:0.708515	train-auc:0.763874
[73]	eval-auc:0.708502	train-auc:0.763983
[74]	eval-auc:0.709089	train-auc:0.764258
[75]	eval-auc:0.708521	train-auc:0.764752
[76]	eval-auc:0.709082	train-auc:0.765471
[77]	eval-auc:0.707755	train-auc:0.765992
[78]	eval-auc:0.708074	train-auc:0.766819
[79]	eval-auc:0.707905	train-auc:0.766721
[80]	eval-auc:0.707506	train-auc:0.767404
[81]	eval-auc:0.70755	train-auc:0.768497
[82]	eval-auc:0.707556	train-auc:0.770127
[83]	eval-auc:0.7074	train-auc:0.770986
[84]	eval-auc:0.705982	train-auc:0.771717
[85]	eval-auc:0.70593	train-auc:0.772498
[86]	eval-auc:0.705871	train-auc:0.772327
[87]	eval-auc:0.705436	train-auc:0.773727
[88]	eval-auc:0.706358	train-auc:0.774666
[89]	eval-auc:0.706244	train-auc:0.77527
[90]	eval-auc:0.7059	train-auc:0.775765
[91]	eval-auc:0.705967	train-auc:0.776685
[92]	eval-auc:0.705439	train-auc:0.777928
[93]	eval-auc:0.705291	train-auc:0.777133
[94]	eval-auc:0.706218	train-auc:0.778264
[95]	eval-auc:0.706744	train-auc:0.778969
[96]	eval-auc:0.706567	train-auc:0.779267
[97]	eval-auc:0.705979	train-auc:0.7797
[98]	eval-auc:0.706068	train-auc:0.780137
[99]	eval-auc:0.70683	train-auc:0.781102
[100]	eval-auc:0.706313	train-auc:0.781142
[101]	eval-auc:0.706363	train-auc:0.780957
[102]	eval-auc:0.706738	train-auc:0.782301
[103]	eval-auc:0.705968	train-auc:0.782803
[104]	eval-auc:0.706082	train-auc:0.782082
[105]	eval-auc:0.706221	train-auc:0.781963
[106]	eval-auc:0.70676	train-auc:0.783059
[107]	eval-auc:0.707532	train-auc:0.783419
[108]	eval-auc:0.707314	train-auc:0.783854
[109]	eval-auc:0.706683	train-auc:0.784483
[110]	eval-auc:0.70637	train-auc:0.784638
[111]	eval-auc:0.706161	train-auc:0.786199
[112]	eval-auc:0.706004	train-auc:0.786645
[113]	eval-auc:0.706093	train-auc:0.786966
[114]	eval-auc:0.705592	train-auc:0.787559
[115]	eval-auc:0.705363	train-auc:0.788965
[116]	eval-auc:0.704886	train-auc:0.788583
[117]	eval-auc:0.705201	train-auc:0.78939
[118]	eval-auc:0.705701	train-auc:0.79009
[119]	eval-auc:0.705643	train-auc:0.789442
[120]	eval-auc:0.705036	train-auc:0.788437
[121]	eval-auc:0.705578	train-auc:0.787543
[122]	eval-auc:0.705616	train-auc:0.787884
[123]	eval-auc:0.705031	train-auc:0.789444
[124]	eval-auc:0.70478	train-auc:0.789828
[125]	eval-auc:0.706087	train-auc:0.790561
[126]	eval-auc:0.70633	train-auc:0.791396
[127]	eval-auc:0.705653	train-auc:0.791332
[128]	eval-auc:0.706114	train-auc:0.792241
[129]	eval-auc:0.706173	train-auc:0.793682
[130]	eval-auc:0.706397	train-auc:0.794497
[131]	eval-auc:0.706887	train-auc:0.794315
[132]	eval-auc:0.70647	train-auc:0.794142
[133]	eval-auc:0.706804	train-auc:0.795026
[134]	eval-auc:0.707673	train-auc:0.796959
[135]	eval-auc:0.706587	train-auc:0.797832
[136]	eval-auc:0.706164	train-auc:0.798176
[137]	eval-auc:0.705302	train-auc:0.798452
[138]	eval-auc:0.705726	train-auc:0.798286
[139]	eval-auc:0.705426	train-auc:0.798319
[140]	eval-auc:0.704617	train-auc:0.798337
[141]	eval-auc:0.704967	train-auc:0.798406
[142]	eval-auc:0.70578	train-auc:0.798578
[143]	eval-auc:0.705611	train-auc:0.798582
[144]	eval-auc:0.706134	train-auc:0.798993
[145]	eval-auc:0.706023	train-auc:0.798822
[146]	eval-auc:0.705882	train-auc:0.79906
[147]	eval-auc:0.706291	train-auc:0.79929
[148]	eval-auc:0.706122	train-auc:0.799179
[149]	eval-auc:0.705985	train-auc:0.798311
[150]	eval-auc:0.705889	train-auc:0.798629
[151]	eval-auc:0.706772	train-auc:0.799762
[152]	eval-auc:0.706827	train-auc:0.80019
[153]	eval-auc:0.706399	train-auc:0.800622
[154]	eval-auc:0.706978	train-auc:0.801819
[155]	eval-auc:0.707185	train-auc:0.802424
[156]	eval-auc:0.707205	train-auc:0.802242
[157]	eval-auc:0.707665	train-auc:0.802457
[158]	eval-auc:0.707781	train-auc:0.803183
[159]	eval-auc:0.707573	train-auc:0.80441
[160]	eval-auc:0.707167	train-auc:0.804736
[161]	eval-auc:0.706688	train-auc:0.805156
[162]	eval-auc:0.706462	train-auc:0.805437
[163]	eval-auc:0.704979	train-auc:0.805561
[164]	eval-auc:0.704392	train-auc:0.806398
[165]	eval-auc:0.705006	train-auc:0.806854
[166]	eval-auc:0.704496	train-auc:0.80711
[167]	eval-auc:0.703863	train-auc:0.807677
[168]	eval-auc:0.704648	train-auc:0.807586
[169]	eval-auc:0.705926	train-auc:0.807724
[170]	eval-auc:0.706445	train-auc:0.807644
[171]	eval-auc:0.706039	train-auc:0.80832
[172]	eval-auc:0.706078	train-auc:0.809113
[173]	eval-auc:0.706197	train-auc:0.809454
[174]	eval-auc:0.706081	train-auc:0.810039
[175]	eval-auc:0.705722	train-auc:0.809994
[176]	eval-auc:0.705535	train-auc:0.810795
[177]	eval-auc:0.70497	train-auc:0.811426
[178]	eval-auc:0.705075	train-auc:0.811928
[179]	eval-auc:0.706092	train-auc:0.812955
[180]	eval-auc:0.705895	train-auc:0.812704
[181]	eval-auc:0.705503	train-auc:0.813313
[182]	eval-auc:0.705716	train-auc:0.813714
[183]	eval-auc:0.704627	train-auc:0.813531
[184]	eval-auc:0.704402	train-auc:0.81382
[185]	eval-auc:0.704161	train-auc:0.814024
[186]	eval-auc:0.704469	train-auc:0.814288
[187]	eval-auc:0.703803	train-auc:0.814869
[188]	eval-auc:0.704134	train-auc:0.815233
[189]	eval-auc:0.703608	train-auc:0.815055
[190]	eval-auc:0.703802	train-auc:0.814258
[191]	eval-auc:0.703596	train-auc:0.814558
[192]	eval-auc:0.703482	train-auc:0.814856
[193]	eval-auc:0.704306	train-auc:0.815584
[194]	eval-auc:0.704615	train-auc:0.81594
[195]	eval-auc:0.70436	train-auc:0.815871
[196]	eval-auc:0.704519	train-auc:0.816229
[197]	eval-auc:0.704359	train-auc:0.816165
[198]	eval-auc:0.704488	train-auc:0.816548
[199]	eval-auc:0.704732	train-auc:0.817108
[200]	eval-auc:0.705196	train-auc:0.817672
[201]	eval-auc:0.705423	train-auc:0.818372
[202]	eval-auc:0.705772	train-auc:0.819059
[203]	eval-auc:0.706241	train-auc:0.819785
[204]	eval-auc:0.706107	train-auc:0.820082
[205]	eval-auc:0.706456	train-auc:0.820628
[206]	eval-auc:0.706134	train-auc:0.820653
[207]	eval-auc:0.706212	train-auc:0.821208
[208]	eval-auc:0.706197	train-auc:0.821714
[209]	eval-auc:0.706567	train-auc:0.82194
[210]	eval-auc:0.706214	train-auc:0.821801
[211]	eval-auc:0.705579	train-auc:0.821733
[212]	eval-auc:0.706134	train-auc:0.822297
[213]	eval-auc:0.705926	train-auc:0.822429
[214]	eval-auc:0.705844	train-auc:0.822241
[215]	eval-auc:0.705739	train-auc:0.821996
[216]	eval-auc:0.706203	train-auc:0.822541
[217]	eval-auc:0.706136	train-auc:0.822547
[218]	eval-auc:0.705404	train-auc:0.823353
[219]	eval-auc:0.706348	train-auc:0.823646
[220]	eval-auc:0.70689	train-auc:0.82394
[221]	eval-auc:0.7068	train-auc:0.824501
[222]	eval-auc:0.706902	train-auc:0.82533
[223]	eval-auc:0.706477	train-auc:0.825375
[224]	eval-auc:0.706314	train-auc:0.825639
[225]	eval-auc:0.705833	train-auc:0.825398
[226]	eval-auc:0.705678	train-auc:0.825696
[227]	eval-auc:0.705968	train-auc:0.825718
[228]	eval-auc:0.706215	train-auc:0.825946
[229]	eval-auc:0.705442	train-auc:0.82661
[230]	eval-auc:0.705097	train-auc:0.826745
[231]	eval-auc:0.704901	train-auc:0.826735
[232]	eval-auc:0.705082	train-auc:0.827401
[233]	eval-auc:0.704268	train-auc:0.827482
[234]	eval-auc:0.704184	train-auc:0.827596
[235]	eval-auc:0.704217	train-auc:0.827623
[236]	eval-auc:0.704479	train-auc:0.828048
[237]	eval-auc:0.704727	train-auc:0.827357
[238]	eval-auc:0.704636	train-auc:0.826961
[239]	eval-auc:0.70453	train-auc:0.826237
[240]	eval-auc:0.705026	train-auc:0.826369
[241]	eval-auc:0.705037	train-auc:0.826789
[242]	eval-auc:0.705397	train-auc:0.827564
[243]	eval-auc:0.705122	train-auc:0.828025
[244]	eval-auc:0.705465	train-auc:0.828457
[245]	eval-auc:0.705286	train-auc:0.829497
[246]	eval-auc:0.7051	train-auc:0.829725
	Score 0.7050998002168379


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 372.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.696196	train-auc:0.712004
[2]	eval-auc:0.698935	train-auc:0.713637
[3]	eval-auc:0.70077	train-auc:0.715866
[4]	eval-auc:0.70077	train-auc:0.715866
[5]	eval-auc:0.70298	train-auc:0.717904
[6]	eval-auc:0.708143	train-auc:0.724163
[7]	eval-auc:0.704965	train-auc:0.723371
[8]	eval-auc:0.701752	train-auc:0.716347
[9]	eval-auc:0.705307	train-auc:0.719899
[10]	eval-auc:0.702574	train-auc:0.719514
[11]	eval-auc:0.700566	train-auc:0.719054
[12]	eval-auc:0.700543	train-auc:0.723543
[13]	eval-auc:0.701695	train-auc:0.725401
[14]	eval-auc:0.698806	train-auc:0.726382
[15]	eval-auc:0.700972	train-auc:0.726888
[16]	eval-auc:0.701522	train-auc:0.72563
[17]	eval-auc:0.702094	train-auc:0.728223
[18]	eval-auc:0.703386	train-auc:0.728613
[19]	eval-auc:0.706393	train-auc:0.730994
[20]	eval-auc:0.705817	train-auc:0.73279
[21]	eval-auc:0.708439	train-auc:0.733099
[22]	eval-auc:0.708648	train-auc:0.733829
[23]	eval-auc:0.708481	train-auc:0.734127
[24]	eval-auc:0.708967	train-auc:0.73447
[25]	eval-auc:0.707373	train-auc:0.734619
[26]	eval-auc:0.705819	train-auc:0.733808
[27]	eval-auc:0.70804	train-auc:0.735723
[28]	eval-auc:0.709829	train-auc:0.736165
[29]	eval-auc:0.710356	train-auc:0.736475
[30]	eval-auc:0.709897	train-auc:0.737263
[31]	eval-auc:0.710301	train-auc:0.737621
[32]	eval-auc:0.710761	train-auc:0.73842
[33]	eval-auc:0.710917	train-auc:0.738981
[34]	eval-auc:0.711808	train-auc:0.740388
[35]	eval-auc:0.711529	train-auc:0.742443
[36]	eval-auc:0.709982	train-auc:0.744662
[37]	eval-auc:0.710193	train-auc:0.745356
[38]	eval-auc:0.71113	train-auc:0.748115
[39]	eval-auc:0.711121	train-auc:0.748314
[40]	eval-auc:0.711502	train-auc:0.74894
[41]	eval-auc:0.711402	train-auc:0.749349
[42]	eval-auc:0.710157	train-auc:0.748773
[43]	eval-auc:0.712371	train-auc:0.749827
[44]	eval-auc:0.712386	train-auc:0.750005
[45]	eval-auc:0.712564	train-auc:0.750794
[46]	eval-auc:0.71265	train-auc:0.751704
[47]	eval-auc:0.711685	train-auc:0.751141
[48]	eval-auc:0.710853	train-auc:0.752804
[49]	eval-auc:0.712015	train-auc:0.754279
[50]	eval-auc:0.709608	train-auc:0.755484
[51]	eval-auc:0.709655	train-auc:0.755772
[52]	eval-auc:0.709899	train-auc:0.756571
[53]	eval-auc:0.709181	train-auc:0.75794
[54]	eval-auc:0.709561	train-auc:0.758795
[55]	eval-auc:0.709616	train-auc:0.759397
[56]	eval-auc:0.709293	train-auc:0.760547
[57]	eval-auc:0.709638	train-auc:0.760952
[58]	eval-auc:0.709659	train-auc:0.761066
[59]	eval-auc:0.709067	train-auc:0.762486
[60]	eval-auc:0.709954	train-auc:0.763422
[61]	eval-auc:0.709943	train-auc:0.764002
[62]	eval-auc:0.710401	train-auc:0.764446
[63]	eval-auc:0.71051	train-auc:0.764979
[64]	eval-auc:0.710722	train-auc:0.765517
[65]	eval-auc:0.710685	train-auc:0.766511
[66]	eval-auc:0.712215	train-auc:0.768585
[67]	eval-auc:0.712483	train-auc:0.769474
[68]	eval-auc:0.712588	train-auc:0.770338
[69]	eval-auc:0.713284	train-auc:0.771012
[70]	eval-auc:0.713158	train-auc:0.771448
[71]	eval-auc:0.713112	train-auc:0.771861
[72]	eval-auc:0.713129	train-auc:0.771922
[73]	eval-auc:0.712318	train-auc:0.771909
[74]	eval-auc:0.712356	train-auc:0.770923
[75]	eval-auc:0.712557	train-auc:0.771692
[76]	eval-auc:0.712842	train-auc:0.772559
[77]	eval-auc:0.712911	train-auc:0.772809
[78]	eval-auc:0.713122	train-auc:0.773072
[79]	eval-auc:0.713612	train-auc:0.773763
[80]	eval-auc:0.713778	train-auc:0.773818
[81]	eval-auc:0.713991	train-auc:0.775206
[82]	eval-auc:0.714063	train-auc:0.775664
[83]	eval-auc:0.712312	train-auc:0.777303
[84]	eval-auc:0.712579	train-auc:0.778573
[85]	eval-auc:0.712723	train-auc:0.779109
[86]	eval-auc:0.712225	train-auc:0.780416
[87]	eval-auc:0.712186	train-auc:0.781218
[88]	eval-auc:0.712254	train-auc:0.782117
[89]	eval-auc:0.713437	train-auc:0.782886
[90]	eval-auc:0.713298	train-auc:0.783573
[91]	eval-auc:0.713214	train-auc:0.78386
[92]	eval-auc:0.712406	train-auc:0.785004
[93]	eval-auc:0.711987	train-auc:0.785824
[94]	eval-auc:0.71169	train-auc:0.786315
[95]	eval-auc:0.710408	train-auc:0.786027
[96]	eval-auc:0.710851	train-auc:0.787011
[97]	eval-auc:0.710333	train-auc:0.787658
[98]	eval-auc:0.709674	train-auc:0.788407
[99]	eval-auc:0.709684	train-auc:0.789134
[100]	eval-auc:0.709815	train-auc:0.789725
[101]	eval-auc:0.709923	train-auc:0.789856
[102]	eval-auc:0.710847	train-auc:0.790504
[103]	eval-auc:0.710425	train-auc:0.791241
[104]	eval-auc:0.710346	train-auc:0.791952
[105]	eval-auc:0.710181	train-auc:0.792204
[106]	eval-auc:0.710353	train-auc:0.792603
[107]	eval-auc:0.709505	train-auc:0.792926
[108]	eval-auc:0.709476	train-auc:0.793299
[109]	eval-auc:0.709683	train-auc:0.793958
[110]	eval-auc:0.709283	train-auc:0.795186
[111]	eval-auc:0.708732	train-auc:0.79606
[112]	eval-auc:0.708824	train-auc:0.796689
[113]	eval-auc:0.708827	train-auc:0.796723
[114]	eval-auc:0.708728	train-auc:0.798261
[115]	eval-auc:0.708726	train-auc:0.798853
[116]	eval-auc:0.708597	train-auc:0.799427
[117]	eval-auc:0.709151	train-auc:0.800182
[118]	eval-auc:0.70961	train-auc:0.80103
[119]	eval-auc:0.709703	train-auc:0.802519
[120]	eval-auc:0.709723	train-auc:0.803166
[121]	eval-auc:0.70949	train-auc:0.803363
[122]	eval-auc:0.708753	train-auc:0.803708
[123]	eval-auc:0.70827	train-auc:0.803948
[124]	eval-auc:0.706826	train-auc:0.804432
[125]	eval-auc:0.707111	train-auc:0.805127
[126]	eval-auc:0.707099	train-auc:0.805565
[127]	eval-auc:0.707096	train-auc:0.805573
[128]	eval-auc:0.706315	train-auc:0.805956
[129]	eval-auc:0.706559	train-auc:0.806699
[130]	eval-auc:0.706475	train-auc:0.807164
[131]	eval-auc:0.705406	train-auc:0.808467
[132]	eval-auc:0.70605	train-auc:0.809104
[133]	eval-auc:0.705921	train-auc:0.809716
[134]	eval-auc:0.70646	train-auc:0.810938
[135]	eval-auc:0.707367	train-auc:0.811993
[136]	eval-auc:0.707472	train-auc:0.812275
[137]	eval-auc:0.706898	train-auc:0.812919
[138]	eval-auc:0.706898	train-auc:0.813247
[139]	eval-auc:0.70683	train-auc:0.813394
[140]	eval-auc:0.707124	train-auc:0.813921
[141]	eval-auc:0.706801	train-auc:0.814981
[142]	eval-auc:0.707553	train-auc:0.8158
[143]	eval-auc:0.707991	train-auc:0.81639
[144]	eval-auc:0.708255	train-auc:0.817425
[145]	eval-auc:0.708295	train-auc:0.817771
[146]	eval-auc:0.708142	train-auc:0.818234
[147]	eval-auc:0.707921	train-auc:0.818829
[148]	eval-auc:0.707507	train-auc:0.818835
[149]	eval-auc:0.707688	train-auc:0.818603
[150]	eval-auc:0.707801	train-auc:0.818811
[151]	eval-auc:0.707516	train-auc:0.819301
[152]	eval-auc:0.707233	train-auc:0.818757
[153]	eval-auc:0.707081	train-auc:0.819703
[154]	eval-auc:0.707717	train-auc:0.82031
[155]	eval-auc:0.707787	train-auc:0.820404
[156]	eval-auc:0.708151	train-auc:0.820672
[157]	eval-auc:0.707758	train-auc:0.820963
[158]	eval-auc:0.707663	train-auc:0.821546
[159]	eval-auc:0.707896	train-auc:0.821991
[160]	eval-auc:0.707349	train-auc:0.82227
[161]	eval-auc:0.707353	train-auc:0.822273
[162]	eval-auc:0.707757	train-auc:0.822632
[163]	eval-auc:0.707564	train-auc:0.822828
[164]	eval-auc:0.707612	train-auc:0.823132
[165]	eval-auc:0.707603	train-auc:0.82349
[166]	eval-auc:0.70766	train-auc:0.823924
[167]	eval-auc:0.707807	train-auc:0.824138
[168]	eval-auc:0.707154	train-auc:0.824856
[169]	eval-auc:0.707465	train-auc:0.825315
[170]	eval-auc:0.707058	train-auc:0.825467
[171]	eval-auc:0.707011	train-auc:0.826143
[172]	eval-auc:0.707207	train-auc:0.826403
[173]	eval-auc:0.707631	train-auc:0.826751
[174]	eval-auc:0.707749	train-auc:0.827787
[175]	eval-auc:0.707445	train-auc:0.828378
[176]	eval-auc:0.708333	train-auc:0.828806
[177]	eval-auc:0.708879	train-auc:0.829629
[178]	eval-auc:0.708894	train-auc:0.829676
[179]	eval-auc:0.708646	train-auc:0.83004
[180]	eval-auc:0.707874	train-auc:0.830328
[181]	eval-auc:0.707903	train-auc:0.830568
[182]	eval-auc:0.707801	train-auc:0.830836
[183]	eval-auc:0.707629	train-auc:0.830971
[184]	eval-auc:0.707398	train-auc:0.831309
[185]	eval-auc:0.707296	train-auc:0.831368
[186]	eval-auc:0.707204	train-auc:0.83159
[187]	eval-auc:0.707209	train-auc:0.831847
[188]	eval-auc:0.70675	train-auc:0.832174
[189]	eval-auc:0.706932	train-auc:0.832612
[190]	eval-auc:0.707093	train-auc:0.832935
[191]	eval-auc:0.706999	train-auc:0.832332
[192]	eval-auc:0.706753	train-auc:0.832984
[193]	eval-auc:0.706793	train-auc:0.83293
[194]	eval-auc:0.70668	train-auc:0.833194
[195]	eval-auc:0.706587	train-auc:0.833765
[196]	eval-auc:0.706318	train-auc:0.834046
[197]	eval-auc:0.706348	train-auc:0.834622
[198]	eval-auc:0.706281	train-auc:0.834866
[199]	eval-auc:0.706286	train-auc:0.834872
[200]	eval-auc:0.706461	train-auc:0.835119
[201]	eval-auc:0.706463	train-auc:0.835388
[202]	eval-auc:0.706575	train-auc:0.835609
[203]	eval-auc:0.706472	train-auc:0.835776
[204]	eval-auc:0.707003	train-auc:0.836525
[205]	eval-auc:0.706805	train-auc:0.837089
[206]	eval-auc:0.707109	train-auc:0.837619
[207]	eval-auc:0.707051	train-auc:0.838155
[208]	eval-auc:0.70695	train-auc:0.838535
[209]	eval-auc:0.706071	train-auc:0.839757
[210]	eval-auc:0.706047	train-auc:0.83999
[211]	eval-auc:0.706114	train-auc:0.839938
[212]	eval-auc:0.705855	train-auc:0.840127
[213]	eval-auc:0.705604	train-auc:0.840282
[214]	eval-auc:0.705283	train-auc:0.840641
[215]	eval-auc:0.705496	train-auc:0.840978
[216]	eval-auc:0.705453	train-auc:0.841302
[217]	eval-auc:0.705368	train-auc:0.841497
[218]	eval-auc:0.705541	train-auc:0.84183
[219]	eval-auc:0.704771	train-auc:0.842586
[220]	eval-auc:0.704652	train-auc:0.842847
[221]	eval-auc:0.704562	train-auc:0.843208
[222]	eval-auc:0.704416	train-auc:0.843541
[223]	eval-auc:0.704389	train-auc:0.843698
[224]	eval-auc:0.703911	train-auc:0.843958
[225]	eval-auc:0.703885	train-auc:0.844007
[226]	eval-auc:0.704116	train-auc:0.844203
[227]	eval-auc:0.703935	train-auc:0.844734
[228]	eval-auc:0.703145	train-auc:0.845095
[229]	eval-auc:0.702892	train-auc:0.845278
[230]	eval-auc:0.702861	train-auc:0.845617
[231]	eval-auc:0.703285	train-auc:0.845853
[232]	eval-auc:0.703123	train-auc:0.845978
[233]	eval-auc:0.703752	train-auc:0.846443
[234]	eval-auc:0.70318	train-auc:0.846918
[235]	eval-auc:0.703702	train-auc:0.84744
[236]	eval-auc:0.703974	train-auc:0.84775
[237]	eval-auc:0.704003	train-auc:0.847903
[238]	eval-auc:0.703807	train-auc:0.848155
[239]	eval-auc:0.70351	train-auc:0.848403
[240]	eval-auc:0.703478	train-auc:0.848496
[241]	eval-auc:0.703498	train-auc:0.848792
[242]	eval-auc:0.703449	train-auc:0.849404
[243]	eval-auc:0.703644	train-auc:0.849892
[244]	eval-auc:0.703741	train-auc:0.850151
[245]	eval-auc:0.703599	train-auc:0.850535
[246]	eval-auc:0.703387	train-auc:0.851101
[247]	eval-auc:0.70356	train-auc:0.851532
[248]	eval-auc:0.703078	train-auc:0.852003
[249]	eval-auc:0.702939	train-auc:0.852255
[250]	eval-auc:0.703731	train-auc:0.852924
[251]	eval-auc:0.703172	train-auc:0.853152
[252]	eval-auc:0.703304	train-auc:0.853326
[253]	eval-auc:0.703816	train-auc:0.854155
[254]	eval-auc:0.704503	train-auc:0.854607
[255]	eval-auc:0.704562	train-auc:0.854592
[256]	eval-auc:0.704408	train-auc:0.854782
[257]	eval-auc:0.70434	train-auc:0.855173
[258]	eval-auc:0.704352	train-auc:0.855383
[259]	eval-auc:0.704364	train-auc:0.85541
[260]	eval-auc:0.704075	train-auc:0.855668
[261]	eval-auc:0.704078	train-auc:0.855677
[262]	eval-auc:0.703953	train-auc:0.855848
[263]	eval-auc:0.704057	train-auc:0.855959
[264]	eval-auc:0.703874	train-auc:0.856199
[265]	eval-auc:0.703886	train-auc:0.85642
[266]	eval-auc:0.703671	train-auc:0.856783
[267]	eval-auc:0.703968	train-auc:0.856436
[268]	eval-auc:0.704099	train-auc:0.856678
[269]	eval-auc:0.70441	train-auc:0.857012
[270]	eval-auc:0.704393	train-auc:0.857373
[271]	eval-auc:0.704249	train-auc:0.857525
[272]	eval-auc:0.703836	train-auc:0.857777
[273]	eval-auc:0.703585	train-auc:0.858505
[274]	eval-auc:0.703458	train-auc:0.858896
[275]	eval-auc:0.703604	train-auc:0.859206
[276]	eval-auc:0.70338	train-auc:0.859714
[277]	eval-auc:0.703284	train-auc:0.859692
[278]	eval-auc:0.703447	train-auc:0.859921
[279]	eval-auc:0.703453	train-auc:0.860197
[280]	eval-auc:0.703212	train-auc:0.860385
[281]	eval-auc:0.703244	train-auc:0.860837
[282]	eval-auc:0.703576	train-auc:0.861247
[283]	eval-auc:0.703409	train-auc:0.861587
[284]	eval-auc:0.703567	train-auc:0.86152
[285]	eval-auc:0.703671	train-auc:0.861796
[286]	eval-auc:0.703365	train-auc:0.862012
[287]	eval-auc:0.703092	train-auc:0.862255
[288]	eval-auc:0.702967	train-auc:0.862403
[289]	eval-auc:0.703153	train-auc:0.862412
[290]	eval-auc:0.702957	train-auc:0.862917
[291]	eval-auc:0.703113	train-auc:0.863277
[292]	eval-auc:0.703083	train-auc:0.863545
[293]	eval-auc:0.703141	train-auc:0.86385
[294]	eval-auc:0.703288	train-auc:0.86453
[295]	eval-auc:0.703063	train-auc:0.864912
[296]	eval-auc:0.703004	train-auc:0.865077
[297]	eval-auc:0.702931	train-auc:0.865368
[298]	eval-auc:0.702781	train-auc:0.865528
[299]	eval-auc:0.702749	train-auc:0.865759
[300]	eval-auc:0.702462	train-auc:0.865979
[301]	eval-auc:0.702489	train-auc:0.866132
[302]	eval-auc:0.70207	train-auc:0.866539
[303]	eval-auc:0.701894	train-auc:0.8667
[304]	eval-auc:0.701743	train-auc:0.866887
[305]	eval-auc:0.701744	train-auc:0.866891
[306]	eval-auc:0.701846	train-auc:0.867044
[307]	eval-auc:0.702066	train-auc:0.867767
[308]	eval-auc:0.702297	train-auc:0.868032
[309]	eval-auc:0.702425	train-auc:0.868186
[310]	eval-auc:0.702553	train-auc:0.868373
[311]	eval-auc:0.703176	train-auc:0.868537
[312]	eval-auc:0.702957	train-auc:0.868631
[313]	eval-auc:0.702472	train-auc:0.869031
[314]	eval-auc:0.703033	train-auc:0.869646
[315]	eval-auc:0.703345	train-auc:0.869934
[316]	eval-auc:0.703162	train-auc:0.870178
[317]	eval-auc:0.703895	train-auc:0.870664
[318]	eval-auc:0.703546	train-auc:0.871366
[319]	eval-auc:0.703473	train-auc:0.871577
[320]	eval-auc:0.703133	train-auc:0.871636
[321]	eval-auc:0.703321	train-auc:0.872073
[322]	eval-auc:0.703321	train-auc:0.87225
[323]	eval-auc:0.702896	train-auc:0.872138
[324]	eval-auc:0.702468	train-auc:0.872479
[325]	eval-auc:0.70296	train-auc:0.872658
[326]	eval-auc:0.703401	train-auc:0.873209
[327]	eval-auc:0.703407	train-auc:0.873474
[328]	eval-auc:0.703063	train-auc:0.873568
[329]	eval-auc:0.703122	train-auc:0.873708
[330]	eval-auc:0.703097	train-auc:0.873829
[331]	eval-auc:0.70393	train-auc:0.874254
[332]	eval-auc:0.704106	train-auc:0.874476
[333]	eval-auc:0.70438	train-auc:0.87463
[334]	eval-auc:0.70454	train-auc:0.874586
[335]	eval-auc:0.704741	train-auc:0.875481
[336]	eval-auc:0.704872	train-auc:0.875916
[337]	eval-auc:0.7045	train-auc:0.875946
[338]	eval-auc:0.704459	train-auc:0.876049
[339]	eval-auc:0.704057	train-auc:0.876141
[340]	eval-auc:0.702989	train-auc:0.876193
[341]	eval-auc:0.702842	train-auc:0.876429
[342]	eval-auc:0.702809	train-auc:0.876634
[343]	eval-auc:0.702521	train-auc:0.876807
[344]	eval-auc:0.703008	train-auc:0.877217
[345]	eval-auc:0.702705	train-auc:0.877325
[346]	eval-auc:0.702746	train-auc:0.877468
[347]	eval-auc:0.703011	train-auc:0.878251
[348]	eval-auc:0.703231	train-auc:0.878359
[349]	eval-auc:0.703386	train-auc:0.878632
[350]	eval-auc:0.702954	train-auc:0.878774
[351]	eval-auc:0.703432	train-auc:0.879152
[352]	eval-auc:0.703588	train-auc:0.879331
[353]	eval-auc:0.703649	train-auc:0.879386
[354]	eval-auc:0.703789	train-auc:0.879451
[355]	eval-auc:0.703476	train-auc:0.879628
[356]	eval-auc:0.703319	train-auc:0.879777
[357]	eval-auc:0.703098	train-auc:0.879997
[358]	eval-auc:0.703008	train-auc:0.880297
[359]	eval-auc:0.702909	train-auc:0.880414
[360]	eval-auc:0.703215	train-auc:0.880828
[361]	eval-auc:0.703579	train-auc:0.881412
[362]	eval-auc:0.703556	train-auc:0.882047
[363]	eval-auc:0.703439	train-auc:0.882455
[364]	eval-auc:0.703381	train-auc:0.882599
[365]	eval-auc:0.702964	train-auc:0.882667
[366]	eval-auc:0.702816	train-auc:0.882861
[367]	eval-auc:0.70289	train-auc:0.883048
[368]	eval-auc:0.702654	train-auc:0.883318
[369]	eval-auc:0.702797	train-auc:0.883251
[370]	eval-auc:0.702603	train-auc:0.883782
[371]	eval-auc:0.702285	train-auc:0.88426
	Score 0.7022850199174067


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 10, 'min_child_weight': 2.0, 'n_estimators': 840.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.703081	train-auc:0.866393
[1]	eval-auc:0.675695	train-auc:0.91416
[2]	eval-auc:0.694475	train-auc:0.932627
[3]	eval-auc:0.703651	train-auc:0.95184
[4]	eval-auc:0.707971	train-auc:0.958554
[5]	eval-auc:0.701237	train-auc:0.970931
[6]	eval-auc:0.694934	train-auc:0.974923
[7]	eval-auc:0.701244	train-auc:0.979577
[8]	eval-auc:0.704523	train-auc:0.981494
[9]	eval-auc:0.70426	train-auc:0.984674
[10]	eval-auc:0.711356	train-auc:0.987437
[11]	eval-auc:0.714838	train-auc:0.988506
[12]	eval-auc:0.711319	train-auc:0.989773
[13]	eval-auc:0.710793	train-auc:0.992125
[14]	eval-auc:0.711865	train-auc:0.992719
[15]	eval-auc:0.710844	train-auc:0.992908
[16]	eval-auc:0.711108	train-auc:0.993713
[17]	eval-auc:0.709323	train-auc:0.994589
[18]	eval-auc:0.708155	train-auc:0.994725
[19]	eval-auc:0.708373	train-auc:0.995076
[20]	eval-auc:0.708481	train-auc:0.995911
[21]	eval-auc:0.707015	train-auc:0.996262
[22]	eval-auc:0.707044	train-auc:0.996676
[23]	eval-auc:0.707162	train-auc:0.996992
[24]	eval-auc:0.705853	train-auc:0.997571
[25]	eval-auc:0.707404	train-auc:0.9978
[26]	eval-auc:0.705968	train-auc:0.997958
[27]	eval-auc:0.705379	train-auc:0.998095
[28]	eval-auc:0.706505	train-auc:0.998213
[29]	eval-auc:0.706107	train-auc:0.998343
[30]	eval-auc:0.706406	train-auc:0.998475
[31]	eval-auc:0.705714	train-auc:0.998563
[32]	eval-auc:0.705385	train-auc:0.9987
[33]	eval-auc:0.704866	train-auc:0.998694
[34]	eval-auc:0.704129	train-auc:0.998781
[35]	eval-auc:0.704085	train-auc:0.998941
[36]	eval-auc:0.703509	train-auc:0.998965
[37]	eval-auc:0.70352	train-auc:0.998966
[38]	eval-auc:0.702911	train-auc:0.999034
[39]	eval-auc:0.702574	train-auc:0.999024
[40]	eval-auc:0.702183	train-auc:0.999076
[41]	eval-auc:0.702195	train-auc:0.999136
[42]	eval-auc:0.702349	train-auc:0.999215
[43]	eval-auc:0.702363	train-auc:0.999262
[44]	eval-auc:0.702413	train-auc:0.999293
[45]	eval-auc:0.702731	train-auc:0.999305
[46]	eval-auc:0.702858	train-auc:0.999396
[47]	eval-auc:0.703211	train-auc:0.999425
[48]	eval-auc:0.70273	train-auc:0.999471
[49]	eval-auc:0.702281	train-auc:0.999544
[50]	eval-auc:0.702271	train-auc:0.999561
[51]	eval-auc:0.701496	train-auc:0.99959
[52]	eval-auc:0.702143	train-auc:0.99963
[53]	eval-auc:0.701856	train-auc:0.999642
[54]	eval-auc:0.701801	train-auc:0.999654
[55]	eval-auc:0.70151	train-auc:0.999667
[56]	eval-auc:0.700825	train-auc:0.999674
[57]	eval-auc:0.700802	train-auc:0.999701
[58]	eval-auc:0.70038	train-auc:0.999729
[59]	eval-auc:0.700531	train-auc:0.999739
[60]	eval-auc:0.700173	train-auc:0.999754
[61]	eval-auc:0.700162	train-auc:0.999756
[62]	eval-auc:0.700441	train-auc:0.999766
[63]	eval-auc:0.699887	train-auc:0.999785
[64]	eval-auc:0.699556	train-auc:0.999794
[65]	eval-auc:0.699776	train-auc:0.999786
[66]	eval-auc:0.699433	train-auc:0.999816
[67]	eval-auc:0.700074	train-auc:0.999849
[68]	eval-auc:0.700391	train-auc:0.999854
[69]	eval-auc:0.700534	train-auc:0.999854
[70]	eval-auc:0.700648	train-auc:0.999869
[71]	eval-auc:0.700505	train-auc:0.999893
[72]	eval-auc:0.699865	train-auc:0.999907
[73]	eval-auc:0.699613	train-auc:0.999906
[74]	eval-auc:0.700179	train-auc:0.999911
[75]	eval-auc:0.700475	train-auc:0.999911
[76]	eval-auc:0.700825	train-auc:0.999935
[77]	eval-auc:0.700855	train-auc:0.999934
[78]	eval-auc:0.700618	train-auc:0.999933
[79]	eval-auc:0.700356	train-auc:0.999933
[80]	eval-auc:0.700528	train-auc:0.999935
[81]	eval-auc:0.700703	train-auc:0.999936
[82]	eval-auc:0.700969	train-auc:0.999941
[83]	eval-auc:0.700963	train-auc:0.999954
[84]	eval-auc:0.701272	train-auc:0.999958
[85]	eval-auc:0.701463	train-auc:0.999961
[86]	eval-auc:0.701438	train-auc:0.999964
[87]	eval-auc:0.702192	train-auc:0.999965
[88]	eval-auc:0.701542	train-auc:0.999969
[89]	eval-auc:0.701202	train-auc:0.999973
[90]	eval-auc:0.701173	train-auc:0.999973
[91]	eval-auc:0.701173	train-auc:0.999973
[92]	eval-auc:0.701046	train-auc:0.999972
[93]	eval-auc:0.700942	train-auc:0.999972
[94]	eval-auc:0.7017	train-auc:0.999975
[95]	eval-auc:0.701516	train-auc:0.999975
[96]	eval-auc:0.7011	train-auc:0.999976
[97]	eval-auc:0.701236	train-auc:0.999977
[98]	eval-auc:0.701073	train-auc:0.999981
[99]	eval-auc:0.701277	train-auc:0.999982
[100]	eval-auc:0.701201	train-auc:0.999982
[101]	eval-auc:0.701295	train-auc:0.999984
[102]	eval-auc:0.701783	train-auc:0.999986
[103]	eval-auc:0.701629	train-auc:0.999986
[104]	eval-auc:0.70147	train-auc:0.999987
[105]	eval-auc:0.701853	train-auc:0.999987
[106]	eval-auc:0.701805	train-auc:0.999989
[107]	eval-auc:0.701476	train-auc:0.99999
[108]	eval-auc:0.701603	train-auc:0.999991
[109]	eval-auc:0.701649	train-auc:0.999991
[110]	eval-auc:0.701764	train-auc:0.999991
[111]	eval-auc:0.701525	train-auc:0.999992
[112]	eval-auc:0.701222	train-auc:0.999991
[113]	eval-auc:0.700875	train-auc:0.999994
[114]	eval-auc:0.70118	train-auc:0.999994
[115]	eval-auc:0.701254	train-auc:0.999994
[116]	eval-auc:0.701615	train-auc:0.999995
[117]	eval-auc:0.701565	train-auc:0.999995
[118]	eval-auc:0.701035	train-auc:0.999995
[119]	eval-auc:0.70126	train-auc:0.999996
[120]	eval-auc:0.701	train-auc:0.999996
[121]	eval-auc:0.700989	train-auc:0.999996
[122]	eval-auc:0.700899	train-auc:0.999996
[123]	eval-auc:0.70079	train-auc:0.999997
[124]	eval-auc:0.700963	train-auc:0.999997
[125]	eval-auc:0.700851	train-auc:0.999997
[126]	eval-auc:0.701038	train-auc:0.999997
[127]	eval-auc:0.700598	train-auc:0.999998
[128]	eval-auc:0.700753	train-auc:0.999998
[129]	eval-auc:0.700541	train-auc:0.999998
[130]	eval-auc:0.700875	train-auc:0.999998
[131]	eval-auc:0.700615	train-auc:0.999998
[132]	eval-auc:0.700631	train-auc:0.999998
[133]	eval-auc:0.700689	train-auc:0.999998
[134]	eval-auc:0.70052	train-auc:0.999999
[135]	eval-auc:0.70068	train-auc:0.999999
[136]	eval-auc:0.700322	train-auc:0.999998
[137]	eval-auc:0.700421	train-auc:0.999999
[138]	eval-auc:0.700513	train-auc:0.999999
[139]	eval-auc:0.700331	train-auc:0.999999
[140]	eval-auc:0.700225	train-auc:0.999999
[141]	eval-auc:0.700175	train-auc:0.999999
[142]	eval-auc:0.700549	train-auc:0.999999
[143]	eval-auc:0.699974	train-auc:0.999999
[144]	eval-auc:0.700027	train-auc:0.999999
[145]	eval-auc:0.70027	train-auc:0.999999
[146]	eval-auc:0.700389	train-auc:0.999999
[147]	eval-auc:0.700475	train-auc:0.999999
[148]	eval-auc:0.700313	train-auc:0.999999
[149]	eval-auc:0.700522	train-auc:0.999999
[150]	eval-auc:0.700797	train-auc:0.999999
[151]	eval-auc:0.70047	train-auc:0.999999
[152]	eval-auc:0.700272	train-auc:0.999999
[153]	eval-auc:0.700263	train-auc:0.999999
[154]	eval-auc:0.700511	train-auc:0.999999
[155]	eval-auc:0.70021	train-auc:0.999999
[156]	eval-auc:0.700356	train-auc:0.999999
[157]	eval-auc:0.700066	train-auc:0.999999
[158]	eval-auc:0.699948	train-auc:0.999999
[159]	eval-auc:0.700391	train-auc:0.999999
[160]	eval-auc:0.69984	train-auc:0.999999
[161]	eval-auc:0.699884	train-auc:0.999999
[162]	eval-auc:0.699905	train-auc:0.999999
[163]	eval-auc:0.699827	train-auc:0.999999
[164]	eval-auc:0.699923	train-auc:1
[165]	eval-auc:0.699925	train-auc:1
[166]	eval-auc:0.699902	train-auc:0.999999
[167]	eval-auc:0.699983	train-auc:1
[168]	eval-auc:0.699949	train-auc:1
[169]	eval-auc:0.699864	train-auc:1
[170]	eval-auc:0.699881	train-auc:1
[171]	eval-auc:0.699987	train-auc:1
[172]	eval-auc:0.700217	train-auc:1
[173]	eval-auc:0.699597	train-auc:1
[174]	eval-auc:0.699724	train-auc:1
[175]	eval-auc:0.699919	train-auc:1
[176]	eval-auc:0.699957	train-auc:1
[177]	eval-auc:0.699762	train-auc:1
[178]	eval-auc:0.699558	train-auc:1
[179]	eval-auc:0.699477	train-auc:1
[180]	eval-auc:0.699661	train-auc:1
[181]	eval-auc:0.699853	train-auc:1
[182]	eval-auc:0.699806	train-auc:1
[183]	eval-auc:0.699792	train-auc:1
[184]	eval-auc:0.69978	train-auc:1
[185]	eval-auc:0.699739	train-auc:1
[186]	eval-auc:0.699891	train-auc:1
[187]	eval-auc:0.699742	train-auc:1
[188]	eval-auc:0.699721	train-auc:1
[189]	eval-auc:0.699173	train-auc:1
[190]	eval-auc:0.699256	train-auc:1
[191]	eval-auc:0.699357	train-auc:1
[192]	eval-auc:0.699537	train-auc:1
[193]	eval-auc:0.699381	train-auc:1
[194]	eval-auc:0.699437	train-auc:1
[195]	eval-auc:0.699428	train-auc:1
[196]	eval-auc:0.699425	train-auc:1
[197]	eval-auc:0.699549	train-auc:1
[198]	eval-auc:0.699329	train-auc:1
[199]	eval-auc:0.699264	train-auc:1
[200]	eval-auc:0.699291	train-auc:1
[201]	eval-auc:0.699229	train-auc:1
[202]	eval-auc:0.69939	train-auc:1
[203]	eval-auc:0.699628	train-auc:1
[204]	eval-auc:0.699856	train-auc:1
[205]	eval-auc:0.700225	train-auc:1
[206]	eval-auc:0.700168	train-auc:1
[207]	eval-auc:0.700305	train-auc:1
[208]	eval-auc:0.700249	train-auc:1
[209]	eval-auc:0.699923	train-auc:1
[210]	eval-auc:0.699766	train-auc:1
[211]	eval-auc:0.699891	train-auc:1
[212]	eval-auc:0.699483	train-auc:1
[213]	eval-auc:0.699535	train-auc:1
[214]	eval-auc:0.699375	train-auc:1
[215]	eval-auc:0.699367	train-auc:1
[216]	eval-auc:0.699237	train-auc:1
[217]	eval-auc:0.699206	train-auc:1
[218]	eval-auc:0.699188	train-auc:1
[219]	eval-auc:0.699136	train-auc:1
[220]	eval-auc:0.69917	train-auc:1
[221]	eval-auc:0.699281	train-auc:1
[222]	eval-auc:0.699468	train-auc:1
[223]	eval-auc:0.69939	train-auc:1
[224]	eval-auc:0.699607	train-auc:1
[225]	eval-auc:0.699514	train-auc:1
[226]	eval-auc:0.699475	train-auc:1
[227]	eval-auc:0.699302	train-auc:1
[228]	eval-auc:0.699241	train-auc:1
[229]	eval-auc:0.699709	train-auc:1
[230]	eval-auc:0.699628	train-auc:1
[231]	eval-auc:0.699748	train-auc:1
[232]	eval-auc:0.699829	train-auc:1
[233]	eval-auc:0.699776	train-auc:1
[234]	eval-auc:0.699811	train-auc:1
[235]	eval-auc:0.699836	train-auc:1
[236]	eval-auc:0.699584	train-auc:1
[237]	eval-auc:0.699684	train-auc:1
[238]	eval-auc:0.69969	train-auc:1
[239]	eval-auc:0.699993	train-auc:1
[240]	eval-auc:0.700108	train-auc:1
[241]	eval-auc:0.700197	train-auc:1
[242]	eval-auc:0.700263	train-auc:1
[243]	eval-auc:0.700418	train-auc:1
[244]	eval-auc:0.700354	train-auc:1
[245]	eval-auc:0.70047	train-auc:1
[246]	eval-auc:0.700391	train-auc:1
[247]	eval-auc:0.700494	train-auc:1
[248]	eval-auc:0.700519	train-auc:1
[249]	eval-auc:0.700551	train-auc:1
[250]	eval-auc:0.700468	train-auc:1
[251]	eval-auc:0.700535	train-auc:1
[252]	eval-auc:0.700575	train-auc:1
[253]	eval-auc:0.700651	train-auc:1
[254]	eval-auc:0.700712	train-auc:1
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[651]	eval-auc:0.701543	train-auc:1
[652]	eval-auc:0.701621	train-auc:1
[653]	eval-auc:0.701673	train-auc:1
[654]	eval-auc:0.701642	train-auc:1
[655]	eval-auc:0.701776	train-auc:1
[656]	eval-auc:0.701722	train-auc:1
[657]	eval-auc:0.701796	train-auc:1
[658]	eval-auc:0.701766	train-auc:1
[659]	eval-auc:0.701878	train-auc:1
[660]	eval-auc:0.701878	train-auc:1
[661]	eval-auc:0.701784	train-auc:1
[662]	eval-auc:0.701767	train-auc:1
[663]	eval-auc:0.701789	train-auc:1
[664]	eval-auc:0.701789	train-auc:1
[665]	eval-auc:0.701804	train-auc:1
[666]	eval-auc:0.70172	train-auc:1
[667]	eval-auc:0.701717	train-auc:1
[668]	eval-auc:0.701717	train-auc:1
[669]	eval-auc:0.701761	train-auc:1
[670]	eval-auc:0.70155	train-auc:1
[671]	eval-auc:0.701475	train-auc:1
[672]	eval-auc:0.701475	train-auc:1
[673]	eval-auc:0.701475	train-auc:1
[674]	eval-auc:0.701423	train-auc:1
[675]	eval-auc:0.701423	train-auc:1
[676]	eval-auc:0.701423	train-auc:1
[677]	eval-auc:0.701423	train-auc:1
[678]	eval-auc:0.701405	train-auc:1
[679]	eval-auc:0.701405	train-auc:1
[680]	eval-auc:0.701405	train-auc:1
[681]	eval-auc:0.701443	train-auc:1
[682]	eval-auc:0.701434	train-auc:1
[683]	eval-auc:0.701434	train-auc:1
[684]	eval-auc:0.701554	train-auc:1
[685]	eval-auc:0.701373	train-auc:1
[686]	eval-auc:0.701373	train-auc:1
[687]	eval-auc:0.70139	train-auc:1
[688]	eval-auc:0.701429	train-auc:1
[689]	eval-auc:0.70131	train-auc:1
[690]	eval-auc:0.70132	train-auc:1
[691]	eval-auc:0.70132	train-auc:1
[692]	eval-auc:0.70132	train-auc:1
[693]	eval-auc:0.701272	train-auc:1
[694]	eval-auc:0.701295	train-auc:1
[695]	eval-auc:0.701312	train-auc:1
[696]	eval-auc:0.701405	train-auc:1
[697]	eval-auc:0.701405	train-auc:1
[698]	eval-auc:0.701444	train-auc:1
[699]	eval-auc:0.70147	train-auc:1
[700]	eval-auc:0.701397	train-auc:1
[701]	eval-auc:0.701426	train-auc:1
[702]	eval-auc:0.701435	train-auc:1
[703]	eval-auc:0.701435	train-auc:1
[704]	eval-auc:0.70142	train-auc:1
[705]	eval-auc:0.70142	train-auc:1
[706]	eval-auc:0.70142	train-auc:1
[707]	eval-auc:0.701447	train-auc:1
[708]	eval-auc:0.701546	train-auc:1
[709]	eval-auc:0.701618	train-auc:1
[710]	eval-auc:0.701649	train-auc:1
[711]	eval-auc:0.701674	train-auc:1
[712]	eval-auc:0.701706	train-auc:1
[713]	eval-auc:0.701706	train-auc:1
[714]	eval-auc:0.701653	train-auc:1
[715]	eval-auc:0.701705	train-auc:1
[716]	eval-auc:0.701821	train-auc:1
[717]	eval-auc:0.701821	train-auc:1
[718]	eval-auc:0.701904	train-auc:1
[719]	eval-auc:0.701977	train-auc:1
[720]	eval-auc:0.701977	train-auc:1
[721]	eval-auc:0.701977	train-auc:1
[722]	eval-auc:0.701977	train-auc:1
[723]	eval-auc:0.701977	train-auc:1
[724]	eval-auc:0.702131	train-auc:1
[725]	eval-auc:0.702139	train-auc:1
[726]	eval-auc:0.702139	train-auc:1
[727]	eval-auc:0.70204	train-auc:1
[728]	eval-auc:0.702124	train-auc:1
[729]	eval-auc:0.702122	train-auc:1
[730]	eval-auc:0.702122	train-auc:1
[731]	eval-auc:0.702122	train-auc:1
[732]	eval-auc:0.702049	train-auc:1
[733]	eval-auc:0.702	train-auc:1
[734]	eval-auc:0.701994	train-auc:1
[735]	eval-auc:0.701994	train-auc:1
[736]	eval-auc:0.701917	train-auc:1
[737]	eval-auc:0.701792	train-auc:1
[738]	eval-auc:0.701586	train-auc:1
[739]	eval-auc:0.701493	train-auc:1
[740]	eval-auc:0.701493	train-auc:1
[741]	eval-auc:0.701481	train-auc:1
[742]	eval-auc:0.701504	train-auc:1
[743]	eval-auc:0.701504	train-auc:1
[744]	eval-auc:0.701504	train-auc:1
[745]	eval-auc:0.701531	train-auc:1
[746]	eval-auc:0.701522	train-auc:1
[747]	eval-auc:0.701548	train-auc:1
[748]	eval-auc:0.701548	train-auc:1
[749]	eval-auc:0.701476	train-auc:1
[750]	eval-auc:0.70153	train-auc:1
[751]	eval-auc:0.701582	train-auc:1
[752]	eval-auc:0.701647	train-auc:1
[753]	eval-auc:0.70153	train-auc:1
[754]	eval-auc:0.70153	train-auc:1
[755]	eval-auc:0.701525	train-auc:1
[756]	eval-auc:0.701525	train-auc:1
[757]	eval-auc:0.701464	train-auc:1
[758]	eval-auc:0.701425	train-auc:1
[759]	eval-auc:0.701466	train-auc:1
[760]	eval-auc:0.701464	train-auc:1
[761]	eval-auc:0.701464	train-auc:1
[762]	eval-auc:0.701317	train-auc:1
[763]	eval-auc:0.701317	train-auc:1
[764]	eval-auc:0.701309	train-auc:1
[765]	eval-auc:0.701309	train-auc:1
[766]	eval-auc:0.701309	train-auc:1
[767]	eval-auc:0.701279	train-auc:1
[768]	eval-auc:0.701256	train-auc:1
[769]	eval-auc:0.701256	train-auc:1
[770]	eval-auc:0.701205	train-auc:1
[771]	eval-auc:0.701205	train-auc:1
[772]	eval-auc:0.701205	train-auc:1
[773]	eval-auc:0.701167	train-auc:1
[774]	eval-auc:0.701221	train-auc:1
[775]	eval-auc:0.701202	train-auc:1
[776]	eval-auc:0.701202	train-auc:1
[777]	eval-auc:0.701148	train-auc:1
[778]	eval-auc:0.701056	train-auc:1
[779]	eval-auc:0.70116	train-auc:1
[780]	eval-auc:0.701215	train-auc:1
[781]	eval-auc:0.701266	train-auc:1
[782]	eval-auc:0.701451	train-auc:1
[783]	eval-auc:0.701475	train-auc:1
[784]	eval-auc:0.701486	train-auc:1
[785]	eval-auc:0.701425	train-auc:1
[786]	eval-auc:0.701387	train-auc:1
[787]	eval-auc:0.701368	train-auc:1
[788]	eval-auc:0.701368	train-auc:1
[789]	eval-auc:0.701313	train-auc:1
[790]	eval-auc:0.701315	train-auc:1
[791]	eval-auc:0.70134	train-auc:1
[792]	eval-auc:0.70134	train-auc:1
[793]	eval-auc:0.701357	train-auc:1
[794]	eval-auc:0.701357	train-auc:1
[795]	eval-auc:0.701302	train-auc:1
[796]	eval-auc:0.701137	train-auc:1
[797]	eval-auc:0.700995	train-auc:1
[798]	eval-auc:0.70091	train-auc:1
[799]	eval-auc:0.70091	train-auc:1
[800]	eval-auc:0.70091	train-auc:1
[801]	eval-auc:0.700828	train-auc:1
[802]	eval-auc:0.700788	train-auc:1
[803]	eval-auc:0.700788	train-auc:1
[804]	eval-auc:0.700788	train-auc:1
[805]	eval-auc:0.700788	train-auc:1
[806]	eval-auc:0.700774	train-auc:1
[807]	eval-auc:0.700808	train-auc:1
[808]	eval-auc:0.70065	train-auc:1
[809]	eval-auc:0.70065	train-auc:1
[810]	eval-auc:0.70065	train-auc:1
[811]	eval-auc:0.700605	train-auc:1
[812]	eval-auc:0.700552	train-auc:1
[813]	eval-auc:0.700567	train-auc:1
[814]	eval-auc:0.700575	train-auc:1
[815]	eval-auc:0.700685	train-auc:1
[816]	eval-auc:0.700685	train-auc:1
[817]	eval-auc:0.700685	train-auc:1
[818]	eval-auc:0.700685	train-auc:1
[819]	eval-auc:0.700685	train-auc:1
[820]	eval-auc:0.70077	train-auc:1
[821]	eval-auc:0.700744	train-auc:1
[822]	eval-auc:0.700774	train-auc:1
[823]	eval-auc:0.700774	train-auc:1
[824]	eval-auc:0.700782	train-auc:1
[825]	eval-auc:0.700778	train-auc:1
[826]	eval-auc:0.700701	train-auc:1
[827]	eval-auc:0.700778	train-auc:1
[828]	eval-auc:0.700778	train-auc:1
[829]	eval-auc:0.700826	train-auc:1
[830]	eval-auc:0.70087	train-auc:1
[831]	eval-auc:0.70087	train-auc:1
[832]	eval-auc:0.70087	train-auc:1
[833]	eval-auc:0.700837	train-auc:1
[834]	eval-auc:0.700936	train-auc:1
[835]	eval-auc:0.70094	train-auc:1
[836]	eval-auc:0.70094	train-auc:1
[837]	eval-auc:0.70094	train-auc:1
[838]	eval-auc:0.700982	train-auc:1
[839]	eval-auc:0.701023	train-auc:1
	Score 0.7010226705161471


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 205.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.669332	train-auc:0.690256
[2]	eval-auc:0.669332	train-auc:0.690256
[3]	eval-auc:0.669332	train-auc:0.690256
[4]	eval-auc:0.669332	train-auc:0.690256
[5]	eval-auc:0.669332	train-auc:0.690256
[6]	eval-auc:0.699302	train-auc:0.713646
[7]	eval-auc:0.699302	train-auc:0.713646
[8]	eval-auc:0.696196	train-auc:0.712004
[9]	eval-auc:0.696196	train-auc:0.712004
[10]	eval-auc:0.696196	train-auc:0.712004
[11]	eval-auc:0.696196	train-auc:0.712004
[12]	eval-auc:0.697269	train-auc:0.7126
[13]	eval-auc:0.697269	train-auc:0.7126
[14]	eval-auc:0.697351	train-auc:0.712657
[15]	eval-auc:0.697269	train-auc:0.7126
[16]	eval-auc:0.698311	train-auc:0.713349
[17]	eval-auc:0.698311	train-auc:0.713349
[18]	eval-auc:0.700924	train-auc:0.716899
[19]	eval-auc:0.700924	train-auc:0.716899
[20]	eval-auc:0.700602	train-auc:0.718426
[21]	eval-auc:0.700602	train-auc:0.718426
[22]	eval-auc:0.700602	train-auc:0.71957
[23]	eval-auc:0.699533	train-auc:0.719364
[24]	eval-auc:0.699533	train-auc:0.719364
[25]	eval-auc:0.699726	train-auc:0.719382
[26]	eval-auc:0.699726	train-auc:0.719382
[27]	eval-auc:0.699726	train-auc:0.719382
[28]	eval-auc:0.699726	train-auc:0.719382
[29]	eval-auc:0.700526	train-auc:0.719494
[30]	eval-auc:0.700208	train-auc:0.719344
[31]	eval-auc:0.700208	train-auc:0.719344
[32]	eval-auc:0.700222	train-auc:0.71937
[33]	eval-auc:0.699153	train-auc:0.719164
[34]	eval-auc:0.698872	train-auc:0.718455
[35]	eval-auc:0.699956	train-auc:0.71855
[36]	eval-auc:0.699956	train-auc:0.71855
[37]	eval-auc:0.700155	train-auc:0.718604
[38]	eval-auc:0.697951	train-auc:0.716732
[39]	eval-auc:0.697951	train-auc:0.716759
[40]	eval-auc:0.699385	train-auc:0.718535
[41]	eval-auc:0.699373	train-auc:0.719311
[42]	eval-auc:0.699886	train-auc:0.720011
[43]	eval-auc:0.699645	train-auc:0.720037
[44]	eval-auc:0.699773	train-auc:0.720526
[45]	eval-auc:0.70028	train-auc:0.720603
[46]	eval-auc:0.704774	train-auc:0.723108
[47]	eval-auc:0.701019	train-auc:0.721935
[48]	eval-auc:0.701023	train-auc:0.722286
[49]	eval-auc:0.700867	train-auc:0.72208
[50]	eval-auc:0.70103	train-auc:0.722466
[51]	eval-auc:0.701086	train-auc:0.722596
[52]	eval-auc:0.701112	train-auc:0.722716
[53]	eval-auc:0.701438	train-auc:0.723104
[54]	eval-auc:0.70161	train-auc:0.723589
[55]	eval-auc:0.701509	train-auc:0.723338
[56]	eval-auc:0.701652	train-auc:0.723111
[57]	eval-auc:0.701433	train-auc:0.72326
[58]	eval-auc:0.7009	train-auc:0.723083
[59]	eval-auc:0.700813	train-auc:0.723006
[60]	eval-auc:0.701654	train-auc:0.722791
[61]	eval-auc:0.701432	train-auc:0.722703
[62]	eval-auc:0.700538	train-auc:0.721169
[63]	eval-auc:0.700256	train-auc:0.721202
[64]	eval-auc:0.701457	train-auc:0.722701
[65]	eval-auc:0.701805	train-auc:0.723826
[66]	eval-auc:0.702279	train-auc:0.723629
[67]	eval-auc:0.701225	train-auc:0.721819
[68]	eval-auc:0.701732	train-auc:0.722249
[69]	eval-auc:0.701338	train-auc:0.723367
[70]	eval-auc:0.701522	train-auc:0.722954
[71]	eval-auc:0.702177	train-auc:0.722858
[72]	eval-auc:0.705416	train-auc:0.725758
[73]	eval-auc:0.701894	train-auc:0.723731
[74]	eval-auc:0.699878	train-auc:0.721431
[75]	eval-auc:0.700545	train-auc:0.722719
[76]	eval-auc:0.703023	train-auc:0.723589
[77]	eval-auc:0.699345	train-auc:0.721317
[78]	eval-auc:0.699428	train-auc:0.721932
[79]	eval-auc:0.700854	train-auc:0.7242
[80]	eval-auc:0.699254	train-auc:0.722593
[81]	eval-auc:0.700646	train-auc:0.724427
[82]	eval-auc:0.699507	train-auc:0.72235
[83]	eval-auc:0.698745	train-auc:0.721865
[84]	eval-auc:0.700066	train-auc:0.723743
[85]	eval-auc:0.702299	train-auc:0.724032
[86]	eval-auc:0.700256	train-auc:0.724477
[87]	eval-auc:0.699956	train-auc:0.723553
[88]	eval-auc:0.69998	train-auc:0.723982
[89]	eval-auc:0.701355	train-auc:0.724207
[90]	eval-auc:0.700729	train-auc:0.725502
[91]	eval-auc:0.701047	train-auc:0.725389
[92]	eval-auc:0.700085	train-auc:0.725922
[93]	eval-auc:0.70049	train-auc:0.725445
[94]	eval-auc:0.700508	train-auc:0.725842
[95]	eval-auc:0.700493	train-auc:0.726279
[96]	eval-auc:0.700356	train-auc:0.726387
[97]	eval-auc:0.699768	train-auc:0.725466
[98]	eval-auc:0.7002	train-auc:0.726003
[99]	eval-auc:0.700589	train-auc:0.726345
[100]	eval-auc:0.700392	train-auc:0.726826
[101]	eval-auc:0.700108	train-auc:0.727267
[102]	eval-auc:0.70006	train-auc:0.727176
[103]	eval-auc:0.699738	train-auc:0.72734
[104]	eval-auc:0.70009	train-auc:0.727484
[105]	eval-auc:0.700034	train-auc:0.727439
[106]	eval-auc:0.699651	train-auc:0.72767
[107]	eval-auc:0.699425	train-auc:0.727814
[108]	eval-auc:0.699161	train-auc:0.727516
[109]	eval-auc:0.699647	train-auc:0.727609
[110]	eval-auc:0.699522	train-auc:0.727819
[111]	eval-auc:0.699798	train-auc:0.728049
[112]	eval-auc:0.70025	train-auc:0.728326
[113]	eval-auc:0.700691	train-auc:0.728516
[114]	eval-auc:0.700902	train-auc:0.728714
[115]	eval-auc:0.70128	train-auc:0.728849
[116]	eval-auc:0.701095	train-auc:0.728925
[117]	eval-auc:0.700998	train-auc:0.728942
[118]	eval-auc:0.701171	train-auc:0.729144
[119]	eval-auc:0.701625	train-auc:0.728965
[120]	eval-auc:0.701744	train-auc:0.728684
[121]	eval-auc:0.700507	train-auc:0.728823
[122]	eval-auc:0.701412	train-auc:0.728944
[123]	eval-auc:0.701708	train-auc:0.729506
[124]	eval-auc:0.700742	train-auc:0.729598
[125]	eval-auc:0.701292	train-auc:0.729692
[126]	eval-auc:0.702607	train-auc:0.729425
[127]	eval-auc:0.701614	train-auc:0.72968
[128]	eval-auc:0.70094	train-auc:0.729764
[129]	eval-auc:0.702289	train-auc:0.730808
[130]	eval-auc:0.702698	train-auc:0.730866
[131]	eval-auc:0.702205	train-auc:0.730756
[132]	eval-auc:0.702385	train-auc:0.731048
[133]	eval-auc:0.703011	train-auc:0.731633
[134]	eval-auc:0.703232	train-auc:0.731638
[135]	eval-auc:0.703017	train-auc:0.731602
[136]	eval-auc:0.703154	train-auc:0.731592
[137]	eval-auc:0.702808	train-auc:0.731613
[138]	eval-auc:0.703604	train-auc:0.732063
[139]	eval-auc:0.703036	train-auc:0.731913
[140]	eval-auc:0.702785	train-auc:0.731658
[141]	eval-auc:0.702858	train-auc:0.731664
[142]	eval-auc:0.703155	train-auc:0.73196
[143]	eval-auc:0.703746	train-auc:0.732223
[144]	eval-auc:0.703916	train-auc:0.732284
[145]	eval-auc:0.704568	train-auc:0.732521
[146]	eval-auc:0.704714	train-auc:0.73247
[147]	eval-auc:0.704785	train-auc:0.732479
[148]	eval-auc:0.704325	train-auc:0.732423
[149]	eval-auc:0.704304	train-auc:0.732164
[150]	eval-auc:0.704861	train-auc:0.732389
[151]	eval-auc:0.705088	train-auc:0.732469
[152]	eval-auc:0.705059	train-auc:0.732534
[153]	eval-auc:0.705382	train-auc:0.732618
[154]	eval-auc:0.705653	train-auc:0.73268
[155]	eval-auc:0.706091	train-auc:0.732942
[156]	eval-auc:0.705901	train-auc:0.733068
[157]	eval-auc:0.706204	train-auc:0.733098
[158]	eval-auc:0.705956	train-auc:0.733085
[159]	eval-auc:0.705762	train-auc:0.732934
[160]	eval-auc:0.705703	train-auc:0.733068
[161]	eval-auc:0.705646	train-auc:0.733084
[162]	eval-auc:0.706219	train-auc:0.733589
[163]	eval-auc:0.706387	train-auc:0.733661
[164]	eval-auc:0.706441	train-auc:0.733719
[165]	eval-auc:0.706294	train-auc:0.73345
[166]	eval-auc:0.706452	train-auc:0.73355
[167]	eval-auc:0.706557	train-auc:0.733643
[168]	eval-auc:0.706939	train-auc:0.734173
[169]	eval-auc:0.706967	train-auc:0.734243
[170]	eval-auc:0.707241	train-auc:0.734209
[171]	eval-auc:0.707311	train-auc:0.734219
[172]	eval-auc:0.706903	train-auc:0.734247
[173]	eval-auc:0.706679	train-auc:0.734004
[174]	eval-auc:0.707192	train-auc:0.734148
[175]	eval-auc:0.707195	train-auc:0.734196
[176]	eval-auc:0.707131	train-auc:0.734261
[177]	eval-auc:0.707152	train-auc:0.734174
[178]	eval-auc:0.707186	train-auc:0.734273
[179]	eval-auc:0.707646	train-auc:0.73456
[180]	eval-auc:0.707623	train-auc:0.734603
[181]	eval-auc:0.707632	train-auc:0.734577
[182]	eval-auc:0.707596	train-auc:0.734534
[183]	eval-auc:0.707728	train-auc:0.734841
[184]	eval-auc:0.707736	train-auc:0.734731
[185]	eval-auc:0.707416	train-auc:0.734607
[186]	eval-auc:0.70716	train-auc:0.73443
[187]	eval-auc:0.70728	train-auc:0.734349
[188]	eval-auc:0.707506	train-auc:0.734546
[189]	eval-auc:0.707655	train-auc:0.734659
[190]	eval-auc:0.707723	train-auc:0.734709
[191]	eval-auc:0.707943	train-auc:0.735047
[192]	eval-auc:0.708077	train-auc:0.735057
[193]	eval-auc:0.708308	train-auc:0.735283
[194]	eval-auc:0.708383	train-auc:0.735309
[195]	eval-auc:0.708339	train-auc:0.73541
[196]	eval-auc:0.708485	train-auc:0.735433
[197]	eval-auc:0.708482	train-auc:0.735474
[198]	eval-auc:0.708348	train-auc:0.735592
[199]	eval-auc:0.708159	train-auc:0.735372
[200]	eval-auc:0.708165	train-auc:0.735566
[201]	eval-auc:0.708235	train-auc:0.735711
[202]	eval-auc:0.708425	train-auc:0.735621
[203]	eval-auc:0.708646	train-auc:0.735623
[204]	eval-auc:0.708774	train-auc:0.735688
	Score 0.7087741658443885


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 7, 'min_child_weight': 2.0, 'n_estimators': 229.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.698086	train-auc:0.792183
[1]	eval-auc:0.685366	train-auc:0.822141
[2]	eval-auc:0.696968	train-auc:0.857739
[3]	eval-auc:0.699617	train-auc:0.867623
[4]	eval-auc:0.701165	train-auc:0.875333
[5]	eval-auc:0.703166	train-auc:0.895029
[6]	eval-auc:0.703967	train-auc:0.90138
[7]	eval-auc:0.708467	train-auc:0.911227
[8]	eval-auc:0.705132	train-auc:0.915963
[9]	eval-auc:0.701428	train-auc:0.925845
[10]	eval-auc:0.699265	train-auc:0.930966
[11]	eval-auc:0.70474	train-auc:0.93865
[12]	eval-auc:0.704115	train-auc:0.942834
[13]	eval-auc:0.699347	train-auc:0.947194
[14]	eval-auc:0.697215	train-auc:0.947031
[15]	eval-auc:0.699709	train-auc:0.9512
[16]	eval-auc:0.699951	train-auc:0.955051
[17]	eval-auc:0.702138	train-auc:0.957422
[18]	eval-auc:0.70177	train-auc:0.960644
[19]	eval-auc:0.699618	train-auc:0.96236
[20]	eval-auc:0.69933	train-auc:0.963739
[21]	eval-auc:0.696864	train-auc:0.965428
[22]	eval-auc:0.698093	train-auc:0.966698
[23]	eval-auc:0.697916	train-auc:0.968549
[24]	eval-auc:0.698822	train-auc:0.97094
[25]	eval-auc:0.697938	train-auc:0.971896
[26]	eval-auc:0.699323	train-auc:0.97465
[27]	eval-auc:0.699667	train-auc:0.976186
[28]	eval-auc:0.699535	train-auc:0.976752
[29]	eval-auc:0.699398	train-auc:0.977555
[30]	eval-auc:0.699635	train-auc:0.978463
[31]	eval-auc:0.698953	train-auc:0.979516
[32]	eval-auc:0.698268	train-auc:0.980376
[33]	eval-auc:0.699095	train-auc:0.981415
[34]	eval-auc:0.698295	train-auc:0.982307
[35]	eval-auc:0.697939	train-auc:0.982437
[36]	eval-auc:0.697563	train-auc:0.982523
[37]	eval-auc:0.697511	train-auc:0.982559
[38]	eval-auc:0.6983	train-auc:0.983151
[39]	eval-auc:0.699471	train-auc:0.983794
[40]	eval-auc:0.698594	train-auc:0.984317
[41]	eval-auc:0.699258	train-auc:0.984975
[42]	eval-auc:0.699573	train-auc:0.985126
[43]	eval-auc:0.699744	train-auc:0.985354
[44]	eval-auc:0.700631	train-auc:0.986197
[45]	eval-auc:0.701537	train-auc:0.986623
[46]	eval-auc:0.701079	train-auc:0.987074
[47]	eval-auc:0.700916	train-auc:0.987406
[48]	eval-auc:0.701167	train-auc:0.988399
[49]	eval-auc:0.700753	train-auc:0.988735
[50]	eval-auc:0.700394	train-auc:0.988923
[51]	eval-auc:0.700726	train-auc:0.988951
[52]	eval-auc:0.699861	train-auc:0.989908
[53]	eval-auc:0.70001	train-auc:0.989913
[54]	eval-auc:0.700213	train-auc:0.990283
[55]	eval-auc:0.700191	train-auc:0.990267
[56]	eval-auc:0.700086	train-auc:0.990496
[57]	eval-auc:0.700802	train-auc:0.990642
[58]	eval-auc:0.701336	train-auc:0.991068
[59]	eval-auc:0.701093	train-auc:0.991893
[60]	eval-auc:0.70121	train-auc:0.991988
[61]	eval-auc:0.701715	train-auc:0.992707
[62]	eval-auc:0.701528	train-auc:0.992945
[63]	eval-auc:0.701649	train-auc:0.993465
[64]	eval-auc:0.702044	train-auc:0.993544
[65]	eval-auc:0.70165	train-auc:0.993563
[66]	eval-auc:0.701463	train-auc:0.99378
[67]	eval-auc:0.700889	train-auc:0.99383
[68]	eval-auc:0.701288	train-auc:0.994039
[69]	eval-auc:0.701801	train-auc:0.994266
[70]	eval-auc:0.701935	train-auc:0.994651
[71]	eval-auc:0.701274	train-auc:0.995016
[72]	eval-auc:0.701059	train-auc:0.995247
[73]	eval-auc:0.700939	train-auc:0.995314
[74]	eval-auc:0.70184	train-auc:0.995409
[75]	eval-auc:0.701735	train-auc:0.995457
[76]	eval-auc:0.7026	train-auc:0.995774
[77]	eval-auc:0.702273	train-auc:0.995956
[78]	eval-auc:0.702446	train-auc:0.996273
[79]	eval-auc:0.70235	train-auc:0.996579
[80]	eval-auc:0.701877	train-auc:0.996589
[81]	eval-auc:0.701167	train-auc:0.996648
[82]	eval-auc:0.701172	train-auc:0.996737
[83]	eval-auc:0.701457	train-auc:0.996864
[84]	eval-auc:0.701181	train-auc:0.996934
[85]	eval-auc:0.701673	train-auc:0.997182
[86]	eval-auc:0.701789	train-auc:0.99723
[87]	eval-auc:0.702338	train-auc:0.997466
[88]	eval-auc:0.702926	train-auc:0.997519
[89]	eval-auc:0.702985	train-auc:0.997658
[90]	eval-auc:0.703141	train-auc:0.997665
[91]	eval-auc:0.702978	train-auc:0.997676
[92]	eval-auc:0.702026	train-auc:0.997647
[93]	eval-auc:0.701528	train-auc:0.99768
[94]	eval-auc:0.702261	train-auc:0.997735
[95]	eval-auc:0.70197	train-auc:0.997744
[96]	eval-auc:0.701521	train-auc:0.997782
[97]	eval-auc:0.702657	train-auc:0.997864
[98]	eval-auc:0.702251	train-auc:0.997911
[99]	eval-auc:0.702312	train-auc:0.997948
[100]	eval-auc:0.702526	train-auc:0.997998
[101]	eval-auc:0.702369	train-auc:0.998011
[102]	eval-auc:0.703138	train-auc:0.99809
[103]	eval-auc:0.703642	train-auc:0.99817
[104]	eval-auc:0.703424	train-auc:0.998303
[105]	eval-auc:0.704149	train-auc:0.998383
[106]	eval-auc:0.704415	train-auc:0.998572
[107]	eval-auc:0.704742	train-auc:0.998577
[108]	eval-auc:0.703558	train-auc:0.998649
[109]	eval-auc:0.703694	train-auc:0.998659
[110]	eval-auc:0.7041	train-auc:0.998788
[111]	eval-auc:0.702565	train-auc:0.998856
[112]	eval-auc:0.702411	train-auc:0.998867
[113]	eval-auc:0.70222	train-auc:0.998902
[114]	eval-auc:0.701819	train-auc:0.998932
[115]	eval-auc:0.701962	train-auc:0.998974
[116]	eval-auc:0.701644	train-auc:0.999057
[117]	eval-auc:0.702355	train-auc:0.999104
[118]	eval-auc:0.702188	train-auc:0.999131
[119]	eval-auc:0.701979	train-auc:0.999168
[120]	eval-auc:0.702431	train-auc:0.99921
[121]	eval-auc:0.702628	train-auc:0.999252
[122]	eval-auc:0.702754	train-auc:0.999286
[123]	eval-auc:0.702742	train-auc:0.999327
[124]	eval-auc:0.702982	train-auc:0.999354
[125]	eval-auc:0.703098	train-auc:0.999359
[126]	eval-auc:0.703167	train-auc:0.999341
[127]	eval-auc:0.703581	train-auc:0.999348
[128]	eval-auc:0.70392	train-auc:0.999357
[129]	eval-auc:0.702934	train-auc:0.999444
[130]	eval-auc:0.702769	train-auc:0.999446
[131]	eval-auc:0.702618	train-auc:0.99945
[132]	eval-auc:0.702654	train-auc:0.999494
[133]	eval-auc:0.703454	train-auc:0.999517
[134]	eval-auc:0.703989	train-auc:0.999532
[135]	eval-auc:0.70426	train-auc:0.999615
[136]	eval-auc:0.70398	train-auc:0.999625
[137]	eval-auc:0.704712	train-auc:0.999633
[138]	eval-auc:0.70449	train-auc:0.999651
[139]	eval-auc:0.70466	train-auc:0.999676
[140]	eval-auc:0.704624	train-auc:0.999682
[141]	eval-auc:0.704571	train-auc:0.999687
[142]	eval-auc:0.704834	train-auc:0.999696
[143]	eval-auc:0.705149	train-auc:0.999705
[144]	eval-auc:0.705894	train-auc:0.999706
[145]	eval-auc:0.705839	train-auc:0.999705
[146]	eval-auc:0.70544	train-auc:0.999724
[147]	eval-auc:0.705218	train-auc:0.99974
[148]	eval-auc:0.704778	train-auc:0.999743
[149]	eval-auc:0.704787	train-auc:0.999749
[150]	eval-auc:0.704992	train-auc:0.999754
[151]	eval-auc:0.705281	train-auc:0.99976
[152]	eval-auc:0.70483	train-auc:0.999777
[153]	eval-auc:0.704915	train-auc:0.999777
[154]	eval-auc:0.704811	train-auc:0.999779
[155]	eval-auc:0.704461	train-auc:0.999793
[156]	eval-auc:0.703983	train-auc:0.99981
[157]	eval-auc:0.704315	train-auc:0.999812
[158]	eval-auc:0.70442	train-auc:0.999811
[159]	eval-auc:0.704163	train-auc:0.999812
[160]	eval-auc:0.704026	train-auc:0.999813
[161]	eval-auc:0.704045	train-auc:0.999814
[162]	eval-auc:0.703678	train-auc:0.999815
[163]	eval-auc:0.703203	train-auc:0.999814
[164]	eval-auc:0.703479	train-auc:0.999819
[165]	eval-auc:0.703578	train-auc:0.999821
[166]	eval-auc:0.70313	train-auc:0.999827
[167]	eval-auc:0.70338	train-auc:0.999836
[168]	eval-auc:0.703287	train-auc:0.999833
[169]	eval-auc:0.703159	train-auc:0.999835
[170]	eval-auc:0.703499	train-auc:0.999837
[171]	eval-auc:0.703817	train-auc:0.999828
[172]	eval-auc:0.70384	train-auc:0.999829
[173]	eval-auc:0.704099	train-auc:0.999833
[174]	eval-auc:0.704088	train-auc:0.999834
[175]	eval-auc:0.704516	train-auc:0.999841
[176]	eval-auc:0.704522	train-auc:0.999853
[177]	eval-auc:0.704793	train-auc:0.999856
[178]	eval-auc:0.704741	train-auc:0.999871
[179]	eval-auc:0.704743	train-auc:0.999874
[180]	eval-auc:0.705005	train-auc:0.999874
[181]	eval-auc:0.705696	train-auc:0.999875
[182]	eval-auc:0.705975	train-auc:0.999878
[183]	eval-auc:0.706416	train-auc:0.999881
[184]	eval-auc:0.706479	train-auc:0.999881
[185]	eval-auc:0.706291	train-auc:0.99988
[186]	eval-auc:0.705912	train-auc:0.99988
[187]	eval-auc:0.704682	train-auc:0.999888
[188]	eval-auc:0.704802	train-auc:0.999887
[189]	eval-auc:0.704327	train-auc:0.99989
[190]	eval-auc:0.704629	train-auc:0.999899
[191]	eval-auc:0.704477	train-auc:0.999906
[192]	eval-auc:0.704551	train-auc:0.99991
[193]	eval-auc:0.704064	train-auc:0.999912
[194]	eval-auc:0.703917	train-auc:0.999913
[195]	eval-auc:0.703674	train-auc:0.999923
[196]	eval-auc:0.703581	train-auc:0.999929
[197]	eval-auc:0.703584	train-auc:0.999929
[198]	eval-auc:0.704052	train-auc:0.999929
[199]	eval-auc:0.704199	train-auc:0.999938
[200]	eval-auc:0.703954	train-auc:0.999939
[201]	eval-auc:0.70394	train-auc:0.999939
[202]	eval-auc:0.703858	train-auc:0.999939
[203]	eval-auc:0.703937	train-auc:0.999939
[204]	eval-auc:0.704053	train-auc:0.999941
[205]	eval-auc:0.704653	train-auc:0.999941
[206]	eval-auc:0.705008	train-auc:0.999941
[207]	eval-auc:0.70537	train-auc:0.999942
[208]	eval-auc:0.705407	train-auc:0.999942
[209]	eval-auc:0.705294	train-auc:0.999947
[210]	eval-auc:0.705559	train-auc:0.999948
[211]	eval-auc:0.70585	train-auc:0.999954
[212]	eval-auc:0.706064	train-auc:0.999954
[213]	eval-auc:0.705932	train-auc:0.999958
[214]	eval-auc:0.70564	train-auc:0.999964
[215]	eval-auc:0.70578	train-auc:0.99997
[216]	eval-auc:0.705574	train-auc:0.99997
[217]	eval-auc:0.706026	train-auc:0.999972
[218]	eval-auc:0.705841	train-auc:0.999972
[219]	eval-auc:0.705452	train-auc:0.999973
[220]	eval-auc:0.705402	train-auc:0.999973
[221]	eval-auc:0.705525	train-auc:0.999974
[222]	eval-auc:0.705649	train-auc:0.999979
[223]	eval-auc:0.706224	train-auc:0.999981
[224]	eval-auc:0.706463	train-auc:0.999978
[225]	eval-auc:0.706573	train-auc:0.999979
[226]	eval-auc:0.706491	train-auc:0.999981
[227]	eval-auc:0.706632	train-auc:0.999981
[228]	eval-auc:0.70703	train-auc:0.999981
	Score 0.7070298700191255


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 9, 'min_child_weight': 1.0, 'n_estimators': 101.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.687949	train-auc:0.837404
[1]	eval-auc:0.709949	train-auc:0.896205
[2]	eval-auc:0.703959	train-auc:0.927056
[3]	eval-auc:0.701292	train-auc:0.944247
[4]	eval-auc:0.703263	train-auc:0.9531
[5]	eval-auc:0.701792	train-auc:0.959585
[6]	eval-auc:0.703219	train-auc:0.965467
[7]	eval-auc:0.702251	train-auc:0.971497
[8]	eval-auc:0.706457	train-auc:0.978278
[9]	eval-auc:0.706511	train-auc:0.981844
[10]	eval-auc:0.706434	train-auc:0.984145
[11]	eval-auc:0.706796	train-auc:0.985889
[12]	eval-auc:0.704894	train-auc:0.987846
[13]	eval-auc:0.704383	train-auc:0.988769
[14]	eval-auc:0.702733	train-auc:0.990974
[15]	eval-auc:0.70363	train-auc:0.991858
[16]	eval-auc:0.707257	train-auc:0.993884
[17]	eval-auc:0.705295	train-auc:0.995096
[18]	eval-auc:0.70486	train-auc:0.995867
[19]	eval-auc:0.704566	train-auc:0.99614
[20]	eval-auc:0.702911	train-auc:0.996532
[21]	eval-auc:0.701333	train-auc:0.996789
[22]	eval-auc:0.702101	train-auc:0.997009
[23]	eval-auc:0.702774	train-auc:0.997134
[24]	eval-auc:0.700753	train-auc:0.99751
[25]	eval-auc:0.702003	train-auc:0.998035
[26]	eval-auc:0.702568	train-auc:0.998127
[27]	eval-auc:0.702816	train-auc:0.998278
[28]	eval-auc:0.702935	train-auc:0.998663
[29]	eval-auc:0.70188	train-auc:0.998867
[30]	eval-auc:0.701215	train-auc:0.998981
[31]	eval-auc:0.701341	train-auc:0.999097
[32]	eval-auc:0.700971	train-auc:0.999094
[33]	eval-auc:0.700889	train-auc:0.999297
[34]	eval-auc:0.701493	train-auc:0.999438
[35]	eval-auc:0.700817	train-auc:0.999467
[36]	eval-auc:0.700094	train-auc:0.999576
[37]	eval-auc:0.699437	train-auc:0.999608
[38]	eval-auc:0.699649	train-auc:0.999652
[39]	eval-auc:0.698224	train-auc:0.999773
[40]	eval-auc:0.697663	train-auc:0.999837
[41]	eval-auc:0.697779	train-auc:0.999889
[42]	eval-auc:0.697965	train-auc:0.999893
[43]	eval-auc:0.697603	train-auc:0.999919
[44]	eval-auc:0.697878	train-auc:0.999922
[45]	eval-auc:0.69737	train-auc:0.999942
[46]	eval-auc:0.697997	train-auc:0.999945
[47]	eval-auc:0.698595	train-auc:0.999944
[48]	eval-auc:0.70066	train-auc:0.999962
[49]	eval-auc:0.70128	train-auc:0.999964
[50]	eval-auc:0.701027	train-auc:0.999965
[51]	eval-auc:0.700194	train-auc:0.999965
[52]	eval-auc:0.699865	train-auc:0.999971
[53]	eval-auc:0.700111	train-auc:0.999971
[54]	eval-auc:0.699935	train-auc:0.999983
[55]	eval-auc:0.700604	train-auc:0.999983
[56]	eval-auc:0.70031	train-auc:0.999985
[57]	eval-auc:0.699465	train-auc:0.999988
[58]	eval-auc:0.69917	train-auc:0.999995
[59]	eval-auc:0.69978	train-auc:0.999995
[60]	eval-auc:0.698737	train-auc:0.999995
[61]	eval-auc:0.698588	train-auc:0.999999
[62]	eval-auc:0.69894	train-auc:0.999999
[63]	eval-auc:0.69832	train-auc:0.999999
[64]	eval-auc:0.698614	train-auc:0.999999
[65]	eval-auc:0.698932	train-auc:0.999999
[66]	eval-auc:0.69969	train-auc:1
[67]	eval-auc:0.699265	train-auc:1
[68]	eval-auc:0.699422	train-auc:1
[69]	eval-auc:0.699171	train-auc:1
[70]	eval-auc:0.698806	train-auc:1
[71]	eval-auc:0.699546	train-auc:1
[72]	eval-auc:0.699804	train-auc:1
[73]	eval-auc:0.700206	train-auc:1
[74]	eval-auc:0.700394	train-auc:1
[75]	eval-auc:0.701539	train-auc:1
[76]	eval-auc:0.70116	train-auc:1
[77]	eval-auc:0.701757	train-auc:1
[78]	eval-auc:0.701073	train-auc:1
[79]	eval-auc:0.701408	train-auc:1
[80]	eval-auc:0.701585	train-auc:1
[81]	eval-auc:0.700549	train-auc:1
[82]	eval-auc:0.700528	train-auc:1
[83]	eval-auc:0.700473	train-auc:1
[84]	eval-auc:0.700724	train-auc:1
[85]	eval-auc:0.70056	train-auc:1
[86]	eval-auc:0.699538	train-auc:1
[87]	eval-auc:0.69984	train-auc:1
[88]	eval-auc:0.700173	train-auc:1
[89]	eval-auc:0.699632	train-auc:1
[90]	eval-auc:0.699214	train-auc:1
[91]	eval-auc:0.699769	train-auc:1
[92]	eval-auc:0.698943	train-auc:1
[93]	eval-auc:0.698685	train-auc:1
[94]	eval-auc:0.698344	train-auc:1
[95]	eval-auc:0.698745	train-auc:1
[96]	eval-auc:0.698413	train-auc:1
[97]	eval-auc:0.699772	train-auc:1
[98]	eval-auc:0.69946	train-auc:1
[99]	eval-auc:0.699282	train-auc:1
[100]	eval-auc:0.698292	train-auc:1
	Score 0.6982924021488871


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 327.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.669332	train-auc:0.690256
[1]	eval-auc:0.680065	train-auc:0.693039
[2]	eval-auc:0.682304	train-auc:0.695945
[3]	eval-auc:0.683753	train-auc:0.69729
[4]	eval-auc:0.698305	train-auc:0.709202
[5]	eval-auc:0.697832	train-auc:0.708436
[6]	eval-auc:0.696895	train-auc:0.707472
[7]	eval-auc:0.696417	train-auc:0.708671
[8]	eval-auc:0.697456	train-auc:0.710894
[9]	eval-auc:0.698611	train-auc:0.711563
[10]	eval-auc:0.698002	train-auc:0.71215
[11]	eval-auc:0.698828	train-auc:0.712463
[12]	eval-auc:0.698176	train-auc:0.71389
[13]	eval-auc:0.697197	train-auc:0.714357
[14]	eval-auc:0.698036	train-auc:0.714248
[15]	eval-auc:0.696838	train-auc:0.71409
[16]	eval-auc:0.697446	train-auc:0.714166
[17]	eval-auc:0.697536	train-auc:0.716248
[18]	eval-auc:0.697475	train-auc:0.718033
[19]	eval-auc:0.69712	train-auc:0.718601
[20]	eval-auc:0.697715	train-auc:0.719586
[21]	eval-auc:0.700768	train-auc:0.722093
[22]	eval-auc:0.699497	train-auc:0.721594
[23]	eval-auc:0.698889	train-auc:0.719961
[24]	eval-auc:0.700861	train-auc:0.721819
[25]	eval-auc:0.700482	train-auc:0.724065
[26]	eval-auc:0.700343	train-auc:0.725148
[27]	eval-auc:0.700905	train-auc:0.724676
[28]	eval-auc:0.700985	train-auc:0.725912
[29]	eval-auc:0.701102	train-auc:0.727062
[30]	eval-auc:0.701207	train-auc:0.727187
[31]	eval-auc:0.702204	train-auc:0.728247
[32]	eval-auc:0.702356	train-auc:0.729365
[33]	eval-auc:0.70266	train-auc:0.730355
[34]	eval-auc:0.701383	train-auc:0.731151
[35]	eval-auc:0.702919	train-auc:0.731918
[36]	eval-auc:0.703291	train-auc:0.73215
[37]	eval-auc:0.703704	train-auc:0.731978
[38]	eval-auc:0.705699	train-auc:0.732745
[39]	eval-auc:0.706179	train-auc:0.733229
[40]	eval-auc:0.706643	train-auc:0.733664
[41]	eval-auc:0.706329	train-auc:0.733466
[42]	eval-auc:0.706348	train-auc:0.73344
[43]	eval-auc:0.707032	train-auc:0.73423
[44]	eval-auc:0.707146	train-auc:0.734532
[45]	eval-auc:0.707299	train-auc:0.734697
[46]	eval-auc:0.706579	train-auc:0.734406
[47]	eval-auc:0.706588	train-auc:0.734467
[48]	eval-auc:0.707206	train-auc:0.735339
[49]	eval-auc:0.706365	train-auc:0.735102
[50]	eval-auc:0.706463	train-auc:0.735728
[51]	eval-auc:0.707392	train-auc:0.736708
[52]	eval-auc:0.707495	train-auc:0.737197
[53]	eval-auc:0.706677	train-auc:0.736567
[54]	eval-auc:0.706654	train-auc:0.736519
[55]	eval-auc:0.706197	train-auc:0.736992
[56]	eval-auc:0.706771	train-auc:0.73735
[57]	eval-auc:0.706833	train-auc:0.737674
[58]	eval-auc:0.705649	train-auc:0.739194
[59]	eval-auc:0.70675	train-auc:0.740773
[60]	eval-auc:0.706384	train-auc:0.741352
[61]	eval-auc:0.707076	train-auc:0.741756
[62]	eval-auc:0.707672	train-auc:0.742651
[63]	eval-auc:0.707999	train-auc:0.743063
[64]	eval-auc:0.709267	train-auc:0.743914
[65]	eval-auc:0.709352	train-auc:0.744308
[66]	eval-auc:0.70934	train-auc:0.74461
[67]	eval-auc:0.709491	train-auc:0.744705
[68]	eval-auc:0.708999	train-auc:0.743915
[69]	eval-auc:0.709277	train-auc:0.74432
[70]	eval-auc:0.709258	train-auc:0.744642
[71]	eval-auc:0.708904	train-auc:0.743931
[72]	eval-auc:0.708956	train-auc:0.744317
[73]	eval-auc:0.708349	train-auc:0.744413
[74]	eval-auc:0.708729	train-auc:0.744635
[75]	eval-auc:0.708865	train-auc:0.745165
[76]	eval-auc:0.709165	train-auc:0.746157
[77]	eval-auc:0.709329	train-auc:0.746632
[78]	eval-auc:0.708924	train-auc:0.746115
[79]	eval-auc:0.708997	train-auc:0.746276
[80]	eval-auc:0.708923	train-auc:0.746778
[81]	eval-auc:0.708957	train-auc:0.747026
[82]	eval-auc:0.709512	train-auc:0.747411
[83]	eval-auc:0.7098	train-auc:0.74784
[84]	eval-auc:0.710497	train-auc:0.749053
[85]	eval-auc:0.709989	train-auc:0.750145
[86]	eval-auc:0.710142	train-auc:0.750532
[87]	eval-auc:0.710086	train-auc:0.750659
[88]	eval-auc:0.710175	train-auc:0.750924
[89]	eval-auc:0.71028	train-auc:0.751068
[90]	eval-auc:0.710225	train-auc:0.751234
[91]	eval-auc:0.709732	train-auc:0.75227
[92]	eval-auc:0.709959	train-auc:0.752748
[93]	eval-auc:0.710326	train-auc:0.753218
[94]	eval-auc:0.709025	train-auc:0.754079
[95]	eval-auc:0.709454	train-auc:0.754832
[96]	eval-auc:0.709842	train-auc:0.755461
[97]	eval-auc:0.710515	train-auc:0.755947
[98]	eval-auc:0.710643	train-auc:0.75618
[99]	eval-auc:0.710652	train-auc:0.756322
[100]	eval-auc:0.710777	train-auc:0.756795
[101]	eval-auc:0.710672	train-auc:0.757154
[102]	eval-auc:0.710643	train-auc:0.757477
[103]	eval-auc:0.710153	train-auc:0.757469
[104]	eval-auc:0.710024	train-auc:0.757769
[105]	eval-auc:0.710613	train-auc:0.758399
[106]	eval-auc:0.710771	train-auc:0.758589
[107]	eval-auc:0.710721	train-auc:0.758693
[108]	eval-auc:0.711336	train-auc:0.759031
[109]	eval-auc:0.711412	train-auc:0.759341
[110]	eval-auc:0.710209	train-auc:0.759993
[111]	eval-auc:0.710406	train-auc:0.760086
[112]	eval-auc:0.710585	train-auc:0.760406
[113]	eval-auc:0.710071	train-auc:0.761335
[114]	eval-auc:0.710052	train-auc:0.761606
[115]	eval-auc:0.709481	train-auc:0.76159
[116]	eval-auc:0.70983	train-auc:0.761764
[117]	eval-auc:0.709958	train-auc:0.761936
[118]	eval-auc:0.710104	train-auc:0.762078
[119]	eval-auc:0.710116	train-auc:0.762135
[120]	eval-auc:0.71057	train-auc:0.762627
[121]	eval-auc:0.710249	train-auc:0.763127
[122]	eval-auc:0.710397	train-auc:0.763568
[123]	eval-auc:0.710229	train-auc:0.764397
[124]	eval-auc:0.710267	train-auc:0.764564
[125]	eval-auc:0.710278	train-auc:0.764591
[126]	eval-auc:0.710776	train-auc:0.765187
[127]	eval-auc:0.71073	train-auc:0.765427
[128]	eval-auc:0.710716	train-auc:0.765994
[129]	eval-auc:0.710898	train-auc:0.765494
[130]	eval-auc:0.710858	train-auc:0.76576
[131]	eval-auc:0.710329	train-auc:0.765911
[132]	eval-auc:0.710399	train-auc:0.766389
[133]	eval-auc:0.710496	train-auc:0.766462
[134]	eval-auc:0.710563	train-auc:0.766572
[135]	eval-auc:0.710615	train-auc:0.766705
[136]	eval-auc:0.710496	train-auc:0.767086
[137]	eval-auc:0.711137	train-auc:0.767705
[138]	eval-auc:0.711054	train-auc:0.767932
[139]	eval-auc:0.71004	train-auc:0.76905
[140]	eval-auc:0.710226	train-auc:0.76988
[141]	eval-auc:0.71033	train-auc:0.769944
[142]	eval-auc:0.710418	train-auc:0.770205
[143]	eval-auc:0.710423	train-auc:0.77022
[144]	eval-auc:0.71057	train-auc:0.770956
[145]	eval-auc:0.711077	train-auc:0.771473
[146]	eval-auc:0.711137	train-auc:0.772236
[147]	eval-auc:0.71148	train-auc:0.772789
[148]	eval-auc:0.710536	train-auc:0.773442
[149]	eval-auc:0.710608	train-auc:0.773687
[150]	eval-auc:0.710411	train-auc:0.774225
[151]	eval-auc:0.710136	train-auc:0.774976
[152]	eval-auc:0.710024	train-auc:0.775301
[153]	eval-auc:0.710241	train-auc:0.776029
[154]	eval-auc:0.710442	train-auc:0.776086
[155]	eval-auc:0.710526	train-auc:0.776641
[156]	eval-auc:0.711446	train-auc:0.777824
[157]	eval-auc:0.710575	train-auc:0.778492
[158]	eval-auc:0.710561	train-auc:0.778772
[159]	eval-auc:0.710529	train-auc:0.778936
[160]	eval-auc:0.710854	train-auc:0.77991
[161]	eval-auc:0.711408	train-auc:0.780415
[162]	eval-auc:0.710592	train-auc:0.781255
[163]	eval-auc:0.710766	train-auc:0.782423
[164]	eval-auc:0.710892	train-auc:0.782562
[165]	eval-auc:0.710022	train-auc:0.783064
[166]	eval-auc:0.709769	train-auc:0.783326
[167]	eval-auc:0.70907	train-auc:0.783873
[168]	eval-auc:0.709428	train-auc:0.784369
[169]	eval-auc:0.709302	train-auc:0.784464
[170]	eval-auc:0.709428	train-auc:0.784535
[171]	eval-auc:0.709509	train-auc:0.784901
[172]	eval-auc:0.709492	train-auc:0.785107
[173]	eval-auc:0.70918	train-auc:0.785327
[174]	eval-auc:0.70918	train-auc:0.785481
[175]	eval-auc:0.709294	train-auc:0.785785
[176]	eval-auc:0.70952	train-auc:0.786115
[177]	eval-auc:0.71023	train-auc:0.786886
[178]	eval-auc:0.709925	train-auc:0.787353
[179]	eval-auc:0.710245	train-auc:0.787679
[180]	eval-auc:0.710227	train-auc:0.787832
[181]	eval-auc:0.710798	train-auc:0.788224
[182]	eval-auc:0.711152	train-auc:0.788685
[183]	eval-auc:0.71119	train-auc:0.789114
[184]	eval-auc:0.711411	train-auc:0.789512
[185]	eval-auc:0.711784	train-auc:0.789973
[186]	eval-auc:0.711131	train-auc:0.790654
[187]	eval-auc:0.710761	train-auc:0.790658
[188]	eval-auc:0.710648	train-auc:0.790359
[189]	eval-auc:0.711126	train-auc:0.790939
[190]	eval-auc:0.711213	train-auc:0.791064
[191]	eval-auc:0.711035	train-auc:0.791744
[192]	eval-auc:0.711039	train-auc:0.79176
[193]	eval-auc:0.710694	train-auc:0.791977
[194]	eval-auc:0.710802	train-auc:0.792313
[195]	eval-auc:0.710957	train-auc:0.792638
[196]	eval-auc:0.710791	train-auc:0.793265
[197]	eval-auc:0.710557	train-auc:0.793855
[198]	eval-auc:0.710601	train-auc:0.793961
[199]	eval-auc:0.710261	train-auc:0.794544
[200]	eval-auc:0.710476	train-auc:0.794473
[201]	eval-auc:0.710339	train-auc:0.794862
[202]	eval-auc:0.710423	train-auc:0.795151
[203]	eval-auc:0.710662	train-auc:0.795543
[204]	eval-auc:0.710945	train-auc:0.796005
[205]	eval-auc:0.711044	train-auc:0.796195
[206]	eval-auc:0.711103	train-auc:0.796597
[207]	eval-auc:0.71091	train-auc:0.796951
[208]	eval-auc:0.71091	train-auc:0.79696
[209]	eval-auc:0.710983	train-auc:0.797223
[210]	eval-auc:0.710677	train-auc:0.797517
[211]	eval-auc:0.71093	train-auc:0.797867
[212]	eval-auc:0.711236	train-auc:0.798255
[213]	eval-auc:0.711138	train-auc:0.7987
[214]	eval-auc:0.710692	train-auc:0.798955
[215]	eval-auc:0.710876	train-auc:0.799502
[216]	eval-auc:0.710415	train-auc:0.799894
[217]	eval-auc:0.710356	train-auc:0.799987
[218]	eval-auc:0.710522	train-auc:0.799484
[219]	eval-auc:0.711233	train-auc:0.799953
[220]	eval-auc:0.711173	train-auc:0.800122
[221]	eval-auc:0.711102	train-auc:0.800645
[222]	eval-auc:0.710867	train-auc:0.801237
[223]	eval-auc:0.710462	train-auc:0.801517
[224]	eval-auc:0.710585	train-auc:0.801584
[225]	eval-auc:0.710017	train-auc:0.802007
[226]	eval-auc:0.710093	train-auc:0.802261
[227]	eval-auc:0.710063	train-auc:0.803134
[228]	eval-auc:0.709985	train-auc:0.803422
[229]	eval-auc:0.709588	train-auc:0.803812
[230]	eval-auc:0.70886	train-auc:0.804435
[231]	eval-auc:0.709185	train-auc:0.804816
[232]	eval-auc:0.709104	train-auc:0.804843
[233]	eval-auc:0.709121	train-auc:0.804434
[234]	eval-auc:0.70892	train-auc:0.804657
[235]	eval-auc:0.709002	train-auc:0.805128
[236]	eval-auc:0.708708	train-auc:0.805425
[237]	eval-auc:0.708722	train-auc:0.80551
[238]	eval-auc:0.708741	train-auc:0.805711
[239]	eval-auc:0.708741	train-auc:0.805718
[240]	eval-auc:0.708377	train-auc:0.806105
[241]	eval-auc:0.708321	train-auc:0.806397
[242]	eval-auc:0.708542	train-auc:0.807008
[243]	eval-auc:0.708807	train-auc:0.807309
[244]	eval-auc:0.708933	train-auc:0.80754
[245]	eval-auc:0.70853	train-auc:0.807731
[246]	eval-auc:0.708346	train-auc:0.80793
[247]	eval-auc:0.708483	train-auc:0.808343
[248]	eval-auc:0.708155	train-auc:0.808789
[249]	eval-auc:0.708088	train-auc:0.808993
[250]	eval-auc:0.708149	train-auc:0.809074
[251]	eval-auc:0.708413	train-auc:0.810344
[252]	eval-auc:0.708126	train-auc:0.810818
[253]	eval-auc:0.707937	train-auc:0.81075
[254]	eval-auc:0.70765	train-auc:0.810607
[255]	eval-auc:0.707659	train-auc:0.810665
[256]	eval-auc:0.707613	train-auc:0.810416
[257]	eval-auc:0.707758	train-auc:0.809963
[258]	eval-auc:0.707842	train-auc:0.810142
[259]	eval-auc:0.707662	train-auc:0.810422
[260]	eval-auc:0.707736	train-auc:0.810636
[261]	eval-auc:0.708004	train-auc:0.810792
[262]	eval-auc:0.708046	train-auc:0.811556
[263]	eval-auc:0.708014	train-auc:0.811731
[264]	eval-auc:0.707786	train-auc:0.811877
[265]	eval-auc:0.707584	train-auc:0.812127
[266]	eval-auc:0.707652	train-auc:0.8125
[267]	eval-auc:0.707776	train-auc:0.812692
[268]	eval-auc:0.707499	train-auc:0.813158
[269]	eval-auc:0.70676	train-auc:0.813694
[270]	eval-auc:0.70652	train-auc:0.813913
[271]	eval-auc:0.70682	train-auc:0.814464
[272]	eval-auc:0.70749	train-auc:0.81496
[273]	eval-auc:0.707583	train-auc:0.815426
[274]	eval-auc:0.707406	train-auc:0.815716
[275]	eval-auc:0.707286	train-auc:0.816345
[276]	eval-auc:0.707426	train-auc:0.816394
[277]	eval-auc:0.707531	train-auc:0.816564
[278]	eval-auc:0.70735	train-auc:0.816727
[279]	eval-auc:0.70708	train-auc:0.816977
[280]	eval-auc:0.707065	train-auc:0.817311
[281]	eval-auc:0.706766	train-auc:0.81755
[282]	eval-auc:0.706763	train-auc:0.818374
[283]	eval-auc:0.706773	train-auc:0.818722
[284]	eval-auc:0.706775	train-auc:0.818965
[285]	eval-auc:0.706803	train-auc:0.81916
[286]	eval-auc:0.706811	train-auc:0.819199
[287]	eval-auc:0.706812	train-auc:0.819209
[288]	eval-auc:0.706427	train-auc:0.81932
[289]	eval-auc:0.706262	train-auc:0.819837
[290]	eval-auc:0.70616	train-auc:0.820073
[291]	eval-auc:0.706167	train-auc:0.820099
[292]	eval-auc:0.705769	train-auc:0.820362
[293]	eval-auc:0.705757	train-auc:0.820554
[294]	eval-auc:0.705725	train-auc:0.820585
[295]	eval-auc:0.705464	train-auc:0.820758
[296]	eval-auc:0.705373	train-auc:0.82099
[297]	eval-auc:0.705291	train-auc:0.820708
[298]	eval-auc:0.705198	train-auc:0.820828
[299]	eval-auc:0.705126	train-auc:0.821057
[300]	eval-auc:0.705288	train-auc:0.821072
[301]	eval-auc:0.705187	train-auc:0.821234
[302]	eval-auc:0.705145	train-auc:0.821425
[303]	eval-auc:0.705413	train-auc:0.821855
[304]	eval-auc:0.705154	train-auc:0.822094
[305]	eval-auc:0.705352	train-auc:0.822168
[306]	eval-auc:0.7055	train-auc:0.823031
[307]	eval-auc:0.705516	train-auc:0.823251
[308]	eval-auc:0.705752	train-auc:0.823676
[309]	eval-auc:0.705801	train-auc:0.824294
[310]	eval-auc:0.705681	train-auc:0.824519
[311]	eval-auc:0.705419	train-auc:0.82451
[312]	eval-auc:0.705317	train-auc:0.824796
[313]	eval-auc:0.704906	train-auc:0.825158
[314]	eval-auc:0.704694	train-auc:0.825837
[315]	eval-auc:0.704801	train-auc:0.826189
[316]	eval-auc:0.705049	train-auc:0.826424
[317]	eval-auc:0.705002	train-auc:0.826616
[318]	eval-auc:0.704991	train-auc:0.826609
[319]	eval-auc:0.704697	train-auc:0.82691
[320]	eval-auc:0.705018	train-auc:0.827513
[321]	eval-auc:0.705105	train-auc:0.828017
[322]	eval-auc:0.704705	train-auc:0.828079
[323]	eval-auc:0.704948	train-auc:0.828399
[324]	eval-auc:0.705448	train-auc:0.829008
[325]	eval-auc:0.705133	train-auc:0.829131
[326]	eval-auc:0.705557	train-auc:0.829475
	Score 0.7055573828405755


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 12, 'min_child_weight': 2.0, 'n_estimators': 185.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.692112	train-auc:0.934021
[1]	eval-auc:0.62327	train-auc:0.979276
[2]	eval-auc:0.646642	train-auc:0.990159
[3]	eval-auc:0.625771	train-auc:0.994475
[4]	eval-auc:0.649323	train-auc:0.996453
[5]	eval-auc:0.670172	train-auc:0.99782
[6]	eval-auc:0.67346	train-auc:0.998484
[7]	eval-auc:0.677691	train-auc:0.998969
[8]	eval-auc:0.682473	train-auc:0.999356
[9]	eval-auc:0.690431	train-auc:0.999564
[10]	eval-auc:0.696005	train-auc:0.999801
[11]	eval-auc:0.699433	train-auc:0.999809
[12]	eval-auc:0.702434	train-auc:0.999908
[13]	eval-auc:0.699879	train-auc:0.999948
[14]	eval-auc:0.700627	train-auc:0.999951
[15]	eval-auc:0.702061	train-auc:0.999967
[16]	eval-auc:0.702369	train-auc:0.999984
[17]	eval-auc:0.702433	train-auc:0.999991
[18]	eval-auc:0.703272	train-auc:0.999995
[19]	eval-auc:0.70341	train-auc:0.999995
[20]	eval-auc:0.703404	train-auc:0.999996
[21]	eval-auc:0.703911	train-auc:0.999996
[22]	eval-auc:0.703355	train-auc:0.999996
[23]	eval-auc:0.702699	train-auc:0.999994
[24]	eval-auc:0.703556	train-auc:0.999994
[25]	eval-auc:0.703418	train-auc:0.999999
[26]	eval-auc:0.702107	train-auc:1
[27]	eval-auc:0.702066	train-auc:1
[28]	eval-auc:0.702241	train-auc:1
[29]	eval-auc:0.702561	train-auc:1
[30]	eval-auc:0.702172	train-auc:1
[31]	eval-auc:0.701743	train-auc:1
[32]	eval-auc:0.701551	train-auc:1
[33]	eval-auc:0.701693	train-auc:1
[34]	eval-auc:0.702379	train-auc:1
[35]	eval-auc:0.703074	train-auc:1
[36]	eval-auc:0.702442	train-auc:1
[37]	eval-auc:0.702201	train-auc:1
[38]	eval-auc:0.70234	train-auc:1
[39]	eval-auc:0.702175	train-auc:1
[40]	eval-auc:0.701184	train-auc:1
[41]	eval-auc:0.700956	train-auc:1
[42]	eval-auc:0.700506	train-auc:1
[43]	eval-auc:0.701326	train-auc:1
[44]	eval-auc:0.69959	train-auc:1
[45]	eval-auc:0.699838	train-auc:1
[46]	eval-auc:0.700092	train-auc:1
[47]	eval-auc:0.699497	train-auc:1
[48]	eval-auc:0.699801	train-auc:1
[49]	eval-auc:0.699439	train-auc:1
[50]	eval-auc:0.698821	train-auc:1
[51]	eval-auc:0.69932	train-auc:1
[52]	eval-auc:0.699278	train-auc:1
[53]	eval-auc:0.699433	train-auc:1
[54]	eval-auc:0.699476	train-auc:1
[55]	eval-auc:0.700005	train-auc:1
[56]	eval-auc:0.700053	train-auc:1
[57]	eval-auc:0.698635	train-auc:1
[58]	eval-auc:0.699074	train-auc:1
[59]	eval-auc:0.698172	train-auc:1
[60]	eval-auc:0.697974	train-auc:1
[61]	eval-auc:0.697747	train-auc:1
[62]	eval-auc:0.697927	train-auc:1
[63]	eval-auc:0.697498	train-auc:1
[64]	eval-auc:0.696613	train-auc:1
[65]	eval-auc:0.696599	train-auc:1
[66]	eval-auc:0.696616	train-auc:1
[67]	eval-auc:0.696729	train-auc:1
[68]	eval-auc:0.695943	train-auc:1
[69]	eval-auc:0.69599	train-auc:1
[70]	eval-auc:0.696179	train-auc:1
[71]	eval-auc:0.695629	train-auc:1
[72]	eval-auc:0.695634	train-auc:1
[73]	eval-auc:0.696145	train-auc:1
[74]	eval-auc:0.695958	train-auc:1
[75]	eval-auc:0.696432	train-auc:1
[76]	eval-auc:0.696448	train-auc:1
[77]	eval-auc:0.696092	train-auc:1
[78]	eval-auc:0.697384	train-auc:1
[79]	eval-auc:0.698774	train-auc:1
[80]	eval-auc:0.698774	train-auc:1
[81]	eval-auc:0.698774	train-auc:1
[82]	eval-auc:0.698774	train-auc:1
[83]	eval-auc:0.698774	train-auc:1
[84]	eval-auc:0.698774	train-auc:1
[85]	eval-auc:0.698774	train-auc:1
[86]	eval-auc:0.698774	train-auc:1
[87]	eval-auc:0.698774	train-auc:1
[88]	eval-auc:0.698888	train-auc:1
[89]	eval-auc:0.698888	train-auc:1
[90]	eval-auc:0.698888	train-auc:1
[91]	eval-auc:0.698888	train-auc:1
[92]	eval-auc:0.698888	train-auc:1
[93]	eval-auc:0.698888	train-auc:1
[94]	eval-auc:0.698888	train-auc:1
[95]	eval-auc:0.698888	train-auc:1
[96]	eval-auc:0.698888	train-auc:1
[97]	eval-auc:0.698888	train-auc:1
[98]	eval-auc:0.698888	train-auc:1
[99]	eval-auc:0.698888	train-auc:1
[100]	eval-auc:0.698888	train-auc:1
[101]	eval-auc:0.698888	train-auc:1
[102]	eval-auc:0.698888	train-auc:1
[103]	eval-auc:0.698888	train-auc:1
[104]	eval-auc:0.698888	train-auc:1
[105]	eval-auc:0.698888	train-auc:1
[106]	eval-auc:0.698888	train-auc:1
[107]	eval-auc:0.698888	train-auc:1
[108]	eval-auc:0.698888	train-auc:1
[109]	eval-auc:0.698888	train-auc:1
[110]	eval-auc:0.698888	train-auc:1
[111]	eval-auc:0.698888	train-auc:1
[112]	eval-auc:0.698888	train-auc:1
[113]	eval-auc:0.698888	train-auc:1
[114]	eval-auc:0.698888	train-auc:1
[115]	eval-auc:0.698888	train-auc:1
[116]	eval-auc:0.698888	train-auc:1
[117]	eval-auc:0.698888	train-auc:1
[118]	eval-auc:0.698888	train-auc:1
[119]	eval-auc:0.698888	train-auc:1
[120]	eval-auc:0.698888	train-auc:1
[121]	eval-auc:0.698888	train-auc:1
[122]	eval-auc:0.698888	train-auc:1
[123]	eval-auc:0.698961	train-auc:1
[124]	eval-auc:0.698961	train-auc:1
[125]	eval-auc:0.698961	train-auc:1
[126]	eval-auc:0.698961	train-auc:1
[127]	eval-auc:0.698961	train-auc:1
[128]	eval-auc:0.698961	train-auc:1
[129]	eval-auc:0.698961	train-auc:1
[130]	eval-auc:0.698961	train-auc:1
[131]	eval-auc:0.698961	train-auc:1
[132]	eval-auc:0.698961	train-auc:1
[133]	eval-auc:0.698961	train-auc:1
[134]	eval-auc:0.698961	train-auc:1
[135]	eval-auc:0.698961	train-auc:1
[136]	eval-auc:0.698961	train-auc:1
[137]	eval-auc:0.698961	train-auc:1
[138]	eval-auc:0.698961	train-auc:1
[139]	eval-auc:0.698961	train-auc:1
[140]	eval-auc:0.698961	train-auc:1
[141]	eval-auc:0.698961	train-auc:1
[142]	eval-auc:0.698961	train-auc:1
[143]	eval-auc:0.698961	train-auc:1
[144]	eval-auc:0.698961	train-auc:1
[145]	eval-auc:0.698961	train-auc:1
[146]	eval-auc:0.698961	train-auc:1
[147]	eval-auc:0.698961	train-auc:1
[148]	eval-auc:0.698961	train-auc:1
[149]	eval-auc:0.698961	train-auc:1
[150]	eval-auc:0.698961	train-auc:1
[151]	eval-auc:0.698961	train-auc:1
[152]	eval-auc:0.698961	train-auc:1
[153]	eval-auc:0.698961	train-auc:1
[154]	eval-auc:0.698961	train-auc:1
[155]	eval-auc:0.698961	train-auc:1
[156]	eval-auc:0.698961	train-auc:1
[157]	eval-auc:0.698961	train-auc:1
[158]	eval-auc:0.698961	train-auc:1
[159]	eval-auc:0.698961	train-auc:1
[160]	eval-auc:0.698961	train-auc:1
[161]	eval-auc:0.698961	train-auc:1
[162]	eval-auc:0.698961	train-auc:1
[163]	eval-auc:0.698961	train-auc:1
[164]	eval-auc:0.698961	train-auc:1
[165]	eval-auc:0.698961	train-auc:1
[166]	eval-auc:0.698961	train-auc:1
[167]	eval-auc:0.698961	train-auc:1
[168]	eval-auc:0.698961	train-auc:1
[169]	eval-auc:0.698961	train-auc:1
[170]	eval-auc:0.698961	train-auc:1
[171]	eval-auc:0.698961	train-auc:1
[172]	eval-auc:0.698961	train-auc:1
[173]	eval-auc:0.698961	train-auc:1
[174]	eval-auc:0.698961	train-auc:1
[175]	eval-auc:0.698961	train-auc:1
[176]	eval-auc:0.698961	train-auc:1
[177]	eval-auc:0.698961	train-auc:1
[178]	eval-auc:0.698961	train-auc:1
[179]	eval-auc:0.698961	train-auc:1
[180]	eval-auc:0.698961	train-auc:1
[181]	eval-auc:0.698961	train-auc:1
[182]	eval-auc:0.698961	train-auc:1
[183]	eval-auc:0.698961	train-auc:1
[184]	eval-auc:0.698961	train-auc:1
	Score 0.6989608839186736


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 276.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.673761	train-auc:0.684105
[1]	eval-auc:0.668297	train-auc:0.692726
[2]	eval-auc:0.668484	train-auc:0.695882
[3]	eval-auc:0.697638	train-auc:0.718013
[4]	eval-auc:0.698225	train-auc:0.718319
[5]	eval-auc:0.695588	train-auc:0.712463
[6]	eval-auc:0.697284	train-auc:0.714999
[7]	eval-auc:0.69505	train-auc:0.714372
[8]	eval-auc:0.694878	train-auc:0.71393
[9]	eval-auc:0.695288	train-auc:0.713509
[10]	eval-auc:0.696916	train-auc:0.714663
[11]	eval-auc:0.69767	train-auc:0.713847
[12]	eval-auc:0.69804	train-auc:0.713983
[13]	eval-auc:0.697871	train-auc:0.715474
[14]	eval-auc:0.696911	train-auc:0.715598
[15]	eval-auc:0.698866	train-auc:0.713736
[16]	eval-auc:0.700052	train-auc:0.710255
[17]	eval-auc:0.698901	train-auc:0.711031
[18]	eval-auc:0.698376	train-auc:0.709994
[19]	eval-auc:0.698136	train-auc:0.710007
[20]	eval-auc:0.698419	train-auc:0.71043
[21]	eval-auc:0.698305	train-auc:0.711361
[22]	eval-auc:0.698428	train-auc:0.711643
[23]	eval-auc:0.698809	train-auc:0.713043
[24]	eval-auc:0.698918	train-auc:0.713741
[25]	eval-auc:0.69854	train-auc:0.713947
[26]	eval-auc:0.698823	train-auc:0.715732
[27]	eval-auc:0.698707	train-auc:0.714924
[28]	eval-auc:0.698898	train-auc:0.715398
[29]	eval-auc:0.698796	train-auc:0.716919
[30]	eval-auc:0.699508	train-auc:0.718227
[31]	eval-auc:0.699492	train-auc:0.719912
[32]	eval-auc:0.700146	train-auc:0.721026
[33]	eval-auc:0.701135	train-auc:0.721507
[34]	eval-auc:0.699838	train-auc:0.722052
[35]	eval-auc:0.699311	train-auc:0.722079
[36]	eval-auc:0.69973	train-auc:0.7236
[37]	eval-auc:0.699603	train-auc:0.722891
[38]	eval-auc:0.700487	train-auc:0.724039
[39]	eval-auc:0.700408	train-auc:0.724608
[40]	eval-auc:0.700038	train-auc:0.726042
[41]	eval-auc:0.701084	train-auc:0.72679
[42]	eval-auc:0.701193	train-auc:0.727593
[43]	eval-auc:0.702226	train-auc:0.728838
[44]	eval-auc:0.701507	train-auc:0.72757
[45]	eval-auc:0.702411	train-auc:0.728192
[46]	eval-auc:0.702731	train-auc:0.728434
[47]	eval-auc:0.702617	train-auc:0.729402
[48]	eval-auc:0.703543	train-auc:0.730015
[49]	eval-auc:0.703477	train-auc:0.729973
[50]	eval-auc:0.704114	train-auc:0.730376
[51]	eval-auc:0.703768	train-auc:0.729267
[52]	eval-auc:0.70406	train-auc:0.729955
[53]	eval-auc:0.704629	train-auc:0.730154
[54]	eval-auc:0.704657	train-auc:0.730311
[55]	eval-auc:0.704835	train-auc:0.730513
[56]	eval-auc:0.704957	train-auc:0.730608
[57]	eval-auc:0.704757	train-auc:0.730668
[58]	eval-auc:0.704547	train-auc:0.73081
[59]	eval-auc:0.704559	train-auc:0.730929
[60]	eval-auc:0.704471	train-auc:0.731512
[61]	eval-auc:0.705161	train-auc:0.731966
[62]	eval-auc:0.705283	train-auc:0.731953
[63]	eval-auc:0.706025	train-auc:0.732602
[64]	eval-auc:0.706234	train-auc:0.733107
[65]	eval-auc:0.706468	train-auc:0.733927
[66]	eval-auc:0.707009	train-auc:0.735068
[67]	eval-auc:0.706785	train-auc:0.735321
[68]	eval-auc:0.707008	train-auc:0.735532
[69]	eval-auc:0.706466	train-auc:0.736536
[70]	eval-auc:0.706375	train-auc:0.736341
[71]	eval-auc:0.706827	train-auc:0.736553
[72]	eval-auc:0.706119	train-auc:0.736634
[73]	eval-auc:0.706157	train-auc:0.736832
[74]	eval-auc:0.705988	train-auc:0.737671
[75]	eval-auc:0.705882	train-auc:0.738006
[76]	eval-auc:0.705956	train-auc:0.738635
[77]	eval-auc:0.706329	train-auc:0.739
[78]	eval-auc:0.706347	train-auc:0.739031
[79]	eval-auc:0.706263	train-auc:0.739191
[80]	eval-auc:0.705919	train-auc:0.739281
[81]	eval-auc:0.706198	train-auc:0.739431
[82]	eval-auc:0.705097	train-auc:0.7403
[83]	eval-auc:0.705369	train-auc:0.740769
[84]	eval-auc:0.705446	train-auc:0.741943
[85]	eval-auc:0.705524	train-auc:0.742147
[86]	eval-auc:0.70593	train-auc:0.742598
[87]	eval-auc:0.706017	train-auc:0.742678
[88]	eval-auc:0.706448	train-auc:0.743379
[89]	eval-auc:0.706498	train-auc:0.743694
[90]	eval-auc:0.706594	train-auc:0.743725
[91]	eval-auc:0.70646	train-auc:0.744178
[92]	eval-auc:0.707101	train-auc:0.744376
[93]	eval-auc:0.706536	train-auc:0.744391
[94]	eval-auc:0.707306	train-auc:0.745042
[95]	eval-auc:0.707427	train-auc:0.745423
[96]	eval-auc:0.707287	train-auc:0.745546
[97]	eval-auc:0.707127	train-auc:0.746119
[98]	eval-auc:0.706932	train-auc:0.745692
[99]	eval-auc:0.706903	train-auc:0.745885
[100]	eval-auc:0.707211	train-auc:0.74595
[101]	eval-auc:0.707496	train-auc:0.74602
[102]	eval-auc:0.707736	train-auc:0.746342
[103]	eval-auc:0.707475	train-auc:0.746565
[104]	eval-auc:0.707622	train-auc:0.746805
[105]	eval-auc:0.707389	train-auc:0.746911
[106]	eval-auc:0.707456	train-auc:0.746923
[107]	eval-auc:0.706978	train-auc:0.747475
[108]	eval-auc:0.707022	train-auc:0.74707
[109]	eval-auc:0.707574	train-auc:0.747845
[110]	eval-auc:0.707653	train-auc:0.74815
[111]	eval-auc:0.707751	train-auc:0.748678
[112]	eval-auc:0.70788	train-auc:0.749051
[113]	eval-auc:0.707908	train-auc:0.749484
[114]	eval-auc:0.708208	train-auc:0.749218
[115]	eval-auc:0.708282	train-auc:0.749503
[116]	eval-auc:0.708467	train-auc:0.74981
[117]	eval-auc:0.708488	train-auc:0.749988
[118]	eval-auc:0.70868	train-auc:0.751167
[119]	eval-auc:0.708173	train-auc:0.752221
[120]	eval-auc:0.708275	train-auc:0.753029
[121]	eval-auc:0.708348	train-auc:0.753761
[122]	eval-auc:0.708397	train-auc:0.753602
[123]	eval-auc:0.7082	train-auc:0.754209
[124]	eval-auc:0.708141	train-auc:0.754345
[125]	eval-auc:0.707602	train-auc:0.755064
[126]	eval-auc:0.708423	train-auc:0.755605
[127]	eval-auc:0.708607	train-auc:0.755919
[128]	eval-auc:0.70868	train-auc:0.756266
[129]	eval-auc:0.708708	train-auc:0.75729
[130]	eval-auc:0.70898	train-auc:0.757385
[131]	eval-auc:0.70894	train-auc:0.757772
[132]	eval-auc:0.70854	train-auc:0.758505
[133]	eval-auc:0.708272	train-auc:0.758955
[134]	eval-auc:0.708125	train-auc:0.759396
[135]	eval-auc:0.70808	train-auc:0.759701
[136]	eval-auc:0.70776	train-auc:0.759678
[137]	eval-auc:0.707578	train-auc:0.759568
[138]	eval-auc:0.707079	train-auc:0.75994
[139]	eval-auc:0.706984	train-auc:0.759998
[140]	eval-auc:0.707118	train-auc:0.760501
[141]	eval-auc:0.706914	train-auc:0.760838
[142]	eval-auc:0.707083	train-auc:0.761623
[143]	eval-auc:0.70719	train-auc:0.762485
[144]	eval-auc:0.707007	train-auc:0.762848
[145]	eval-auc:0.707368	train-auc:0.763123
[146]	eval-auc:0.707214	train-auc:0.763475
[147]	eval-auc:0.707344	train-auc:0.763976
[148]	eval-auc:0.706887	train-auc:0.764437
[149]	eval-auc:0.707305	train-auc:0.764577
[150]	eval-auc:0.707519	train-auc:0.765125
[151]	eval-auc:0.708142	train-auc:0.765833
[152]	eval-auc:0.708076	train-auc:0.766008
[153]	eval-auc:0.708116	train-auc:0.766397
[154]	eval-auc:0.70814	train-auc:0.766514
[155]	eval-auc:0.708123	train-auc:0.766754
[156]	eval-auc:0.70861	train-auc:0.767423
[157]	eval-auc:0.708184	train-auc:0.768073
[158]	eval-auc:0.708423	train-auc:0.768301
[159]	eval-auc:0.708674	train-auc:0.768362
[160]	eval-auc:0.708568	train-auc:0.768588
[161]	eval-auc:0.708364	train-auc:0.768916
[162]	eval-auc:0.707668	train-auc:0.769255
[163]	eval-auc:0.707883	train-auc:0.76952
[164]	eval-auc:0.708208	train-auc:0.769916
[165]	eval-auc:0.708315	train-auc:0.770174
[166]	eval-auc:0.708381	train-auc:0.770708
[167]	eval-auc:0.708426	train-auc:0.771325
[168]	eval-auc:0.708618	train-auc:0.771664
[169]	eval-auc:0.708758	train-auc:0.771733
[170]	eval-auc:0.708572	train-auc:0.772124
[171]	eval-auc:0.708701	train-auc:0.772284
[172]	eval-auc:0.708384	train-auc:0.772418
[173]	eval-auc:0.708386	train-auc:0.772466
[174]	eval-auc:0.708313	train-auc:0.772637
[175]	eval-auc:0.708243	train-auc:0.773064
[176]	eval-auc:0.708151	train-auc:0.773488
[177]	eval-auc:0.70831	train-auc:0.773966
[178]	eval-auc:0.70827	train-auc:0.774444
[179]	eval-auc:0.708713	train-auc:0.774811
[180]	eval-auc:0.708835	train-auc:0.774919
[181]	eval-auc:0.708712	train-auc:0.775349
[182]	eval-auc:0.708809	train-auc:0.775834
[183]	eval-auc:0.70905	train-auc:0.776488
[184]	eval-auc:0.709016	train-auc:0.776729
[185]	eval-auc:0.709109	train-auc:0.776797
[186]	eval-auc:0.709586	train-auc:0.777337
[187]	eval-auc:0.70943	train-auc:0.777755
[188]	eval-auc:0.709563	train-auc:0.778288
[189]	eval-auc:0.7097	train-auc:0.778538
[190]	eval-auc:0.709799	train-auc:0.778722
[191]	eval-auc:0.709475	train-auc:0.779267
[192]	eval-auc:0.70956	train-auc:0.77954
[193]	eval-auc:0.709263	train-auc:0.779978
[194]	eval-auc:0.709395	train-auc:0.780111
[195]	eval-auc:0.709351	train-auc:0.780291
[196]	eval-auc:0.708957	train-auc:0.780915
[197]	eval-auc:0.708899	train-auc:0.780923
[198]	eval-auc:0.708578	train-auc:0.781144
[199]	eval-auc:0.708352	train-auc:0.781382
[200]	eval-auc:0.708358	train-auc:0.781455
[201]	eval-auc:0.708505	train-auc:0.78172
[202]	eval-auc:0.707809	train-auc:0.782385
[203]	eval-auc:0.707436	train-auc:0.782245
[204]	eval-auc:0.707551	train-auc:0.78251
[205]	eval-auc:0.70758	train-auc:0.782869
[206]	eval-auc:0.707562	train-auc:0.783397
[207]	eval-auc:0.707701	train-auc:0.783472
[208]	eval-auc:0.70797	train-auc:0.783857
[209]	eval-auc:0.707865	train-auc:0.784175
[210]	eval-auc:0.708094	train-auc:0.783897
[211]	eval-auc:0.708019	train-auc:0.784073
[212]	eval-auc:0.708494	train-auc:0.784437
[213]	eval-auc:0.708559	train-auc:0.784702
[214]	eval-auc:0.70857	train-auc:0.785158
[215]	eval-auc:0.708094	train-auc:0.785727
[216]	eval-auc:0.707842	train-auc:0.786079
[217]	eval-auc:0.707939	train-auc:0.786103
[218]	eval-auc:0.707574	train-auc:0.786296
[219]	eval-auc:0.707224	train-auc:0.78653
[220]	eval-auc:0.707008	train-auc:0.787081
[221]	eval-auc:0.707133	train-auc:0.78718
[222]	eval-auc:0.707079	train-auc:0.787449
[223]	eval-auc:0.707139	train-auc:0.78733
[224]	eval-auc:0.707248	train-auc:0.787578
[225]	eval-auc:0.707254	train-auc:0.787861
[226]	eval-auc:0.707386	train-auc:0.788143
[227]	eval-auc:0.707353	train-auc:0.78817
[228]	eval-auc:0.706942	train-auc:0.788295
[229]	eval-auc:0.706913	train-auc:0.788633
[230]	eval-auc:0.706689	train-auc:0.788796
[231]	eval-auc:0.706664	train-auc:0.789116
[232]	eval-auc:0.706515	train-auc:0.789374
[233]	eval-auc:0.706593	train-auc:0.789827
[234]	eval-auc:0.706457	train-auc:0.789782
[235]	eval-auc:0.706442	train-auc:0.790491
[236]	eval-auc:0.706721	train-auc:0.79077
[237]	eval-auc:0.706652	train-auc:0.790885
[238]	eval-auc:0.706683	train-auc:0.791238
[239]	eval-auc:0.706727	train-auc:0.791591
[240]	eval-auc:0.706745	train-auc:0.791615
[241]	eval-auc:0.706282	train-auc:0.792192
[242]	eval-auc:0.705892	train-auc:0.792706
[243]	eval-auc:0.706125	train-auc:0.792971
[244]	eval-auc:0.706067	train-auc:0.793184
[245]	eval-auc:0.706109	train-auc:0.793177
[246]	eval-auc:0.706364	train-auc:0.793572
[247]	eval-auc:0.706603	train-auc:0.793754
[248]	eval-auc:0.706616	train-auc:0.79376
[249]	eval-auc:0.706352	train-auc:0.793912
[250]	eval-auc:0.705758	train-auc:0.794158
[251]	eval-auc:0.705665	train-auc:0.794273
[252]	eval-auc:0.705908	train-auc:0.794784
[253]	eval-auc:0.705658	train-auc:0.795239
[254]	eval-auc:0.705621	train-auc:0.795469
[255]	eval-auc:0.705784	train-auc:0.795868
[256]	eval-auc:0.705803	train-auc:0.795914
[257]	eval-auc:0.706232	train-auc:0.796158
[258]	eval-auc:0.70597	train-auc:0.796483
[259]	eval-auc:0.706147	train-auc:0.796819
[260]	eval-auc:0.706153	train-auc:0.796853
[261]	eval-auc:0.70616	train-auc:0.796882
[262]	eval-auc:0.70602	train-auc:0.796834
[263]	eval-auc:0.706048	train-auc:0.796982
[264]	eval-auc:0.705821	train-auc:0.797008
[265]	eval-auc:0.705748	train-auc:0.796815
[266]	eval-auc:0.70602	train-auc:0.797008
[267]	eval-auc:0.705745	train-auc:0.796948
[268]	eval-auc:0.705635	train-auc:0.797183
[269]	eval-auc:0.705528	train-auc:0.797487
[270]	eval-auc:0.705563	train-auc:0.797725
[271]	eval-auc:0.705822	train-auc:0.797907
[272]	eval-auc:0.706223	train-auc:0.798162
[273]	eval-auc:0.706326	train-auc:0.798548
[274]	eval-auc:0.70617	train-auc:0.798732
[275]	eval-auc:0.706022	train-auc:0.79908
	Score 0.7060218177831379


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 13, 'min_child_weight': 1.0, 'n_estimators': 155.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.709522	train-auc:0.922958
[1]	eval-auc:0.70265	train-auc:0.964754
[2]	eval-auc:0.706687	train-auc:0.983148
[3]	eval-auc:0.707743	train-auc:0.989782
[4]	eval-auc:0.705493	train-auc:0.993906
[5]	eval-auc:0.700803	train-auc:0.995955
[6]	eval-auc:0.702792	train-auc:0.997981
[7]	eval-auc:0.702671	train-auc:0.998575
[8]	eval-auc:0.70434	train-auc:0.999427
[9]	eval-auc:0.702934	train-auc:0.99972
[10]	eval-auc:0.702861	train-auc:0.999786
[11]	eval-auc:0.702981	train-auc:0.999886
[12]	eval-auc:0.701279	train-auc:0.999951
[13]	eval-auc:0.703092	train-auc:0.999964
[14]	eval-auc:0.703573	train-auc:0.999979
[15]	eval-auc:0.70463	train-auc:0.999988
[16]	eval-auc:0.705758	train-auc:0.999994
[17]	eval-auc:0.70377	train-auc:0.999995
[18]	eval-auc:0.704237	train-auc:0.999999
[19]	eval-auc:0.704581	train-auc:0.999999
[20]	eval-auc:0.704284	train-auc:0.999999
[21]	eval-auc:0.704371	train-auc:0.999999
[22]	eval-auc:0.70482	train-auc:0.999999
[23]	eval-auc:0.704487	train-auc:0.999999
[24]	eval-auc:0.70414	train-auc:1
[25]	eval-auc:0.704053	train-auc:1
[26]	eval-auc:0.703474	train-auc:1
[27]	eval-auc:0.70488	train-auc:1
[28]	eval-auc:0.705553	train-auc:1
[29]	eval-auc:0.705964	train-auc:1
[30]	eval-auc:0.706602	train-auc:1
[31]	eval-auc:0.707213	train-auc:1
[32]	eval-auc:0.706523	train-auc:1
[33]	eval-auc:0.707365	train-auc:1
[34]	eval-auc:0.707181	train-auc:1
[35]	eval-auc:0.708163	train-auc:1
[36]	eval-auc:0.708181	train-auc:1
[37]	eval-auc:0.708291	train-auc:1
[38]	eval-auc:0.707002	train-auc:1
[39]	eval-auc:0.708906	train-auc:1
[40]	eval-auc:0.70856	train-auc:1
[41]	eval-auc:0.70664	train-auc:1
[42]	eval-auc:0.70636	train-auc:1
[43]	eval-auc:0.706824	train-auc:1
[44]	eval-auc:0.705994	train-auc:1
[45]	eval-auc:0.706002	train-auc:1
[46]	eval-auc:0.706348	train-auc:1
[47]	eval-auc:0.707354	train-auc:1
[48]	eval-auc:0.707229	train-auc:1
[49]	eval-auc:0.708059	train-auc:1
[50]	eval-auc:0.707575	train-auc:1
[51]	eval-auc:0.707484	train-auc:1
[52]	eval-auc:0.707618	train-auc:1
[53]	eval-auc:0.707695	train-auc:1
[54]	eval-auc:0.707988	train-auc:1
[55]	eval-auc:0.707988	train-auc:1
[56]	eval-auc:0.707916	train-auc:1
[57]	eval-auc:0.707916	train-auc:1
[58]	eval-auc:0.707822	train-auc:1
[59]	eval-auc:0.708275	train-auc:1
[60]	eval-auc:0.708481	train-auc:1
[61]	eval-auc:0.708952	train-auc:1
[62]	eval-auc:0.709331	train-auc:1
[63]	eval-auc:0.709538	train-auc:1
[64]	eval-auc:0.709535	train-auc:1
[65]	eval-auc:0.709669	train-auc:1
[66]	eval-auc:0.709411	train-auc:1
[67]	eval-auc:0.709089	train-auc:1
[68]	eval-auc:0.709073	train-auc:1
[69]	eval-auc:0.709086	train-auc:1
[70]	eval-auc:0.708854	train-auc:1
[71]	eval-auc:0.708944	train-auc:1
[72]	eval-auc:0.708633	train-auc:1
[73]	eval-auc:0.709623	train-auc:1
[74]	eval-auc:0.709888	train-auc:1
[75]	eval-auc:0.709724	train-auc:1
[76]	eval-auc:0.709737	train-auc:1
[77]	eval-auc:0.71022	train-auc:1
[78]	eval-auc:0.709915	train-auc:1
[79]	eval-auc:0.709915	train-auc:1
[80]	eval-auc:0.709984	train-auc:1
[81]	eval-auc:0.710072	train-auc:1
[82]	eval-auc:0.709871	train-auc:1
[83]	eval-auc:0.709871	train-auc:1
[84]	eval-auc:0.709871	train-auc:1
[85]	eval-auc:0.709692	train-auc:1
[86]	eval-auc:0.70959	train-auc:1
[87]	eval-auc:0.709614	train-auc:1
[88]	eval-auc:0.709419	train-auc:1
[89]	eval-auc:0.709666	train-auc:1
[90]	eval-auc:0.709366	train-auc:1
[91]	eval-auc:0.70885	train-auc:1
[92]	eval-auc:0.709319	train-auc:1
[93]	eval-auc:0.7095	train-auc:1
[94]	eval-auc:0.709373	train-auc:1
[95]	eval-auc:0.709146	train-auc:1
[96]	eval-auc:0.709462	train-auc:1
[97]	eval-auc:0.709865	train-auc:1
[98]	eval-auc:0.709865	train-auc:1
[99]	eval-auc:0.710002	train-auc:1
[100]	eval-auc:0.710045	train-auc:1
[101]	eval-auc:0.710045	train-auc:1
[102]	eval-auc:0.709984	train-auc:1
[103]	eval-auc:0.709577	train-auc:1
[104]	eval-auc:0.709577	train-auc:1
[105]	eval-auc:0.709577	train-auc:1
[106]	eval-auc:0.709759	train-auc:1
[107]	eval-auc:0.709759	train-auc:1
[108]	eval-auc:0.709675	train-auc:1
[109]	eval-auc:0.709675	train-auc:1
[110]	eval-auc:0.709675	train-auc:1
[111]	eval-auc:0.709536	train-auc:1
[112]	eval-auc:0.709721	train-auc:1
[113]	eval-auc:0.70996	train-auc:1
[114]	eval-auc:0.70996	train-auc:1
[115]	eval-auc:0.710116	train-auc:1
[116]	eval-auc:0.710724	train-auc:1
[117]	eval-auc:0.710724	train-auc:1
[118]	eval-auc:0.710968	train-auc:1
[119]	eval-auc:0.710923	train-auc:1
[120]	eval-auc:0.710561	train-auc:1
[121]	eval-auc:0.710561	train-auc:1
[122]	eval-auc:0.710386	train-auc:1
[123]	eval-auc:0.710517	train-auc:1
[124]	eval-auc:0.710517	train-auc:1
[125]	eval-auc:0.710151	train-auc:1
[126]	eval-auc:0.710151	train-auc:1
[127]	eval-auc:0.710078	train-auc:1
[128]	eval-auc:0.710043	train-auc:1
[129]	eval-auc:0.710043	train-auc:1
[130]	eval-auc:0.710162	train-auc:1
[131]	eval-auc:0.710162	train-auc:1
[132]	eval-auc:0.710123	train-auc:1
[133]	eval-auc:0.710162	train-auc:1
[134]	eval-auc:0.710162	train-auc:1
[135]	eval-auc:0.710165	train-auc:1
[136]	eval-auc:0.710279	train-auc:1
[137]	eval-auc:0.710339	train-auc:1
[138]	eval-auc:0.710625	train-auc:1
[139]	eval-auc:0.710806	train-auc:1
[140]	eval-auc:0.710812	train-auc:1
[141]	eval-auc:0.710803	train-auc:1
[142]	eval-auc:0.711067	train-auc:1
[143]	eval-auc:0.710386	train-auc:1
[144]	eval-auc:0.710324	train-auc:1
[145]	eval-auc:0.710324	train-auc:1
[146]	eval-auc:0.710324	train-auc:1
[147]	eval-auc:0.710324	train-auc:1
[148]	eval-auc:0.710209	train-auc:1
[149]	eval-auc:0.710209	train-auc:1
[150]	eval-auc:0.710319	train-auc:1
[151]	eval-auc:0.710132	train-auc:1
[152]	eval-auc:0.710132	train-auc:1
[153]	eval-auc:0.710177	train-auc:1
[154]	eval-auc:0.709958	train-auc:1
	Score 0.7099580942635432


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 1, 'min_child_weight': 2.0, 'n_estimators': 255.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.6691	train-auc:0.677286
[2]	eval-auc:0.6691	train-auc:0.677286
[3]	eval-auc:0.704578	train-auc:0.70064
[4]	eval-auc:0.704578	train-auc:0.70064
[5]	eval-auc:0.704578	train-auc:0.70064
[6]	eval-auc:0.704578	train-auc:0.70064
[7]	eval-auc:0.704578	train-auc:0.70064
[8]	eval-auc:0.697034	train-auc:0.698654
[9]	eval-auc:0.697034	train-auc:0.698654
[10]	eval-auc:0.704578	train-auc:0.70064
[11]	eval-auc:0.697034	train-auc:0.698654
[12]	eval-auc:0.697144	train-auc:0.698895
[13]	eval-auc:0.705646	train-auc:0.70112
[14]	eval-auc:0.698684	train-auc:0.699204
[15]	eval-auc:0.698684	train-auc:0.699204
[16]	eval-auc:0.698474	train-auc:0.6991
[17]	eval-auc:0.699923	train-auc:0.699606
[18]	eval-auc:0.699923	train-auc:0.699606
[19]	eval-auc:0.699716	train-auc:0.699505
[20]	eval-auc:0.699923	train-auc:0.699606
[21]	eval-auc:0.699835	train-auc:0.699586
[22]	eval-auc:0.706719	train-auc:0.701365
[23]	eval-auc:0.701132	train-auc:0.699246
[24]	eval-auc:0.699923	train-auc:0.699606
[25]	eval-auc:0.707928	train-auc:0.701005
[26]	eval-auc:0.701132	train-auc:0.699246
[27]	eval-auc:0.701132	train-auc:0.699246
[28]	eval-auc:0.707925	train-auc:0.701002
[29]	eval-auc:0.707928	train-auc:0.701005
[30]	eval-auc:0.707928	train-auc:0.701005
[31]	eval-auc:0.70864	train-auc:0.70164
[32]	eval-auc:0.709352	train-auc:0.703806
[33]	eval-auc:0.707152	train-auc:0.704288
[34]	eval-auc:0.707969	train-auc:0.705962
[35]	eval-auc:0.705891	train-auc:0.704472
[36]	eval-auc:0.706235	train-auc:0.70473
[37]	eval-auc:0.706801	train-auc:0.704359
[38]	eval-auc:0.70481	train-auc:0.704071
[39]	eval-auc:0.705595	train-auc:0.704188
[40]	eval-auc:0.706057	train-auc:0.704481
[41]	eval-auc:0.706311	train-auc:0.704723
[42]	eval-auc:0.706211	train-auc:0.704387
[43]	eval-auc:0.706248	train-auc:0.705677
[44]	eval-auc:0.705849	train-auc:0.705493
[45]	eval-auc:0.70559	train-auc:0.705516
[46]	eval-auc:0.703253	train-auc:0.707734
[47]	eval-auc:0.704058	train-auc:0.707886
[48]	eval-auc:0.703653	train-auc:0.708044
[49]	eval-auc:0.704118	train-auc:0.708153
[50]	eval-auc:0.704357	train-auc:0.708902
[51]	eval-auc:0.703139	train-auc:0.708475
[52]	eval-auc:0.70348	train-auc:0.708596
[53]	eval-auc:0.703662	train-auc:0.708953
[54]	eval-auc:0.704053	train-auc:0.709054
[55]	eval-auc:0.704568	train-auc:0.709592
[56]	eval-auc:0.705899	train-auc:0.710954
[57]	eval-auc:0.705669	train-auc:0.711025
[58]	eval-auc:0.705672	train-auc:0.710838
[59]	eval-auc:0.705793	train-auc:0.710922
[60]	eval-auc:0.705019	train-auc:0.710705
[61]	eval-auc:0.705199	train-auc:0.710857
[62]	eval-auc:0.705639	train-auc:0.710663
[63]	eval-auc:0.705776	train-auc:0.710956
[64]	eval-auc:0.70594	train-auc:0.711099
[65]	eval-auc:0.706144	train-auc:0.711364
[66]	eval-auc:0.706297	train-auc:0.711816
[67]	eval-auc:0.706536	train-auc:0.711827
[68]	eval-auc:0.706155	train-auc:0.711857
[69]	eval-auc:0.705767	train-auc:0.711686
[70]	eval-auc:0.706002	train-auc:0.712098
[71]	eval-auc:0.705825	train-auc:0.712159
[72]	eval-auc:0.705967	train-auc:0.712177
[73]	eval-auc:0.706194	train-auc:0.712316
[74]	eval-auc:0.705786	train-auc:0.712385
[75]	eval-auc:0.705902	train-auc:0.71247
[76]	eval-auc:0.70537	train-auc:0.712411
[77]	eval-auc:0.705752	train-auc:0.712271
[78]	eval-auc:0.705813	train-auc:0.712311
[79]	eval-auc:0.706025	train-auc:0.7126
[80]	eval-auc:0.706209	train-auc:0.712865
[81]	eval-auc:0.706049	train-auc:0.713049
[82]	eval-auc:0.705574	train-auc:0.713082
[83]	eval-auc:0.70546	train-auc:0.712958
[84]	eval-auc:0.705215	train-auc:0.712712
[85]	eval-auc:0.705317	train-auc:0.712815
[86]	eval-auc:0.705426	train-auc:0.712747
[87]	eval-auc:0.705627	train-auc:0.713278
[88]	eval-auc:0.705997	train-auc:0.713488
[89]	eval-auc:0.706386	train-auc:0.713882
[90]	eval-auc:0.705965	train-auc:0.71403
[91]	eval-auc:0.706017	train-auc:0.714087
[92]	eval-auc:0.706095	train-auc:0.714399
[93]	eval-auc:0.706182	train-auc:0.714394
[94]	eval-auc:0.706734	train-auc:0.714886
[95]	eval-auc:0.707031	train-auc:0.715128
[96]	eval-auc:0.70701	train-auc:0.715085
[97]	eval-auc:0.706643	train-auc:0.714875
[98]	eval-auc:0.706064	train-auc:0.714886
[99]	eval-auc:0.705362	train-auc:0.714997
[100]	eval-auc:0.705539	train-auc:0.715069
[101]	eval-auc:0.705487	train-auc:0.715118
[102]	eval-auc:0.705672	train-auc:0.715146
[103]	eval-auc:0.705819	train-auc:0.715159
[104]	eval-auc:0.706051	train-auc:0.715318
[105]	eval-auc:0.705966	train-auc:0.715331
[106]	eval-auc:0.70579	train-auc:0.715146
[107]	eval-auc:0.705698	train-auc:0.715121
[108]	eval-auc:0.705756	train-auc:0.715472
[109]	eval-auc:0.705837	train-auc:0.715541
[110]	eval-auc:0.705854	train-auc:0.715463
[111]	eval-auc:0.706056	train-auc:0.715507
[112]	eval-auc:0.706231	train-auc:0.715773
[113]	eval-auc:0.70578	train-auc:0.715954
[114]	eval-auc:0.705757	train-auc:0.716057
[115]	eval-auc:0.70592	train-auc:0.715934
[116]	eval-auc:0.705982	train-auc:0.716057
[117]	eval-auc:0.705396	train-auc:0.716172
[118]	eval-auc:0.70535	train-auc:0.716205
[119]	eval-auc:0.705487	train-auc:0.71625
[120]	eval-auc:0.705353	train-auc:0.716176
[121]	eval-auc:0.705469	train-auc:0.716279
[122]	eval-auc:0.705023	train-auc:0.716487
[123]	eval-auc:0.704767	train-auc:0.716443
[124]	eval-auc:0.704774	train-auc:0.716606
[125]	eval-auc:0.704899	train-auc:0.716711
[126]	eval-auc:0.704756	train-auc:0.716832
[127]	eval-auc:0.704414	train-auc:0.716723
[128]	eval-auc:0.704391	train-auc:0.716721
[129]	eval-auc:0.704315	train-auc:0.716949
[130]	eval-auc:0.704327	train-auc:0.717094
[131]	eval-auc:0.704409	train-auc:0.717119
[132]	eval-auc:0.704452	train-auc:0.717088
[133]	eval-auc:0.704467	train-auc:0.717332
[134]	eval-auc:0.704304	train-auc:0.717392
[135]	eval-auc:0.704306	train-auc:0.717358
[136]	eval-auc:0.704293	train-auc:0.717514
[137]	eval-auc:0.704231	train-auc:0.717409
[138]	eval-auc:0.704362	train-auc:0.717511
[139]	eval-auc:0.70474	train-auc:0.717716
[140]	eval-auc:0.704318	train-auc:0.717846
[141]	eval-auc:0.704437	train-auc:0.717902
[142]	eval-auc:0.703812	train-auc:0.717993
[143]	eval-auc:0.703984	train-auc:0.71806
[144]	eval-auc:0.704096	train-auc:0.718226
[145]	eval-auc:0.704138	train-auc:0.718227
[146]	eval-auc:0.704111	train-auc:0.718259
[147]	eval-auc:0.704137	train-auc:0.718462
[148]	eval-auc:0.70426	train-auc:0.718433
[149]	eval-auc:0.704237	train-auc:0.718487
[150]	eval-auc:0.704313	train-auc:0.718484
[151]	eval-auc:0.704173	train-auc:0.718535
[152]	eval-auc:0.703872	train-auc:0.718643
[153]	eval-auc:0.70392	train-auc:0.718728
[154]	eval-auc:0.703948	train-auc:0.718807
[155]	eval-auc:0.703684	train-auc:0.718823
[156]	eval-auc:0.703796	train-auc:0.718862
[157]	eval-auc:0.703636	train-auc:0.718774
[158]	eval-auc:0.703759	train-auc:0.718829
[159]	eval-auc:0.70371	train-auc:0.718846
[160]	eval-auc:0.703645	train-auc:0.718836
[161]	eval-auc:0.703791	train-auc:0.718817
[162]	eval-auc:0.703797	train-auc:0.718813
[163]	eval-auc:0.70385	train-auc:0.718982
[164]	eval-auc:0.703512	train-auc:0.719077
[165]	eval-auc:0.703254	train-auc:0.719167
[166]	eval-auc:0.703282	train-auc:0.719243
[167]	eval-auc:0.703263	train-auc:0.719278
[168]	eval-auc:0.703366	train-auc:0.71941
[169]	eval-auc:0.703336	train-auc:0.719511
[170]	eval-auc:0.703249	train-auc:0.719595
[171]	eval-auc:0.703288	train-auc:0.719609
[172]	eval-auc:0.70355	train-auc:0.719764
[173]	eval-auc:0.703581	train-auc:0.719776
[174]	eval-auc:0.703366	train-auc:0.719862
[175]	eval-auc:0.703381	train-auc:0.719913
[176]	eval-auc:0.703468	train-auc:0.719903
[177]	eval-auc:0.703474	train-auc:0.720019
[178]	eval-auc:0.703576	train-auc:0.720034
[179]	eval-auc:0.703556	train-auc:0.720111
[180]	eval-auc:0.703613	train-auc:0.720153
[181]	eval-auc:0.703666	train-auc:0.720138
[182]	eval-auc:0.703566	train-auc:0.720045
[183]	eval-auc:0.70357	train-auc:0.720076
[184]	eval-auc:0.703506	train-auc:0.720059
[185]	eval-auc:0.703642	train-auc:0.720162
[186]	eval-auc:0.703684	train-auc:0.720275
[187]	eval-auc:0.703657	train-auc:0.720295
[188]	eval-auc:0.703648	train-auc:0.720394
[189]	eval-auc:0.703458	train-auc:0.720465
[190]	eval-auc:0.703229	train-auc:0.720539
[191]	eval-auc:0.703389	train-auc:0.720523
[192]	eval-auc:0.703462	train-auc:0.720579
[193]	eval-auc:0.703466	train-auc:0.720653
[194]	eval-auc:0.703522	train-auc:0.720675
[195]	eval-auc:0.703504	train-auc:0.720711
[196]	eval-auc:0.70358	train-auc:0.720717
[197]	eval-auc:0.703445	train-auc:0.720823
[198]	eval-auc:0.703372	train-auc:0.720828
[199]	eval-auc:0.703436	train-auc:0.720842
[200]	eval-auc:0.703276	train-auc:0.720916
[201]	eval-auc:0.703307	train-auc:0.720965
[202]	eval-auc:0.703615	train-auc:0.720955
[203]	eval-auc:0.703376	train-auc:0.720994
[204]	eval-auc:0.703394	train-auc:0.721046
[205]	eval-auc:0.703343	train-auc:0.721024
[206]	eval-auc:0.703355	train-auc:0.720998
[207]	eval-auc:0.703454	train-auc:0.721092
[208]	eval-auc:0.703519	train-auc:0.721129
[209]	eval-auc:0.703594	train-auc:0.721142
[210]	eval-auc:0.703515	train-auc:0.721247
[211]	eval-auc:0.703571	train-auc:0.721275
[212]	eval-auc:0.703635	train-auc:0.721281
[213]	eval-auc:0.703827	train-auc:0.721401
[214]	eval-auc:0.703955	train-auc:0.721467
[215]	eval-auc:0.703933	train-auc:0.721464
[216]	eval-auc:0.703944	train-auc:0.721546
[217]	eval-auc:0.70401	train-auc:0.721535
[218]	eval-auc:0.704048	train-auc:0.721518
[219]	eval-auc:0.704063	train-auc:0.721603
[220]	eval-auc:0.704041	train-auc:0.721667
[221]	eval-auc:0.704356	train-auc:0.72169
[222]	eval-auc:0.704332	train-auc:0.721742
[223]	eval-auc:0.704129	train-auc:0.721784
[224]	eval-auc:0.70403	train-auc:0.721807
[225]	eval-auc:0.70431	train-auc:0.721849
[226]	eval-auc:0.70431	train-auc:0.721906
[227]	eval-auc:0.70422	train-auc:0.72188
[228]	eval-auc:0.704356	train-auc:0.721971
[229]	eval-auc:0.70424	train-auc:0.722068
[230]	eval-auc:0.704295	train-auc:0.722071
[231]	eval-auc:0.704359	train-auc:0.722049
[232]	eval-auc:0.70433	train-auc:0.722059
[233]	eval-auc:0.704392	train-auc:0.722124
[234]	eval-auc:0.704275	train-auc:0.722131
[235]	eval-auc:0.704202	train-auc:0.722132
[236]	eval-auc:0.704493	train-auc:0.722156
[237]	eval-auc:0.7043	train-auc:0.722229
[238]	eval-auc:0.704356	train-auc:0.722308
[239]	eval-auc:0.704342	train-auc:0.722299
[240]	eval-auc:0.704004	train-auc:0.722344
[241]	eval-auc:0.704024	train-auc:0.722394
[242]	eval-auc:0.703855	train-auc:0.722455
[243]	eval-auc:0.703732	train-auc:0.722407
[244]	eval-auc:0.703765	train-auc:0.722378
[245]	eval-auc:0.703808	train-auc:0.7224
[246]	eval-auc:0.703839	train-auc:0.722454
[247]	eval-auc:0.703853	train-auc:0.722501
[248]	eval-auc:0.703923	train-auc:0.72257
[249]	eval-auc:0.703904	train-auc:0.722631
[250]	eval-auc:0.703865	train-auc:0.722623
[251]	eval-auc:0.703772	train-auc:0.722703
[252]	eval-auc:0.703827	train-auc:0.722705
[253]	eval-auc:0.703783	train-auc:0.722741
[254]	eval-auc:0.703684	train-auc:0.722779
	Score 0.70368441569516


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.5, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 6, 'min_child_weight': 2.0, 'n_estimators': 803.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.700258	train-auc:0.776948
[1]	eval-auc:0.690744	train-auc:0.818241
[2]	eval-auc:0.691614	train-auc:0.851499
[3]	eval-auc:0.703079	train-auc:0.873945
[4]	eval-auc:0.704018	train-auc:0.881095
[5]	eval-auc:0.702304	train-auc:0.901729
[6]	eval-auc:0.702072	train-auc:0.913214
[7]	eval-auc:0.699138	train-auc:0.919077
[8]	eval-auc:0.6984	train-auc:0.932971
[9]	eval-auc:0.700748	train-auc:0.942085
[10]	eval-auc:0.701874	train-auc:0.943971
[11]	eval-auc:0.700977	train-auc:0.951967
[12]	eval-auc:0.699182	train-auc:0.95448
[13]	eval-auc:0.697969	train-auc:0.956801
[14]	eval-auc:0.698737	train-auc:0.958812
[15]	eval-auc:0.698224	train-auc:0.966185
[16]	eval-auc:0.697986	train-auc:0.967387
[17]	eval-auc:0.697981	train-auc:0.972755
[18]	eval-auc:0.698884	train-auc:0.978016
[19]	eval-auc:0.700934	train-auc:0.98117
[20]	eval-auc:0.701374	train-auc:0.982631
[21]	eval-auc:0.701084	train-auc:0.985074
[22]	eval-auc:0.702157	train-auc:0.988277
[23]	eval-auc:0.703167	train-auc:0.989439
[24]	eval-auc:0.70483	train-auc:0.991165
[25]	eval-auc:0.704367	train-auc:0.992049
[26]	eval-auc:0.703477	train-auc:0.992393
[27]	eval-auc:0.703193	train-auc:0.99324
[28]	eval-auc:0.701132	train-auc:0.99407
[29]	eval-auc:0.700799	train-auc:0.994285
[30]	eval-auc:0.698662	train-auc:0.99459
[31]	eval-auc:0.69901	train-auc:0.995178
[32]	eval-auc:0.698655	train-auc:0.995358
[33]	eval-auc:0.698758	train-auc:0.995618
[34]	eval-auc:0.701265	train-auc:0.996097
[35]	eval-auc:0.702163	train-auc:0.996473
[36]	eval-auc:0.704333	train-auc:0.99689
[37]	eval-auc:0.70061	train-auc:0.997262
[38]	eval-auc:0.700876	train-auc:0.997416
[39]	eval-auc:0.700223	train-auc:0.997523
[40]	eval-auc:0.700835	train-auc:0.997719
[41]	eval-auc:0.699663	train-auc:0.997816
[42]	eval-auc:0.700021	train-auc:0.997874
[43]	eval-auc:0.699875	train-auc:0.998102
[44]	eval-auc:0.701652	train-auc:0.99838
[45]	eval-auc:0.703968	train-auc:0.998475
[46]	eval-auc:0.703815	train-auc:0.998601
[47]	eval-auc:0.702915	train-auc:0.998707
[48]	eval-auc:0.702714	train-auc:0.998748
[49]	eval-auc:0.702424	train-auc:0.998858
[50]	eval-auc:0.702492	train-auc:0.998976
[51]	eval-auc:0.704117	train-auc:0.999207
[52]	eval-auc:0.702966	train-auc:0.999299
[53]	eval-auc:0.702925	train-auc:0.999432
[54]	eval-auc:0.704989	train-auc:0.999595
[55]	eval-auc:0.704146	train-auc:0.999591
[56]	eval-auc:0.703677	train-auc:0.999599
[57]	eval-auc:0.703179	train-auc:0.999666
[58]	eval-auc:0.704883	train-auc:0.99979
[59]	eval-auc:0.704951	train-auc:0.999797
[60]	eval-auc:0.704746	train-auc:0.9998
[61]	eval-auc:0.70417	train-auc:0.999818
[62]	eval-auc:0.706285	train-auc:0.999813
[63]	eval-auc:0.705793	train-auc:0.999835
[64]	eval-auc:0.705656	train-auc:0.999878
[65]	eval-auc:0.704318	train-auc:0.999866
[66]	eval-auc:0.704192	train-auc:0.99987
[67]	eval-auc:0.703368	train-auc:0.999872
[68]	eval-auc:0.703649	train-auc:0.999893
[69]	eval-auc:0.704324	train-auc:0.999899
[70]	eval-auc:0.703882	train-auc:0.999895
[71]	eval-auc:0.702826	train-auc:0.999889
[72]	eval-auc:0.701912	train-auc:0.999925
[73]	eval-auc:0.701696	train-auc:0.999927
[74]	eval-auc:0.703337	train-auc:0.999938
[75]	eval-auc:0.702431	train-auc:0.999963
[76]	eval-auc:0.702751	train-auc:0.999965
[77]	eval-auc:0.701259	train-auc:0.999973
[78]	eval-auc:0.700656	train-auc:0.999975
[79]	eval-auc:0.699897	train-auc:0.999975
[80]	eval-auc:0.699501	train-auc:0.999978
[81]	eval-auc:0.699451	train-auc:0.999979
[82]	eval-auc:0.699699	train-auc:0.99998
[83]	eval-auc:0.699841	train-auc:0.999982
[84]	eval-auc:0.699835	train-auc:0.999984
[85]	eval-auc:0.70361	train-auc:0.999985
[86]	eval-auc:0.70368	train-auc:0.999999
[87]	eval-auc:0.70325	train-auc:0.999999
[88]	eval-auc:0.702192	train-auc:0.999999
[89]	eval-auc:0.701947	train-auc:1
[90]	eval-auc:0.701501	train-auc:1
[91]	eval-auc:0.701505	train-auc:1
[92]	eval-auc:0.700963	train-auc:1
[93]	eval-auc:0.701358	train-auc:1
[94]	eval-auc:0.701778	train-auc:1
[95]	eval-auc:0.701004	train-auc:1
[96]	eval-auc:0.700787	train-auc:1
[97]	eval-auc:0.701444	train-auc:1
[98]	eval-auc:0.70142	train-auc:1
[99]	eval-auc:0.701058	train-auc:1
[100]	eval-auc:0.701726	train-auc:1
[101]	eval-auc:0.701682	train-auc:1
[102]	eval-auc:0.70154	train-auc:1
[103]	eval-auc:0.700348	train-auc:1
[104]	eval-auc:0.700153	train-auc:1
[105]	eval-auc:0.702218	train-auc:1
[106]	eval-auc:0.701236	train-auc:1
[107]	eval-auc:0.701592	train-auc:1
[108]	eval-auc:0.701175	train-auc:1
[109]	eval-auc:0.701266	train-auc:1
[110]	eval-auc:0.701933	train-auc:1
[111]	eval-auc:0.702092	train-auc:1
[112]	eval-auc:0.702389	train-auc:1
[113]	eval-auc:0.70221	train-auc:1
[114]	eval-auc:0.702344	train-auc:1
[115]	eval-auc:0.701644	train-auc:1
[116]	eval-auc:0.701508	train-auc:1
[117]	eval-auc:0.701017	train-auc:1
[118]	eval-auc:0.698729	train-auc:1
[119]	eval-auc:0.698729	train-auc:1
[120]	eval-auc:0.698729	train-auc:1
[121]	eval-auc:0.698729	train-auc:1
[122]	eval-auc:0.698729	train-auc:1
[123]	eval-auc:0.698729	train-auc:1
[124]	eval-auc:0.698729	train-auc:1
[125]	eval-auc:0.698729	train-auc:1
[126]	eval-auc:0.698729	train-auc:1
[127]	eval-auc:0.698729	train-auc:1
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[519]	eval-auc:0.698729	train-auc:1
[520]	eval-auc:0.698729	train-auc:1
[521]	eval-auc:0.698729	train-auc:1
[522]	eval-auc:0.698729	train-auc:1
[523]	eval-auc:0.698729	train-auc:1
[524]	eval-auc:0.698729	train-auc:1
[525]	eval-auc:0.698729	train-auc:1
[526]	eval-auc:0.698729	train-auc:1
[527]	eval-auc:0.698729	train-auc:1
[528]	eval-auc:0.698729	train-auc:1
[529]	eval-auc:0.698729	train-auc:1
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[532]	eval-auc:0.698729	train-auc:1
[533]	eval-auc:0.698729	train-auc:1
[534]	eval-auc:0.698729	train-auc:1
[535]	eval-auc:0.698729	train-auc:1
[536]	eval-auc:0.698729	train-auc:1
[537]	eval-auc:0.698729	train-auc:1
[538]	eval-auc:0.698729	train-auc:1
[539]	eval-auc:0.698729	train-auc:1
[540]	eval-auc:0.698729	train-auc:1
[541]	eval-auc:0.698729	train-auc:1
[542]	eval-auc:0.698729	train-auc:1
[543]	eval-auc:0.698729	train-auc:1
[544]	eval-auc:0.698729	train-auc:1
[545]	eval-auc:0.698729	train-auc:1
[546]	eval-auc:0.698729	train-auc:1
[547]	eval-auc:0.698729	train-auc:1
[548]	eval-auc:0.698729	train-auc:1
[549]	eval-auc:0.698729	train-auc:1
[550]	eval-auc:0.698729	train-auc:1
[551]	eval-auc:0.698729	train-auc:1
[552]	eval-auc:0.698729	train-auc:1
[553]	eval-auc:0.698729	train-auc:1
[554]	eval-auc:0.698729	train-auc:1
[555]	eval-auc:0.698729	train-auc:1
[556]	eval-auc:0.698729	train-auc:1
[557]	eval-auc:0.698729	train-auc:1
[558]	eval-auc:0.698729	train-auc:1
[559]	eval-auc:0.698729	train-auc:1
[560]	eval-auc:0.698729	train-auc:1
[561]	eval-auc:0.698729	train-auc:1
[562]	eval-auc:0.698729	train-auc:1
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[564]	eval-auc:0.698729	train-auc:1
[565]	eval-auc:0.698729	train-auc:1
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[570]	eval-auc:0.698729	train-auc:1
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[572]	eval-auc:0.698729	train-auc:1
[573]	eval-auc:0.698729	train-auc:1
[574]	eval-auc:0.698729	train-auc:1
[575]	eval-auc:0.698729	train-auc:1
[576]	eval-auc:0.698729	train-auc:1
[577]	eval-auc:0.698729	train-auc:1
[578]	eval-auc:0.698729	train-auc:1
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[580]	eval-auc:0.698729	train-auc:1
[581]	eval-auc:0.698729	train-auc:1
[582]	eval-auc:0.698729	train-auc:1
[583]	eval-auc:0.698729	train-auc:1
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[585]	eval-auc:0.698729	train-auc:1
[586]	eval-auc:0.698729	train-auc:1
[587]	eval-auc:0.698729	train-auc:1
[588]	eval-auc:0.698729	train-auc:1
[589]	eval-auc:0.698729	train-auc:1
[590]	eval-auc:0.698729	train-auc:1
[591]	eval-auc:0.698729	train-auc:1
[592]	eval-auc:0.698729	train-auc:1
[593]	eval-auc:0.698729	train-auc:1
[594]	eval-auc:0.698729	train-auc:1
[595]	eval-auc:0.698729	train-auc:1
[596]	eval-auc:0.698729	train-auc:1
[597]	eval-auc:0.698729	train-auc:1
[598]	eval-auc:0.698729	train-auc:1
[599]	eval-auc:0.698729	train-auc:1
[600]	eval-auc:0.698729	train-auc:1
[601]	eval-auc:0.698729	train-auc:1
[602]	eval-auc:0.698729	train-auc:1
[603]	eval-auc:0.698729	train-auc:1
[604]	eval-auc:0.698729	train-auc:1
[605]	eval-auc:0.698729	train-auc:1
[606]	eval-auc:0.698729	train-auc:1
[607]	eval-auc:0.698729	train-auc:1
[608]	eval-auc:0.698729	train-auc:1
[609]	eval-auc:0.698729	train-auc:1
[610]	eval-auc:0.698729	train-auc:1
[611]	eval-auc:0.698729	train-auc:1
[612]	eval-auc:0.698729	train-auc:1
[613]	eval-auc:0.698729	train-auc:1
[614]	eval-auc:0.698729	train-auc:1
[615]	eval-auc:0.698729	train-auc:1
[616]	eval-auc:0.698729	train-auc:1
[617]	eval-auc:0.698729	train-auc:1
[618]	eval-auc:0.698729	train-auc:1
[619]	eval-auc:0.698729	train-auc:1
[620]	eval-auc:0.698729	train-auc:1
[621]	eval-auc:0.698729	train-auc:1
[622]	eval-auc:0.698729	train-auc:1
[623]	eval-auc:0.698729	train-auc:1
[624]	eval-auc:0.698729	train-auc:1
[625]	eval-auc:0.698729	train-auc:1
[626]	eval-auc:0.698729	train-auc:1
[627]	eval-auc:0.698729	train-auc:1
[628]	eval-auc:0.698729	train-auc:1
[629]	eval-auc:0.698729	train-auc:1
[630]	eval-auc:0.698729	train-auc:1
[631]	eval-auc:0.698729	train-auc:1
[632]	eval-auc:0.698729	train-auc:1
[633]	eval-auc:0.698729	train-auc:1
[634]	eval-auc:0.698729	train-auc:1
[635]	eval-auc:0.698729	train-auc:1
[636]	eval-auc:0.698729	train-auc:1
[637]	eval-auc:0.698729	train-auc:1
[638]	eval-auc:0.698729	train-auc:1
[639]	eval-auc:0.698729	train-auc:1
[640]	eval-auc:0.698729	train-auc:1
[641]	eval-auc:0.698729	train-auc:1
[642]	eval-auc:0.698729	train-auc:1
[643]	eval-auc:0.698729	train-auc:1
[644]	eval-auc:0.698729	train-auc:1
[645]	eval-auc:0.698729	train-auc:1
[646]	eval-auc:0.698729	train-auc:1
[647]	eval-auc:0.698729	train-auc:1
[648]	eval-auc:0.698729	train-auc:1
[649]	eval-auc:0.698729	train-auc:1
[650]	eval-auc:0.698729	train-auc:1
[651]	eval-auc:0.698729	train-auc:1
[652]	eval-auc:0.698729	train-auc:1
[653]	eval-auc:0.698729	train-auc:1
[654]	eval-auc:0.698729	train-auc:1
[655]	eval-auc:0.698729	train-auc:1
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[657]	eval-auc:0.698729	train-auc:1
[658]	eval-auc:0.698729	train-auc:1
[659]	eval-auc:0.698729	train-auc:1
[660]	eval-auc:0.698729	train-auc:1
[661]	eval-auc:0.698729	train-auc:1
[662]	eval-auc:0.698729	train-auc:1
[663]	eval-auc:0.698729	train-auc:1
[664]	eval-auc:0.698729	train-auc:1
[665]	eval-auc:0.698729	train-auc:1
[666]	eval-auc:0.698729	train-auc:1
[667]	eval-auc:0.698729	train-auc:1
[668]	eval-auc:0.698729	train-auc:1
[669]	eval-auc:0.698729	train-auc:1
[670]	eval-auc:0.698729	train-auc:1
[671]	eval-auc:0.698729	train-auc:1
[672]	eval-auc:0.698729	train-auc:1
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[675]	eval-auc:0.698729	train-auc:1
[676]	eval-auc:0.698729	train-auc:1
[677]	eval-auc:0.698729	train-auc:1
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[680]	eval-auc:0.698729	train-auc:1
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[682]	eval-auc:0.698729	train-auc:1
[683]	eval-auc:0.698729	train-auc:1
[684]	eval-auc:0.698729	train-auc:1
[685]	eval-auc:0.698729	train-auc:1
[686]	eval-auc:0.698729	train-auc:1
[687]	eval-auc:0.698729	train-auc:1
[688]	eval-auc:0.698729	train-auc:1
[689]	eval-auc:0.698729	train-auc:1
[690]	eval-auc:0.698729	train-auc:1
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[692]	eval-auc:0.698729	train-auc:1
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[694]	eval-auc:0.698729	train-auc:1
[695]	eval-auc:0.698729	train-auc:1
[696]	eval-auc:0.698729	train-auc:1
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[699]	eval-auc:0.698729	train-auc:1
[700]	eval-auc:0.698729	train-auc:1
[701]	eval-auc:0.698729	train-auc:1
[702]	eval-auc:0.698729	train-auc:1
[703]	eval-auc:0.698729	train-auc:1
[704]	eval-auc:0.698729	train-auc:1
[705]	eval-auc:0.698729	train-auc:1
[706]	eval-auc:0.698729	train-auc:1
[707]	eval-auc:0.698729	train-auc:1
[708]	eval-auc:0.698729	train-auc:1
[709]	eval-auc:0.698729	train-auc:1
[710]	eval-auc:0.698729	train-auc:1
[711]	eval-auc:0.698729	train-auc:1
[712]	eval-auc:0.698729	train-auc:1
[713]	eval-auc:0.698729	train-auc:1
[714]	eval-auc:0.698729	train-auc:1
[715]	eval-auc:0.698729	train-auc:1
[716]	eval-auc:0.698729	train-auc:1
[717]	eval-auc:0.698729	train-auc:1
[718]	eval-auc:0.698729	train-auc:1
[719]	eval-auc:0.698729	train-auc:1
[720]	eval-auc:0.698729	train-auc:1
[721]	eval-auc:0.698729	train-auc:1
[722]	eval-auc:0.698729	train-auc:1
[723]	eval-auc:0.698729	train-auc:1
[724]	eval-auc:0.698729	train-auc:1
[725]	eval-auc:0.698729	train-auc:1
[726]	eval-auc:0.698729	train-auc:1
[727]	eval-auc:0.698729	train-auc:1
[728]	eval-auc:0.698729	train-auc:1
[729]	eval-auc:0.698729	train-auc:1
[730]	eval-auc:0.698729	train-auc:1
[731]	eval-auc:0.698729	train-auc:1
[732]	eval-auc:0.698729	train-auc:1
[733]	eval-auc:0.698729	train-auc:1
[734]	eval-auc:0.698729	train-auc:1
[735]	eval-auc:0.698729	train-auc:1
[736]	eval-auc:0.698729	train-auc:1
[737]	eval-auc:0.698729	train-auc:1
[738]	eval-auc:0.698729	train-auc:1
[739]	eval-auc:0.698729	train-auc:1
[740]	eval-auc:0.698729	train-auc:1
[741]	eval-auc:0.698729	train-auc:1
[742]	eval-auc:0.698729	train-auc:1
[743]	eval-auc:0.698729	train-auc:1
[744]	eval-auc:0.698729	train-auc:1
[745]	eval-auc:0.698729	train-auc:1
[746]	eval-auc:0.698729	train-auc:1
[747]	eval-auc:0.698729	train-auc:1
[748]	eval-auc:0.698729	train-auc:1
[749]	eval-auc:0.698729	train-auc:1
[750]	eval-auc:0.698729	train-auc:1
[751]	eval-auc:0.698729	train-auc:1
[752]	eval-auc:0.698729	train-auc:1
[753]	eval-auc:0.698729	train-auc:1
[754]	eval-auc:0.698729	train-auc:1
[755]	eval-auc:0.698729	train-auc:1
[756]	eval-auc:0.698729	train-auc:1
[757]	eval-auc:0.698729	train-auc:1
[758]	eval-auc:0.698729	train-auc:1
[759]	eval-auc:0.698729	train-auc:1
[760]	eval-auc:0.698729	train-auc:1
[761]	eval-auc:0.698729	train-auc:1
[762]	eval-auc:0.698729	train-auc:1
[763]	eval-auc:0.698729	train-auc:1
[764]	eval-auc:0.698729	train-auc:1
[765]	eval-auc:0.698729	train-auc:1
[766]	eval-auc:0.698729	train-auc:1
[767]	eval-auc:0.698729	train-auc:1
[768]	eval-auc:0.698729	train-auc:1
[769]	eval-auc:0.698729	train-auc:1
[770]	eval-auc:0.698729	train-auc:1
[771]	eval-auc:0.698729	train-auc:1
[772]	eval-auc:0.698729	train-auc:1
[773]	eval-auc:0.698729	train-auc:1
[774]	eval-auc:0.698729	train-auc:1
[775]	eval-auc:0.698729	train-auc:1
[776]	eval-auc:0.698729	train-auc:1
[777]	eval-auc:0.698729	train-auc:1
[778]	eval-auc:0.698729	train-auc:1
[779]	eval-auc:0.698729	train-auc:1
[780]	eval-auc:0.698729	train-auc:1
[781]	eval-auc:0.698729	train-auc:1
[782]	eval-auc:0.698729	train-auc:1
[783]	eval-auc:0.698729	train-auc:1
[784]	eval-auc:0.698729	train-auc:1
[785]	eval-auc:0.698729	train-auc:1
[786]	eval-auc:0.698729	train-auc:1
[787]	eval-auc:0.698729	train-auc:1
[788]	eval-auc:0.698729	train-auc:1
[789]	eval-auc:0.698729	train-auc:1
[790]	eval-auc:0.698729	train-auc:1
[791]	eval-auc:0.698729	train-auc:1
[792]	eval-auc:0.698729	train-auc:1
[793]	eval-auc:0.698729	train-auc:1
[794]	eval-auc:0.698729	train-auc:1
[795]	eval-auc:0.698729	train-auc:1
[796]	eval-auc:0.698729	train-auc:1
[797]	eval-auc:0.698729	train-auc:1
[798]	eval-auc:0.698729	train-auc:1
[799]	eval-auc:0.698729	train-auc:1
[800]	eval-auc:0.698729	train-auc:1
[801]	eval-auc:0.698729	train-auc:1
[802]	eval-auc:0.698729	train-auc:1
	Score 0.6987294278161507


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 303.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.696362	train-auc:0.719773
[1]	eval-auc:0.685634	train-auc:0.727996
[2]	eval-auc:0.69454	train-auc:0.73466
[3]	eval-auc:0.696123	train-auc:0.740109
[4]	eval-auc:0.701645	train-auc:0.73981
[5]	eval-auc:0.700713	train-auc:0.746769
[6]	eval-auc:0.701495	train-auc:0.750011
[7]	eval-auc:0.701632	train-auc:0.756435
[8]	eval-auc:0.700979	train-auc:0.759521
[9]	eval-auc:0.700334	train-auc:0.759794
[10]	eval-auc:0.700938	train-auc:0.76011
[11]	eval-auc:0.702626	train-auc:0.760064
[12]	eval-auc:0.708473	train-auc:0.764529
[13]	eval-auc:0.710738	train-auc:0.764502
[14]	eval-auc:0.70997	train-auc:0.769343
[15]	eval-auc:0.707909	train-auc:0.76736
[16]	eval-auc:0.709066	train-auc:0.771371
[17]	eval-auc:0.705803	train-auc:0.773591
[18]	eval-auc:0.708745	train-auc:0.77929
[19]	eval-auc:0.70667	train-auc:0.782005
[20]	eval-auc:0.706816	train-auc:0.783422
[21]	eval-auc:0.708511	train-auc:0.782623
[22]	eval-auc:0.704881	train-auc:0.785683
[23]	eval-auc:0.701506	train-auc:0.78996
[24]	eval-auc:0.700299	train-auc:0.791727
[25]	eval-auc:0.699559	train-auc:0.793409
[26]	eval-auc:0.698676	train-auc:0.795688
[27]	eval-auc:0.69842	train-auc:0.799172
[28]	eval-auc:0.699148	train-auc:0.80067
[29]	eval-auc:0.69746	train-auc:0.801931
[30]	eval-auc:0.698114	train-auc:0.805097
[31]	eval-auc:0.696454	train-auc:0.805974
[32]	eval-auc:0.699866	train-auc:0.807533
[33]	eval-auc:0.699374	train-auc:0.809673
[34]	eval-auc:0.700369	train-auc:0.811464
[35]	eval-auc:0.697607	train-auc:0.81221
[36]	eval-auc:0.698883	train-auc:0.8143
[37]	eval-auc:0.69932	train-auc:0.814025
[38]	eval-auc:0.699734	train-auc:0.815762
[39]	eval-auc:0.700383	train-auc:0.817324
[40]	eval-auc:0.702559	train-auc:0.820575
[41]	eval-auc:0.70204	train-auc:0.822401
[42]	eval-auc:0.702223	train-auc:0.824616
[43]	eval-auc:0.701878	train-auc:0.825902
[44]	eval-auc:0.702445	train-auc:0.827398
[45]	eval-auc:0.702963	train-auc:0.828461
[46]	eval-auc:0.70496	train-auc:0.830874
[47]	eval-auc:0.704029	train-auc:0.832261
[48]	eval-auc:0.704153	train-auc:0.832699
[49]	eval-auc:0.703316	train-auc:0.83635
[50]	eval-auc:0.702256	train-auc:0.836968
[51]	eval-auc:0.70248	train-auc:0.838017
[52]	eval-auc:0.701428	train-auc:0.838676
[53]	eval-auc:0.702901	train-auc:0.840023
[54]	eval-auc:0.704188	train-auc:0.840549
[55]	eval-auc:0.703815	train-auc:0.840863
[56]	eval-auc:0.702516	train-auc:0.841989
[57]	eval-auc:0.702883	train-auc:0.842099
[58]	eval-auc:0.702995	train-auc:0.844386
[59]	eval-auc:0.703617	train-auc:0.84515
[60]	eval-auc:0.703549	train-auc:0.847846
[61]	eval-auc:0.702517	train-auc:0.848168
[62]	eval-auc:0.70318	train-auc:0.850011
[63]	eval-auc:0.703046	train-auc:0.850334
[64]	eval-auc:0.704022	train-auc:0.851588
[65]	eval-auc:0.702964	train-auc:0.851355
[66]	eval-auc:0.703368	train-auc:0.852861
[67]	eval-auc:0.703649	train-auc:0.852948
[68]	eval-auc:0.705189	train-auc:0.852685
[69]	eval-auc:0.704563	train-auc:0.853418
[70]	eval-auc:0.704793	train-auc:0.853412
[71]	eval-auc:0.70588	train-auc:0.85454
[72]	eval-auc:0.705815	train-auc:0.855889
[73]	eval-auc:0.706957	train-auc:0.856847
[74]	eval-auc:0.705066	train-auc:0.859012
[75]	eval-auc:0.705757	train-auc:0.860015
[76]	eval-auc:0.7065	train-auc:0.860428
[77]	eval-auc:0.705775	train-auc:0.861649
[78]	eval-auc:0.705868	train-auc:0.864262
[79]	eval-auc:0.705624	train-auc:0.864618
[80]	eval-auc:0.704897	train-auc:0.866123
[81]	eval-auc:0.703456	train-auc:0.867007
[82]	eval-auc:0.702944	train-auc:0.86779
[83]	eval-auc:0.701373	train-auc:0.86897
[84]	eval-auc:0.701175	train-auc:0.870039
[85]	eval-auc:0.70139	train-auc:0.870777
[86]	eval-auc:0.701283	train-auc:0.870178
[87]	eval-auc:0.700741	train-auc:0.871857
[88]	eval-auc:0.701694	train-auc:0.872971
[89]	eval-auc:0.701993	train-auc:0.873668
[90]	eval-auc:0.700261	train-auc:0.874635
[91]	eval-auc:0.699699	train-auc:0.875407
[92]	eval-auc:0.699707	train-auc:0.875981
[93]	eval-auc:0.70088	train-auc:0.876384
[94]	eval-auc:0.700972	train-auc:0.876796
[95]	eval-auc:0.70093	train-auc:0.878404
[96]	eval-auc:0.702495	train-auc:0.880442
[97]	eval-auc:0.702737	train-auc:0.88077
[98]	eval-auc:0.703783	train-auc:0.882137
[99]	eval-auc:0.704744	train-auc:0.882566
[100]	eval-auc:0.703317	train-auc:0.882933
[101]	eval-auc:0.703942	train-auc:0.882728
[102]	eval-auc:0.705186	train-auc:0.883896
[103]	eval-auc:0.704758	train-auc:0.884333
[104]	eval-auc:0.706424	train-auc:0.885122
[105]	eval-auc:0.705321	train-auc:0.884953
[106]	eval-auc:0.702957	train-auc:0.885293
[107]	eval-auc:0.702902	train-auc:0.886827
[108]	eval-auc:0.703301	train-auc:0.887444
[109]	eval-auc:0.703838	train-auc:0.887556
[110]	eval-auc:0.703742	train-auc:0.887924
[111]	eval-auc:0.703412	train-auc:0.889045
[112]	eval-auc:0.703943	train-auc:0.889868
[113]	eval-auc:0.704857	train-auc:0.889729
[114]	eval-auc:0.704668	train-auc:0.890821
[115]	eval-auc:0.705079	train-auc:0.891748
[116]	eval-auc:0.705291	train-auc:0.892373
[117]	eval-auc:0.707021	train-auc:0.893761
[118]	eval-auc:0.706265	train-auc:0.89394
[119]	eval-auc:0.706471	train-auc:0.894011
[120]	eval-auc:0.70682	train-auc:0.894047
[121]	eval-auc:0.706925	train-auc:0.893872
[122]	eval-auc:0.705879	train-auc:0.894713
[123]	eval-auc:0.706089	train-auc:0.896256
[124]	eval-auc:0.705796	train-auc:0.896872
[125]	eval-auc:0.706998	train-auc:0.896767
[126]	eval-auc:0.707111	train-auc:0.897557
[127]	eval-auc:0.706045	train-auc:0.898512
[128]	eval-auc:0.706017	train-auc:0.899238
[129]	eval-auc:0.70659	train-auc:0.899682
[130]	eval-auc:0.707435	train-auc:0.899897
[131]	eval-auc:0.70705	train-auc:0.899994
[132]	eval-auc:0.706527	train-auc:0.900412
[133]	eval-auc:0.707592	train-auc:0.90151
[134]	eval-auc:0.709379	train-auc:0.901759
[135]	eval-auc:0.708297	train-auc:0.902277
[136]	eval-auc:0.706681	train-auc:0.902379
[137]	eval-auc:0.705034	train-auc:0.903176
[138]	eval-auc:0.705093	train-auc:0.903354
[139]	eval-auc:0.705015	train-auc:0.90442
[140]	eval-auc:0.703691	train-auc:0.904538
[141]	eval-auc:0.70262	train-auc:0.905434
[142]	eval-auc:0.701763	train-auc:0.905703
[143]	eval-auc:0.70172	train-auc:0.905792
[144]	eval-auc:0.701821	train-auc:0.9058
[145]	eval-auc:0.701988	train-auc:0.906902
[146]	eval-auc:0.701583	train-auc:0.907269
[147]	eval-auc:0.701744	train-auc:0.907373
[148]	eval-auc:0.699867	train-auc:0.907907
[149]	eval-auc:0.699628	train-auc:0.907804
[150]	eval-auc:0.69971	train-auc:0.908577
[151]	eval-auc:0.700069	train-auc:0.910054
[152]	eval-auc:0.700979	train-auc:0.910736
[153]	eval-auc:0.699492	train-auc:0.910467
[154]	eval-auc:0.700397	train-auc:0.911026
[155]	eval-auc:0.70015	train-auc:0.911138
[156]	eval-auc:0.700631	train-auc:0.912416
[157]	eval-auc:0.700688	train-auc:0.913331
[158]	eval-auc:0.699977	train-auc:0.913641
[159]	eval-auc:0.700948	train-auc:0.913565
[160]	eval-auc:0.700694	train-auc:0.914599
[161]	eval-auc:0.700161	train-auc:0.915063
[162]	eval-auc:0.699806	train-auc:0.915802
[163]	eval-auc:0.698697	train-auc:0.915565
[164]	eval-auc:0.698297	train-auc:0.916021
[165]	eval-auc:0.698169	train-auc:0.916538
[166]	eval-auc:0.697482	train-auc:0.916787
[167]	eval-auc:0.697562	train-auc:0.91693
[168]	eval-auc:0.697866	train-auc:0.917804
[169]	eval-auc:0.698647	train-auc:0.918084
[170]	eval-auc:0.69849	train-auc:0.918073
[171]	eval-auc:0.698656	train-auc:0.918608
[172]	eval-auc:0.698311	train-auc:0.918486
[173]	eval-auc:0.698378	train-auc:0.918656
[174]	eval-auc:0.69865	train-auc:0.918798
[175]	eval-auc:0.698713	train-auc:0.918789
[176]	eval-auc:0.699268	train-auc:0.919556
[177]	eval-auc:0.700506	train-auc:0.920037
[178]	eval-auc:0.700782	train-auc:0.919975
[179]	eval-auc:0.701141	train-auc:0.920517
[180]	eval-auc:0.700852	train-auc:0.920674
[181]	eval-auc:0.700682	train-auc:0.921514
[182]	eval-auc:0.700881	train-auc:0.921735
[183]	eval-auc:0.700007	train-auc:0.921553
[184]	eval-auc:0.697682	train-auc:0.921522
[185]	eval-auc:0.697283	train-auc:0.921306
[186]	eval-auc:0.696826	train-auc:0.922306
[187]	eval-auc:0.695868	train-auc:0.922839
[188]	eval-auc:0.695757	train-auc:0.923077
[189]	eval-auc:0.695311	train-auc:0.923881
[190]	eval-auc:0.69529	train-auc:0.924398
[191]	eval-auc:0.69659	train-auc:0.924947
[192]	eval-auc:0.696422	train-auc:0.924562
[193]	eval-auc:0.696433	train-auc:0.925123
[194]	eval-auc:0.697131	train-auc:0.925546
[195]	eval-auc:0.696483	train-auc:0.926585
[196]	eval-auc:0.696338	train-auc:0.926616
[197]	eval-auc:0.696349	train-auc:0.927148
[198]	eval-auc:0.697272	train-auc:0.927411
[199]	eval-auc:0.698018	train-auc:0.927517
[200]	eval-auc:0.697622	train-auc:0.927655
[201]	eval-auc:0.697045	train-auc:0.928283
[202]	eval-auc:0.696288	train-auc:0.928411
[203]	eval-auc:0.697834	train-auc:0.929431
[204]	eval-auc:0.697251	train-auc:0.929388
[205]	eval-auc:0.695425	train-auc:0.929835
[206]	eval-auc:0.695938	train-auc:0.930421
[207]	eval-auc:0.696103	train-auc:0.931115
[208]	eval-auc:0.696074	train-auc:0.931335
[209]	eval-auc:0.696762	train-auc:0.931256
[210]	eval-auc:0.696509	train-auc:0.931375
[211]	eval-auc:0.696454	train-auc:0.931523
[212]	eval-auc:0.695748	train-auc:0.931528
[213]	eval-auc:0.696065	train-auc:0.931876
[214]	eval-auc:0.696357	train-auc:0.932213
[215]	eval-auc:0.695497	train-auc:0.932137
[216]	eval-auc:0.69601	train-auc:0.932662
[217]	eval-auc:0.695561	train-auc:0.933235
[218]	eval-auc:0.695972	train-auc:0.933847
[219]	eval-auc:0.696465	train-auc:0.934193
[220]	eval-auc:0.697117	train-auc:0.934666
[221]	eval-auc:0.698257	train-auc:0.934932
[222]	eval-auc:0.698288	train-auc:0.935371
[223]	eval-auc:0.698816	train-auc:0.935
[224]	eval-auc:0.699208	train-auc:0.93583
[225]	eval-auc:0.698825	train-auc:0.935765
[226]	eval-auc:0.69834	train-auc:0.935738
[227]	eval-auc:0.698935	train-auc:0.936356
[228]	eval-auc:0.699268	train-auc:0.936539
[229]	eval-auc:0.6999	train-auc:0.937397
[230]	eval-auc:0.69973	train-auc:0.937688
[231]	eval-auc:0.69779	train-auc:0.937744
[232]	eval-auc:0.697041	train-auc:0.938017
[233]	eval-auc:0.696826	train-auc:0.938456
[234]	eval-auc:0.697679	train-auc:0.938444
[235]	eval-auc:0.697618	train-auc:0.93874
[236]	eval-auc:0.697511	train-auc:0.939374
[237]	eval-auc:0.697286	train-auc:0.939979
[238]	eval-auc:0.696899	train-auc:0.940392
[239]	eval-auc:0.697389	train-auc:0.941091
[240]	eval-auc:0.697514	train-auc:0.941517
[241]	eval-auc:0.698463	train-auc:0.941723
[242]	eval-auc:0.698633	train-auc:0.941722
[243]	eval-auc:0.699125	train-auc:0.941444
[244]	eval-auc:0.69934	train-auc:0.941839
[245]	eval-auc:0.699412	train-auc:0.942109
[246]	eval-auc:0.699441	train-auc:0.942639
[247]	eval-auc:0.699559	train-auc:0.943317
[248]	eval-auc:0.699329	train-auc:0.943409
[249]	eval-auc:0.699413	train-auc:0.943423
[250]	eval-auc:0.699153	train-auc:0.944139
[251]	eval-auc:0.699713	train-auc:0.944229
[252]	eval-auc:0.700315	train-auc:0.944417
[253]	eval-auc:0.699707	train-auc:0.944298
[254]	eval-auc:0.69922	train-auc:0.944641
[255]	eval-auc:0.699205	train-auc:0.94522
[256]	eval-auc:0.699334	train-auc:0.944934
[257]	eval-auc:0.699617	train-auc:0.945447
[258]	eval-auc:0.698841	train-auc:0.945582
[259]	eval-auc:0.698614	train-auc:0.946353
[260]	eval-auc:0.699737	train-auc:0.946257
[261]	eval-auc:0.700723	train-auc:0.946015
[262]	eval-auc:0.700304	train-auc:0.946403
[263]	eval-auc:0.69941	train-auc:0.946447
[264]	eval-auc:0.699404	train-auc:0.946747
[265]	eval-auc:0.699262	train-auc:0.947334
[266]	eval-auc:0.699116	train-auc:0.94777
[267]	eval-auc:0.698915	train-auc:0.948561
[268]	eval-auc:0.698809	train-auc:0.948877
[269]	eval-auc:0.699086	train-auc:0.948478
[270]	eval-auc:0.69948	train-auc:0.948853
[271]	eval-auc:0.699981	train-auc:0.949123
[272]	eval-auc:0.699645	train-auc:0.949198
[273]	eval-auc:0.699098	train-auc:0.949625
[274]	eval-auc:0.699264	train-auc:0.949808
[275]	eval-auc:0.698792	train-auc:0.949865
[276]	eval-auc:0.697892	train-auc:0.950397
[277]	eval-auc:0.697752	train-auc:0.950518
[278]	eval-auc:0.697038	train-auc:0.950391
[279]	eval-auc:0.697033	train-auc:0.950342
[280]	eval-auc:0.697376	train-auc:0.950546
[281]	eval-auc:0.696803	train-auc:0.950638
[282]	eval-auc:0.696966	train-auc:0.9508
[283]	eval-auc:0.696718	train-auc:0.951118
[284]	eval-auc:0.698023	train-auc:0.95171
[285]	eval-auc:0.697703	train-auc:0.95187
[286]	eval-auc:0.697394	train-auc:0.952181
[287]	eval-auc:0.697644	train-auc:0.952717
[288]	eval-auc:0.696701	train-auc:0.952962
[289]	eval-auc:0.697618	train-auc:0.953565
[290]	eval-auc:0.697887	train-auc:0.953047
[291]	eval-auc:0.697807	train-auc:0.95339
[292]	eval-auc:0.697064	train-auc:0.953247
[293]	eval-auc:0.696818	train-auc:0.953456
[294]	eval-auc:0.696598	train-auc:0.953508
[295]	eval-auc:0.696561	train-auc:0.953857
[296]	eval-auc:0.69705	train-auc:0.954138
[297]	eval-auc:0.696617	train-auc:0.954348
[298]	eval-auc:0.696662	train-auc:0.954686
[299]	eval-auc:0.697088	train-auc:0.954594
[300]	eval-auc:0.696585	train-auc:0.954555
[301]	eval-auc:0.696357	train-auc:0.95471
[302]	eval-auc:0.696333	train-auc:0.954837
	Score 0.6963326389650258


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 11, 'min_child_weight': 2.0, 'n_estimators': 418.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.691875	train-auc:0.873131
[1]	eval-auc:0.673114	train-auc:0.921115
[2]	eval-auc:0.684758	train-auc:0.947164
[3]	eval-auc:0.690794	train-auc:0.9674
[4]	eval-auc:0.687683	train-auc:0.976225
[5]	eval-auc:0.678176	train-auc:0.9845
[6]	eval-auc:0.677777	train-auc:0.986908
[7]	eval-auc:0.686687	train-auc:0.9891
[8]	eval-auc:0.692319	train-auc:0.991397
[9]	eval-auc:0.693495	train-auc:0.993766
[10]	eval-auc:0.69154	train-auc:0.994916
[11]	eval-auc:0.690213	train-auc:0.996009
[12]	eval-auc:0.687027	train-auc:0.996438
[13]	eval-auc:0.690399	train-auc:0.997165
[14]	eval-auc:0.689063	train-auc:0.997223
[15]	eval-auc:0.689381	train-auc:0.997627
[16]	eval-auc:0.688184	train-auc:0.998122
[17]	eval-auc:0.690408	train-auc:0.998567
[18]	eval-auc:0.689162	train-auc:0.998771
[19]	eval-auc:0.690912	train-auc:0.998823
[20]	eval-auc:0.692791	train-auc:0.999034
[21]	eval-auc:0.694811	train-auc:0.999146
[22]	eval-auc:0.69361	train-auc:0.99928
[23]	eval-auc:0.694545	train-auc:0.999397
[24]	eval-auc:0.694557	train-auc:0.99947
[25]	eval-auc:0.695756	train-auc:0.999455
[26]	eval-auc:0.694521	train-auc:0.99955
[27]	eval-auc:0.695618	train-auc:0.999566
[28]	eval-auc:0.696805	train-auc:0.999562
[29]	eval-auc:0.697976	train-auc:0.999616
[30]	eval-auc:0.697208	train-auc:0.999655
[31]	eval-auc:0.695224	train-auc:0.999728
[32]	eval-auc:0.695171	train-auc:0.999787
[33]	eval-auc:0.695233	train-auc:0.999831
[34]	eval-auc:0.694888	train-auc:0.999829
[35]	eval-auc:0.694275	train-auc:0.999833
[36]	eval-auc:0.695139	train-auc:0.999838
[37]	eval-auc:0.695509	train-auc:0.999836
[38]	eval-auc:0.695891	train-auc:0.999846
[39]	eval-auc:0.695449	train-auc:0.999847
[40]	eval-auc:0.695183	train-auc:0.999837
[41]	eval-auc:0.696151	train-auc:0.999841
[42]	eval-auc:0.69529	train-auc:0.999858
[43]	eval-auc:0.695902	train-auc:0.999861
[44]	eval-auc:0.695844	train-auc:0.999868
[45]	eval-auc:0.695731	train-auc:0.999871
[46]	eval-auc:0.694968	train-auc:0.999894
[47]	eval-auc:0.694935	train-auc:0.999896
[48]	eval-auc:0.696087	train-auc:0.999912
[49]	eval-auc:0.695969	train-auc:0.999917
[50]	eval-auc:0.696401	train-auc:0.999923
[51]	eval-auc:0.695717	train-auc:0.999913
[52]	eval-auc:0.696308	train-auc:0.999934
[53]	eval-auc:0.696392	train-auc:0.999948
[54]	eval-auc:0.696445	train-auc:0.999953
[55]	eval-auc:0.696849	train-auc:0.999952
[56]	eval-auc:0.696159	train-auc:0.999958
[57]	eval-auc:0.696742	train-auc:0.999958
[58]	eval-auc:0.696928	train-auc:0.999965
[59]	eval-auc:0.696395	train-auc:0.999966
[60]	eval-auc:0.695938	train-auc:0.999967
[61]	eval-auc:0.696698	train-auc:0.999969
[62]	eval-auc:0.697106	train-auc:0.999971
[63]	eval-auc:0.696887	train-auc:0.999971
[64]	eval-auc:0.696811	train-auc:0.999974
[65]	eval-auc:0.696663	train-auc:0.999974
[66]	eval-auc:0.696124	train-auc:0.999977
[67]	eval-auc:0.69685	train-auc:0.99998
[68]	eval-auc:0.696773	train-auc:0.999981
[69]	eval-auc:0.696876	train-auc:0.999981
[70]	eval-auc:0.696494	train-auc:0.99998
[71]	eval-auc:0.696809	train-auc:0.99998
[72]	eval-auc:0.696805	train-auc:0.999984
[73]	eval-auc:0.696799	train-auc:0.999983
[74]	eval-auc:0.697627	train-auc:0.999987
[75]	eval-auc:0.697297	train-auc:0.999987
[76]	eval-auc:0.697376	train-auc:0.999988
[77]	eval-auc:0.69677	train-auc:0.999989
[78]	eval-auc:0.695987	train-auc:0.999989
[79]	eval-auc:0.695456	train-auc:0.999989
[80]	eval-auc:0.695203	train-auc:0.999989
[81]	eval-auc:0.695209	train-auc:0.99999
[82]	eval-auc:0.695369	train-auc:0.999991
[83]	eval-auc:0.695238	train-auc:0.999991
[84]	eval-auc:0.694714	train-auc:0.999991
[85]	eval-auc:0.695156	train-auc:0.999993
[86]	eval-auc:0.694374	train-auc:0.999993
[87]	eval-auc:0.694183	train-auc:0.999994
[88]	eval-auc:0.694263	train-auc:0.999996
[89]	eval-auc:0.693985	train-auc:0.999996
[90]	eval-auc:0.693911	train-auc:0.999996
[91]	eval-auc:0.693613	train-auc:0.999996
[92]	eval-auc:0.693675	train-auc:0.999996
[93]	eval-auc:0.693394	train-auc:0.999996
[94]	eval-auc:0.692948	train-auc:0.999996
[95]	eval-auc:0.692657	train-auc:0.999996
[96]	eval-auc:0.692707	train-auc:0.999997
[97]	eval-auc:0.692594	train-auc:0.999997
[98]	eval-auc:0.692448	train-auc:0.999997
[99]	eval-auc:0.693255	train-auc:0.999997
[100]	eval-auc:0.692955	train-auc:0.999997
[101]	eval-auc:0.69282	train-auc:0.999997
[102]	eval-auc:0.692285	train-auc:0.999997
[103]	eval-auc:0.692949	train-auc:0.999997
[104]	eval-auc:0.693165	train-auc:0.999998
[105]	eval-auc:0.69326	train-auc:0.999998
[106]	eval-auc:0.693315	train-auc:0.999998
[107]	eval-auc:0.693479	train-auc:0.999998
[108]	eval-auc:0.69365	train-auc:0.999999
[109]	eval-auc:0.693872	train-auc:0.999999
[110]	eval-auc:0.693631	train-auc:0.999999
[111]	eval-auc:0.693794	train-auc:0.999999
[112]	eval-auc:0.694023	train-auc:0.999999
[113]	eval-auc:0.69423	train-auc:0.999999
[114]	eval-auc:0.694327	train-auc:0.999999
[115]	eval-auc:0.694224	train-auc:0.999999
[116]	eval-auc:0.69462	train-auc:0.999999
[117]	eval-auc:0.694659	train-auc:0.999999
[118]	eval-auc:0.694438	train-auc:0.999999
[119]	eval-auc:0.694376	train-auc:0.999999
[120]	eval-auc:0.694448	train-auc:1
[121]	eval-auc:0.694546	train-auc:0.999999
[122]	eval-auc:0.694292	train-auc:1
[123]	eval-auc:0.694419	train-auc:1
[124]	eval-auc:0.693951	train-auc:1
[125]	eval-auc:0.693834	train-auc:1
[126]	eval-auc:0.693432	train-auc:1
[127]	eval-auc:0.692992	train-auc:1
[128]	eval-auc:0.692839	train-auc:1
[129]	eval-auc:0.692954	train-auc:1
[130]	eval-auc:0.692756	train-auc:1
[131]	eval-auc:0.69252	train-auc:1
[132]	eval-auc:0.69197	train-auc:1
[133]	eval-auc:0.69193	train-auc:1
[134]	eval-auc:0.69239	train-auc:1
[135]	eval-auc:0.69206	train-auc:1
[136]	eval-auc:0.692093	train-auc:1
[137]	eval-auc:0.691798	train-auc:1
[138]	eval-auc:0.692043	train-auc:1
[139]	eval-auc:0.69243	train-auc:1
[140]	eval-auc:0.692122	train-auc:1
[141]	eval-auc:0.692303	train-auc:1
[142]	eval-auc:0.692616	train-auc:1
[143]	eval-auc:0.692294	train-auc:1
[144]	eval-auc:0.692236	train-auc:1
[145]	eval-auc:0.692337	train-auc:1
[146]	eval-auc:0.692255	train-auc:1
[147]	eval-auc:0.692039	train-auc:1
[148]	eval-auc:0.692072	train-auc:1
[149]	eval-auc:0.692145	train-auc:1
[150]	eval-auc:0.691961	train-auc:1
[151]	eval-auc:0.692166	train-auc:1
[152]	eval-auc:0.692084	train-auc:1
[153]	eval-auc:0.692183	train-auc:1
[154]	eval-auc:0.692186	train-auc:1
[155]	eval-auc:0.692635	train-auc:1
[156]	eval-auc:0.692693	train-auc:1
[157]	eval-auc:0.692585	train-auc:1
[158]	eval-auc:0.69269	train-auc:1
[159]	eval-auc:0.692742	train-auc:1
[160]	eval-auc:0.692957	train-auc:1
[161]	eval-auc:0.692916	train-auc:1
[162]	eval-auc:0.692474	train-auc:1
[163]	eval-auc:0.692518	train-auc:1
[164]	eval-auc:0.692677	train-auc:1
[165]	eval-auc:0.693094	train-auc:1
[166]	eval-auc:0.693047	train-auc:1
[167]	eval-auc:0.692705	train-auc:1
[168]	eval-auc:0.692952	train-auc:1
[169]	eval-auc:0.692966	train-auc:1
[170]	eval-auc:0.692792	train-auc:1
[171]	eval-auc:0.69273	train-auc:1
[172]	eval-auc:0.692779	train-auc:1
[173]	eval-auc:0.692827	train-auc:1
[174]	eval-auc:0.692862	train-auc:1
[175]	eval-auc:0.693037	train-auc:1
[176]	eval-auc:0.693039	train-auc:1
[177]	eval-auc:0.692859	train-auc:1
[178]	eval-auc:0.692765	train-auc:1
[179]	eval-auc:0.692852	train-auc:1
[180]	eval-auc:0.692893	train-auc:1
[181]	eval-auc:0.693149	train-auc:1
[182]	eval-auc:0.693374	train-auc:1
[183]	eval-auc:0.693203	train-auc:1
[184]	eval-auc:0.693132	train-auc:1
[185]	eval-auc:0.693139	train-auc:1
[186]	eval-auc:0.693308	train-auc:1
[187]	eval-auc:0.69364	train-auc:1
[188]	eval-auc:0.693805	train-auc:1
[189]	eval-auc:0.693707	train-auc:1
[190]	eval-auc:0.693444	train-auc:1
[191]	eval-auc:0.693704	train-auc:1
[192]	eval-auc:0.694364	train-auc:1
[193]	eval-auc:0.694108	train-auc:1
[194]	eval-auc:0.694231	train-auc:1
[195]	eval-auc:0.694469	train-auc:1
[196]	eval-auc:0.694393	train-auc:1
[197]	eval-auc:0.69454	train-auc:1
[198]	eval-auc:0.694668	train-auc:1
[199]	eval-auc:0.694842	train-auc:1
[200]	eval-auc:0.69476	train-auc:1
[201]	eval-auc:0.694906	train-auc:1
[202]	eval-auc:0.694577	train-auc:1
[203]	eval-auc:0.694388	train-auc:1
[204]	eval-auc:0.694455	train-auc:1
[205]	eval-auc:0.694388	train-auc:1
[206]	eval-auc:0.694443	train-auc:1
[207]	eval-auc:0.694307	train-auc:1
[208]	eval-auc:0.694269	train-auc:1
[209]	eval-auc:0.694262	train-auc:1
[210]	eval-auc:0.69455	train-auc:1
[211]	eval-auc:0.694405	train-auc:1
[212]	eval-auc:0.69416	train-auc:1
[213]	eval-auc:0.694161	train-auc:1
[214]	eval-auc:0.693799	train-auc:1
[215]	eval-auc:0.693901	train-auc:1
[216]	eval-auc:0.693761	train-auc:1
[217]	eval-auc:0.693537	train-auc:1
[218]	eval-auc:0.693575	train-auc:1
[219]	eval-auc:0.693718	train-auc:1
[220]	eval-auc:0.693478	train-auc:1
[221]	eval-auc:0.693234	train-auc:1
[222]	eval-auc:0.693385	train-auc:1
[223]	eval-auc:0.693158	train-auc:1
[224]	eval-auc:0.69327	train-auc:1
[225]	eval-auc:0.693173	train-auc:1
[226]	eval-auc:0.693168	train-auc:1
[227]	eval-auc:0.693494	train-auc:1
[228]	eval-auc:0.693277	train-auc:1
[229]	eval-auc:0.693161	train-auc:1
[230]	eval-auc:0.693351	train-auc:1
[231]	eval-auc:0.69335	train-auc:1
[232]	eval-auc:0.693237	train-auc:1
[233]	eval-auc:0.693115	train-auc:1
[234]	eval-auc:0.693205	train-auc:1
[235]	eval-auc:0.693328	train-auc:1
[236]	eval-auc:0.693423	train-auc:1
[237]	eval-auc:0.693639	train-auc:1
[238]	eval-auc:0.693602	train-auc:1
[239]	eval-auc:0.693523	train-auc:1
[240]	eval-auc:0.693467	train-auc:1
[241]	eval-auc:0.693436	train-auc:1
[242]	eval-auc:0.693654	train-auc:1
[243]	eval-auc:0.693424	train-auc:1
[244]	eval-auc:0.693459	train-auc:1
[245]	eval-auc:0.693357	train-auc:1
[246]	eval-auc:0.69391	train-auc:1
[247]	eval-auc:0.693898	train-auc:1
[248]	eval-auc:0.693787	train-auc:1
[249]	eval-auc:0.693773	train-auc:1
[250]	eval-auc:0.693799	train-auc:1
[251]	eval-auc:0.693686	train-auc:1
[252]	eval-auc:0.693758	train-auc:1
[253]	eval-auc:0.693581	train-auc:1
[254]	eval-auc:0.693499	train-auc:1
[255]	eval-auc:0.693557	train-auc:1
[256]	eval-auc:0.693584	train-auc:1
[257]	eval-auc:0.693435	train-auc:1
[258]	eval-auc:0.693199	train-auc:1
[259]	eval-auc:0.693322	train-auc:1
[260]	eval-auc:0.693308	train-auc:1
[261]	eval-auc:0.693258	train-auc:1
[262]	eval-auc:0.693086	train-auc:1
[263]	eval-auc:0.692812	train-auc:1
[264]	eval-auc:0.692663	train-auc:1
[265]	eval-auc:0.692871	train-auc:1
[266]	eval-auc:0.692759	train-auc:1
[267]	eval-auc:0.69283	train-auc:1
[268]	eval-auc:0.692981	train-auc:1
[269]	eval-auc:0.693039	train-auc:1
[270]	eval-auc:0.69298	train-auc:1
[271]	eval-auc:0.692882	train-auc:1
[272]	eval-auc:0.69283	train-auc:1
[273]	eval-auc:0.692696	train-auc:1
[274]	eval-auc:0.692579	train-auc:1
[275]	eval-auc:0.692751	train-auc:1
[276]	eval-auc:0.6926	train-auc:1
[277]	eval-auc:0.692374	train-auc:1
[278]	eval-auc:0.692115	train-auc:1
[279]	eval-auc:0.692209	train-auc:1
[280]	eval-auc:0.692005	train-auc:1
[281]	eval-auc:0.692003	train-auc:1
[282]	eval-auc:0.69199	train-auc:1
[283]	eval-auc:0.691949	train-auc:1
[284]	eval-auc:0.69166	train-auc:1
[285]	eval-auc:0.691808	train-auc:1
[286]	eval-auc:0.691931	train-auc:1
[287]	eval-auc:0.691922	train-auc:1
[288]	eval-auc:0.692119	train-auc:1
[289]	eval-auc:0.691991	train-auc:1
[290]	eval-auc:0.691993	train-auc:1
[291]	eval-auc:0.691891	train-auc:1
[292]	eval-auc:0.691879	train-auc:1
[293]	eval-auc:0.691984	train-auc:1
[294]	eval-auc:0.691988	train-auc:1
[295]	eval-auc:0.692163	train-auc:1
[296]	eval-auc:0.692086	train-auc:1
[297]	eval-auc:0.692278	train-auc:1
[298]	eval-auc:0.692229	train-auc:1
[299]	eval-auc:0.692157	train-auc:1
[300]	eval-auc:0.692255	train-auc:1
[301]	eval-auc:0.692299	train-auc:1
[302]	eval-auc:0.692287	train-auc:1
[303]	eval-auc:0.692339	train-auc:1
[304]	eval-auc:0.692238	train-auc:1
[305]	eval-auc:0.692249	train-auc:1
[306]	eval-auc:0.69199	train-auc:1
[307]	eval-auc:0.692	train-auc:1
[308]	eval-auc:0.692016	train-auc:1
[309]	eval-auc:0.691973	train-auc:1
[310]	eval-auc:0.692346	train-auc:1
[311]	eval-auc:0.69259	train-auc:1
[312]	eval-auc:0.692607	train-auc:1
[313]	eval-auc:0.692491	train-auc:1
[314]	eval-auc:0.692319	train-auc:1
[315]	eval-auc:0.69224	train-auc:1
[316]	eval-auc:0.692083	train-auc:1
[317]	eval-auc:0.692089	train-auc:1
[318]	eval-auc:0.692133	train-auc:1
[319]	eval-auc:0.691869	train-auc:1
[320]	eval-auc:0.69181	train-auc:1
[321]	eval-auc:0.691728	train-auc:1
[322]	eval-auc:0.691713	train-auc:1
[323]	eval-auc:0.691643	train-auc:1
[324]	eval-auc:0.691685	train-auc:1
[325]	eval-auc:0.691814	train-auc:1
[326]	eval-auc:0.691867	train-auc:1
[327]	eval-auc:0.6922	train-auc:1
[328]	eval-auc:0.692404	train-auc:1
[329]	eval-auc:0.692395	train-auc:1
[330]	eval-auc:0.692558	train-auc:1
[331]	eval-auc:0.692506	train-auc:1
[332]	eval-auc:0.692503	train-auc:1
[333]	eval-auc:0.692512	train-auc:1
[334]	eval-auc:0.692501	train-auc:1
[335]	eval-auc:0.692593	train-auc:1
[336]	eval-auc:0.692677	train-auc:1
[337]	eval-auc:0.692559	train-auc:1
[338]	eval-auc:0.692504	train-auc:1
[339]	eval-auc:0.692489	train-auc:1
[340]	eval-auc:0.692307	train-auc:1
[341]	eval-auc:0.692206	train-auc:1
[342]	eval-auc:0.692258	train-auc:1
[343]	eval-auc:0.692533	train-auc:1
[344]	eval-auc:0.692614	train-auc:1
[345]	eval-auc:0.692622	train-auc:1
[346]	eval-auc:0.692807	train-auc:1
[347]	eval-auc:0.692585	train-auc:1
[348]	eval-auc:0.692769	train-auc:1
[349]	eval-auc:0.69267	train-auc:1
[350]	eval-auc:0.692504	train-auc:1
[351]	eval-auc:0.692567	train-auc:1
[352]	eval-auc:0.692203	train-auc:1
[353]	eval-auc:0.692284	train-auc:1
[354]	eval-auc:0.692305	train-auc:1
[355]	eval-auc:0.69225	train-auc:1
[356]	eval-auc:0.692431	train-auc:1
[357]	eval-auc:0.69274	train-auc:1
[358]	eval-auc:0.69273	train-auc:1
[359]	eval-auc:0.692867	train-auc:1
[360]	eval-auc:0.692786	train-auc:1
[361]	eval-auc:0.692794	train-auc:1
[362]	eval-auc:0.69274	train-auc:1
[363]	eval-auc:0.692992	train-auc:1
[364]	eval-auc:0.692967	train-auc:1
[365]	eval-auc:0.692852	train-auc:1
[366]	eval-auc:0.692812	train-auc:1
[367]	eval-auc:0.692619	train-auc:1
[368]	eval-auc:0.69257	train-auc:1
[369]	eval-auc:0.692567	train-auc:1
[370]	eval-auc:0.69267	train-auc:1
[371]	eval-auc:0.692635	train-auc:1
[372]	eval-auc:0.692593	train-auc:1
[373]	eval-auc:0.692722	train-auc:1
[374]	eval-auc:0.692785	train-auc:1
[375]	eval-auc:0.692798	train-auc:1
[376]	eval-auc:0.693251	train-auc:1
[377]	eval-auc:0.693162	train-auc:1
[378]	eval-auc:0.693291	train-auc:1
[379]	eval-auc:0.693077	train-auc:1
[380]	eval-auc:0.693088	train-auc:1
[381]	eval-auc:0.69315	train-auc:1
[382]	eval-auc:0.693235	train-auc:1
[383]	eval-auc:0.693034	train-auc:1
[384]	eval-auc:0.69301	train-auc:1
[385]	eval-auc:0.692864	train-auc:1
[386]	eval-auc:0.692938	train-auc:1
[387]	eval-auc:0.692948	train-auc:1
[388]	eval-auc:0.692996	train-auc:1
[389]	eval-auc:0.692937	train-auc:1
[390]	eval-auc:0.69291	train-auc:1
[391]	eval-auc:0.692979	train-auc:1
[392]	eval-auc:0.692931	train-auc:1
[393]	eval-auc:0.692961	train-auc:1
[394]	eval-auc:0.693103	train-auc:1
[395]	eval-auc:0.692987	train-auc:1
[396]	eval-auc:0.692969	train-auc:1
[397]	eval-auc:0.692827	train-auc:1
[398]	eval-auc:0.692879	train-auc:1
[399]	eval-auc:0.692876	train-auc:1
[400]	eval-auc:0.692765	train-auc:1
[401]	eval-auc:0.692779	train-auc:1
[402]	eval-auc:0.692859	train-auc:1
[403]	eval-auc:0.692966	train-auc:1
[404]	eval-auc:0.69287	train-auc:1
[405]	eval-auc:0.692823	train-auc:1
[406]	eval-auc:0.692911	train-auc:1
[407]	eval-auc:0.692973	train-auc:1
[408]	eval-auc:0.69301	train-auc:1
[409]	eval-auc:0.693057	train-auc:1
[410]	eval-auc:0.692925	train-auc:1
[411]	eval-auc:0.692977	train-auc:1
[412]	eval-auc:0.692946	train-auc:1
[413]	eval-auc:0.692773	train-auc:1
[414]	eval-auc:0.692637	train-auc:1
[415]	eval-auc:0.692533	train-auc:1
[416]	eval-auc:0.692532	train-auc:1
[417]	eval-auc:0.692658	train-auc:1
	Score 0.6926582733374752


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 773.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.696547	train-auc:0.712046
[2]	eval-auc:0.695545	train-auc:0.714832
[3]	eval-auc:0.694778	train-auc:0.714162
[4]	eval-auc:0.694933	train-auc:0.715523
[5]	eval-auc:0.693299	train-auc:0.717034
[6]	eval-auc:0.694254	train-auc:0.721122
[7]	eval-auc:0.696952	train-auc:0.722284
[8]	eval-auc:0.697628	train-auc:0.723611
[9]	eval-auc:0.699422	train-auc:0.722984
[10]	eval-auc:0.700539	train-auc:0.71929
[11]	eval-auc:0.698927	train-auc:0.719622
[12]	eval-auc:0.697732	train-auc:0.723827
[13]	eval-auc:0.696955	train-auc:0.721166
[14]	eval-auc:0.69813	train-auc:0.725087
[15]	eval-auc:0.697536	train-auc:0.724481
[16]	eval-auc:0.698926	train-auc:0.725222
[17]	eval-auc:0.701393	train-auc:0.727648
[18]	eval-auc:0.699953	train-auc:0.727091
[19]	eval-auc:0.699705	train-auc:0.7284
[20]	eval-auc:0.700866	train-auc:0.729028
[21]	eval-auc:0.703307	train-auc:0.73126
[22]	eval-auc:0.70437	train-auc:0.731685
[23]	eval-auc:0.70362	train-auc:0.731228
[24]	eval-auc:0.703611	train-auc:0.731325
[25]	eval-auc:0.703789	train-auc:0.731613
[26]	eval-auc:0.7039	train-auc:0.733276
[27]	eval-auc:0.702899	train-auc:0.733399
[28]	eval-auc:0.702791	train-auc:0.734757
[29]	eval-auc:0.703632	train-auc:0.734941
[30]	eval-auc:0.704107	train-auc:0.736139
[31]	eval-auc:0.704624	train-auc:0.736599
[32]	eval-auc:0.704662	train-auc:0.737065
[33]	eval-auc:0.705955	train-auc:0.738154
[34]	eval-auc:0.705905	train-auc:0.738192
[35]	eval-auc:0.705504	train-auc:0.738822
[36]	eval-auc:0.704942	train-auc:0.740843
[37]	eval-auc:0.705741	train-auc:0.741888
[38]	eval-auc:0.706271	train-auc:0.741877
[39]	eval-auc:0.706332	train-auc:0.742104
[40]	eval-auc:0.70569	train-auc:0.741509
[41]	eval-auc:0.705739	train-auc:0.741858
[42]	eval-auc:0.70485	train-auc:0.742961
[43]	eval-auc:0.705289	train-auc:0.74418
[44]	eval-auc:0.705686	train-auc:0.746379
[45]	eval-auc:0.706542	train-auc:0.746152
[46]	eval-auc:0.706425	train-auc:0.74652
[47]	eval-auc:0.706135	train-auc:0.747176
[48]	eval-auc:0.706778	train-auc:0.748732
[49]	eval-auc:0.707132	train-auc:0.750106
[50]	eval-auc:0.707313	train-auc:0.750729
[51]	eval-auc:0.707475	train-auc:0.750789
[52]	eval-auc:0.708113	train-auc:0.750981
[53]	eval-auc:0.706195	train-auc:0.751715
[54]	eval-auc:0.705778	train-auc:0.753165
[55]	eval-auc:0.705871	train-auc:0.753517
[56]	eval-auc:0.706054	train-auc:0.75368
[57]	eval-auc:0.705701	train-auc:0.753919
[58]	eval-auc:0.705557	train-auc:0.754457
[59]	eval-auc:0.705104	train-auc:0.755841
[60]	eval-auc:0.705383	train-auc:0.756574
[61]	eval-auc:0.70597	train-auc:0.75746
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[738]	eval-auc:0.69601	train-auc:0.921703
[739]	eval-auc:0.695807	train-auc:0.921777
[740]	eval-auc:0.695672	train-auc:0.92171
[741]	eval-auc:0.695623	train-auc:0.921872
[742]	eval-auc:0.696033	train-auc:0.92202
[743]	eval-auc:0.695975	train-auc:0.921982
[744]	eval-auc:0.695733	train-auc:0.922078
[745]	eval-auc:0.695647	train-auc:0.92229
[746]	eval-auc:0.695681	train-auc:0.922376
[747]	eval-auc:0.695771	train-auc:0.92239
[748]	eval-auc:0.69596	train-auc:0.922584
[749]	eval-auc:0.695634	train-auc:0.922663
[750]	eval-auc:0.695503	train-auc:0.922879
[751]	eval-auc:0.695768	train-auc:0.922999
[752]	eval-auc:0.695885	train-auc:0.923086
[753]	eval-auc:0.695815	train-auc:0.923167
[754]	eval-auc:0.69559	train-auc:0.923287
[755]	eval-auc:0.695656	train-auc:0.923399
[756]	eval-auc:0.695644	train-auc:0.923473
[757]	eval-auc:0.695408	train-auc:0.923526
[758]	eval-auc:0.695169	train-auc:0.923584
[759]	eval-auc:0.695153	train-auc:0.923696
[760]	eval-auc:0.695283	train-auc:0.923768
[761]	eval-auc:0.695459	train-auc:0.92401
[762]	eval-auc:0.695428	train-auc:0.924303
[763]	eval-auc:0.69553	train-auc:0.924306
[764]	eval-auc:0.695532	train-auc:0.924288
[765]	eval-auc:0.695247	train-auc:0.924464
[766]	eval-auc:0.695422	train-auc:0.924663
[767]	eval-auc:0.695637	train-auc:0.924865
[768]	eval-auc:0.69546	train-auc:0.924933
[769]	eval-auc:0.695221	train-auc:0.925009
[770]	eval-auc:0.695043	train-auc:0.925167
[771]	eval-auc:0.695162	train-auc:0.925199
[772]	eval-auc:0.695317	train-auc:0.9252
	Score 0.6953169730414549


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 10, 'min_child_weight': 1.0, 'n_estimators': 349.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.697355	train-auc:0.885159
[1]	eval-auc:0.629428	train-auc:0.941439
[2]	eval-auc:0.666541	train-auc:0.955616
[3]	eval-auc:0.641732	train-auc:0.964975
[4]	eval-auc:0.653082	train-auc:0.970881
[5]	eval-auc:0.663905	train-auc:0.979272
[6]	eval-auc:0.66888	train-auc:0.983635
[7]	eval-auc:0.674465	train-auc:0.983887
[8]	eval-auc:0.675961	train-auc:0.985646
[9]	eval-auc:0.682112	train-auc:0.989374
[10]	eval-auc:0.686544	train-auc:0.98907
[11]	eval-auc:0.690477	train-auc:0.989559
[12]	eval-auc:0.689001	train-auc:0.991205
[13]	eval-auc:0.688304	train-auc:0.992411
[14]	eval-auc:0.689223	train-auc:0.993352
[15]	eval-auc:0.689238	train-auc:0.995221
[16]	eval-auc:0.689288	train-auc:0.995793
[17]	eval-auc:0.688084	train-auc:0.996313
[18]	eval-auc:0.686948	train-auc:0.99675
[19]	eval-auc:0.687979	train-auc:0.996733
[20]	eval-auc:0.688006	train-auc:0.996904
[21]	eval-auc:0.689224	train-auc:0.997141
[22]	eval-auc:0.689535	train-auc:0.997246
[23]	eval-auc:0.688987	train-auc:0.997298
[24]	eval-auc:0.691123	train-auc:0.997742
[25]	eval-auc:0.692092	train-auc:0.998139
[26]	eval-auc:0.691815	train-auc:0.998372
[27]	eval-auc:0.690837	train-auc:0.998499
[28]	eval-auc:0.691446	train-auc:0.99863
[29]	eval-auc:0.691343	train-auc:0.998671
[30]	eval-auc:0.691201	train-auc:0.998918
[31]	eval-auc:0.692521	train-auc:0.999063
[32]	eval-auc:0.692819	train-auc:0.999107
[33]	eval-auc:0.692916	train-auc:0.999184
[34]	eval-auc:0.692806	train-auc:0.999364
[35]	eval-auc:0.692806	train-auc:0.999425
[36]	eval-auc:0.693042	train-auc:0.999436
[37]	eval-auc:0.692911	train-auc:0.999423
[38]	eval-auc:0.69234	train-auc:0.999593
[39]	eval-auc:0.691985	train-auc:0.999639
[40]	eval-auc:0.692057	train-auc:0.99967
[41]	eval-auc:0.69333	train-auc:0.999695
[42]	eval-auc:0.694239	train-auc:0.999706
[43]	eval-auc:0.695044	train-auc:0.999743
[44]	eval-auc:0.694388	train-auc:0.999754
[45]	eval-auc:0.694717	train-auc:0.999787
[46]	eval-auc:0.694932	train-auc:0.999786
[47]	eval-auc:0.694953	train-auc:0.999801
[48]	eval-auc:0.694417	train-auc:0.999831
[49]	eval-auc:0.694067	train-auc:0.999832
[50]	eval-auc:0.694151	train-auc:0.99983
[51]	eval-auc:0.693765	train-auc:0.999879
[52]	eval-auc:0.693531	train-auc:0.999884
[53]	eval-auc:0.69301	train-auc:0.999891
[54]	eval-auc:0.693531	train-auc:0.999898
[55]	eval-auc:0.693758	train-auc:0.999897
[56]	eval-auc:0.694014	train-auc:0.999899
[57]	eval-auc:0.693656	train-auc:0.999907
[58]	eval-auc:0.694105	train-auc:0.999915
[59]	eval-auc:0.693636	train-auc:0.999935
[60]	eval-auc:0.694067	train-auc:0.999939
[61]	eval-auc:0.693892	train-auc:0.999939
[62]	eval-auc:0.694141	train-auc:0.999936
[63]	eval-auc:0.694088	train-auc:0.999936
[64]	eval-auc:0.694039	train-auc:0.99994
[65]	eval-auc:0.694068	train-auc:0.99994
[66]	eval-auc:0.693822	train-auc:0.999949
[67]	eval-auc:0.693863	train-auc:0.999949
[68]	eval-auc:0.694158	train-auc:0.999949
[69]	eval-auc:0.69468	train-auc:0.999959
[70]	eval-auc:0.694125	train-auc:0.999959
[71]	eval-auc:0.693901	train-auc:0.999972
[72]	eval-auc:0.694531	train-auc:0.999976
[73]	eval-auc:0.694589	train-auc:0.999981
[74]	eval-auc:0.694848	train-auc:0.999981
[75]	eval-auc:0.694179	train-auc:0.999984
[76]	eval-auc:0.694797	train-auc:0.999984
[77]	eval-auc:0.695015	train-auc:0.999986
[78]	eval-auc:0.694833	train-auc:0.999987
[79]	eval-auc:0.69511	train-auc:0.999987
[80]	eval-auc:0.695098	train-auc:0.999987
[81]	eval-auc:0.694866	train-auc:0.999994
[82]	eval-auc:0.694455	train-auc:0.999995
[83]	eval-auc:0.69486	train-auc:0.999995
[84]	eval-auc:0.694405	train-auc:0.999996
[85]	eval-auc:0.693771	train-auc:0.999996
[86]	eval-auc:0.694079	train-auc:0.999996
[87]	eval-auc:0.694062	train-auc:0.999996
[88]	eval-auc:0.693761	train-auc:0.999997
[89]	eval-auc:0.694384	train-auc:0.999996
[90]	eval-auc:0.694286	train-auc:0.999999
[91]	eval-auc:0.694464	train-auc:0.999999
[92]	eval-auc:0.693574	train-auc:1
[93]	eval-auc:0.693565	train-auc:1
[94]	eval-auc:0.693471	train-auc:1
[95]	eval-auc:0.69357	train-auc:1
[96]	eval-auc:0.69345	train-auc:1
[97]	eval-auc:0.693179	train-auc:1
[98]	eval-auc:0.692914	train-auc:1
[99]	eval-auc:0.69254	train-auc:1
[100]	eval-auc:0.692739	train-auc:1
[101]	eval-auc:0.692832	train-auc:1
[102]	eval-auc:0.692605	train-auc:1
[103]	eval-auc:0.693278	train-auc:1
[104]	eval-auc:0.692945	train-auc:1
[105]	eval-auc:0.692745	train-auc:1
[106]	eval-auc:0.69246	train-auc:1
[107]	eval-auc:0.692541	train-auc:1
[108]	eval-auc:0.692224	train-auc:1
[109]	eval-auc:0.691938	train-auc:1
[110]	eval-auc:0.691831	train-auc:1
[111]	eval-auc:0.69171	train-auc:1
[112]	eval-auc:0.691605	train-auc:1
[113]	eval-auc:0.691193	train-auc:1
[114]	eval-auc:0.690846	train-auc:1
[115]	eval-auc:0.690752	train-auc:1
[116]	eval-auc:0.691062	train-auc:1
[117]	eval-auc:0.691231	train-auc:1
[118]	eval-auc:0.690986	train-auc:1
[119]	eval-auc:0.690807	train-auc:1
[120]	eval-auc:0.690421	train-auc:1
[121]	eval-auc:0.690557	train-auc:1
[122]	eval-auc:0.69072	train-auc:1
[123]	eval-auc:0.690511	train-auc:1
[124]	eval-auc:0.690281	train-auc:1
[125]	eval-auc:0.69024	train-auc:1
[126]	eval-auc:0.69014	train-auc:1
[127]	eval-auc:0.689607	train-auc:1
[128]	eval-auc:0.689722	train-auc:1
[129]	eval-auc:0.689704	train-auc:1
[130]	eval-auc:0.689652	train-auc:1
[131]	eval-auc:0.689891	train-auc:1
[132]	eval-auc:0.689797	train-auc:1
[133]	eval-auc:0.68941	train-auc:1
[134]	eval-auc:0.689509	train-auc:1
[135]	eval-auc:0.689438	train-auc:1
[136]	eval-auc:0.689497	train-auc:1
[137]	eval-auc:0.689298	train-auc:1
[138]	eval-auc:0.689791	train-auc:1
[139]	eval-auc:0.689686	train-auc:1
[140]	eval-auc:0.689518	train-auc:1
[141]	eval-auc:0.689581	train-auc:1
[142]	eval-auc:0.689662	train-auc:1
[143]	eval-auc:0.689524	train-auc:1
[144]	eval-auc:0.689788	train-auc:1
[145]	eval-auc:0.690077	train-auc:1
[146]	eval-auc:0.690485	train-auc:1
[147]	eval-auc:0.690336	train-auc:1
[148]	eval-auc:0.690572	train-auc:1
[149]	eval-auc:0.690711	train-auc:1
[150]	eval-auc:0.690482	train-auc:1
[151]	eval-auc:0.690749	train-auc:1
[152]	eval-auc:0.69063	train-auc:1
[153]	eval-auc:0.69074	train-auc:1
[154]	eval-auc:0.691059	train-auc:1
[155]	eval-auc:0.691225	train-auc:1
[156]	eval-auc:0.691337	train-auc:1
[157]	eval-auc:0.691222	train-auc:1
[158]	eval-auc:0.69116	train-auc:1
[159]	eval-auc:0.691271	train-auc:1
[160]	eval-auc:0.691662	train-auc:1
[161]	eval-auc:0.691836	train-auc:1
[162]	eval-auc:0.691975	train-auc:1
[163]	eval-auc:0.692084	train-auc:1
[164]	eval-auc:0.69208	train-auc:1
[165]	eval-auc:0.691993	train-auc:1
[166]	eval-auc:0.692061	train-auc:1
[167]	eval-auc:0.691969	train-auc:1
[168]	eval-auc:0.691789	train-auc:1
[169]	eval-auc:0.691623	train-auc:1
[170]	eval-auc:0.691394	train-auc:1
[171]	eval-auc:0.691203	train-auc:1
[172]	eval-auc:0.691545	train-auc:1
[173]	eval-auc:0.69156	train-auc:1
[174]	eval-auc:0.691495	train-auc:1
[175]	eval-auc:0.691742	train-auc:1
[176]	eval-auc:0.691731	train-auc:1
[177]	eval-auc:0.691975	train-auc:1
[178]	eval-auc:0.691807	train-auc:1
[179]	eval-auc:0.691638	train-auc:1
[180]	eval-auc:0.691524	train-auc:1
[181]	eval-auc:0.691574	train-auc:1
[182]	eval-auc:0.691206	train-auc:1
[183]	eval-auc:0.691286	train-auc:1
[184]	eval-auc:0.691055	train-auc:1
[185]	eval-auc:0.69091	train-auc:1
[186]	eval-auc:0.69088	train-auc:1
[187]	eval-auc:0.691062	train-auc:1
[188]	eval-auc:0.690872	train-auc:1
[189]	eval-auc:0.690606	train-auc:1
[190]	eval-auc:0.690458	train-auc:1
[191]	eval-auc:0.690225	train-auc:1
[192]	eval-auc:0.690243	train-auc:1
[193]	eval-auc:0.690166	train-auc:1
[194]	eval-auc:0.690309	train-auc:1
[195]	eval-auc:0.690402	train-auc:1
[196]	eval-auc:0.690338	train-auc:1
[197]	eval-auc:0.690344	train-auc:1
[198]	eval-auc:0.690306	train-auc:1
[199]	eval-auc:0.69067	train-auc:1
[200]	eval-auc:0.690699	train-auc:1
[201]	eval-auc:0.690225	train-auc:1
[202]	eval-auc:0.690097	train-auc:1
[203]	eval-auc:0.68986	train-auc:1
[204]	eval-auc:0.689885	train-auc:1
[205]	eval-auc:0.689969	train-auc:1
[206]	eval-auc:0.689879	train-auc:1
[207]	eval-auc:0.689591	train-auc:1
[208]	eval-auc:0.689783	train-auc:1
[209]	eval-auc:0.689645	train-auc:1
[210]	eval-auc:0.689549	train-auc:1
[211]	eval-auc:0.689678	train-auc:1
[212]	eval-auc:0.689678	train-auc:1
[213]	eval-auc:0.689678	train-auc:1
[214]	eval-auc:0.689678	train-auc:1
[215]	eval-auc:0.689678	train-auc:1
[216]	eval-auc:0.689678	train-auc:1
[217]	eval-auc:0.689678	train-auc:1
[218]	eval-auc:0.689678	train-auc:1
[219]	eval-auc:0.689678	train-auc:1
[220]	eval-auc:0.689678	train-auc:1
[221]	eval-auc:0.689853	train-auc:1
[222]	eval-auc:0.689588	train-auc:1
[223]	eval-auc:0.689314	train-auc:1
[224]	eval-auc:0.689619	train-auc:1
[225]	eval-auc:0.689619	train-auc:1
[226]	eval-auc:0.689362	train-auc:1
[227]	eval-auc:0.689362	train-auc:1
[228]	eval-auc:0.689362	train-auc:1
[229]	eval-auc:0.689362	train-auc:1
[230]	eval-auc:0.689362	train-auc:1
[231]	eval-auc:0.689275	train-auc:1
[232]	eval-auc:0.689275	train-auc:1
[233]	eval-auc:0.689275	train-auc:1
[234]	eval-auc:0.689275	train-auc:1
[235]	eval-auc:0.689275	train-auc:1
[236]	eval-auc:0.689275	train-auc:1
[237]	eval-auc:0.689275	train-auc:1
[238]	eval-auc:0.689357	train-auc:1
[239]	eval-auc:0.689358	train-auc:1
[240]	eval-auc:0.689358	train-auc:1
[241]	eval-auc:0.689358	train-auc:1
[242]	eval-auc:0.689358	train-auc:1
[243]	eval-auc:0.689358	train-auc:1
[244]	eval-auc:0.689358	train-auc:1
[245]	eval-auc:0.689358	train-auc:1
[246]	eval-auc:0.689358	train-auc:1
[247]	eval-auc:0.689358	train-auc:1
[248]	eval-auc:0.689358	train-auc:1
[249]	eval-auc:0.689358	train-auc:1
[250]	eval-auc:0.689358	train-auc:1
[251]	eval-auc:0.689567	train-auc:1
[252]	eval-auc:0.689627	train-auc:1
[253]	eval-auc:0.689627	train-auc:1
[254]	eval-auc:0.689627	train-auc:1
[255]	eval-auc:0.689716	train-auc:1
[256]	eval-auc:0.690248	train-auc:1
[257]	eval-auc:0.690565	train-auc:1
[258]	eval-auc:0.690694	train-auc:1
[259]	eval-auc:0.690592	train-auc:1
[260]	eval-auc:0.690601	train-auc:1
[261]	eval-auc:0.69102	train-auc:1
[262]	eval-auc:0.691084	train-auc:1
[263]	eval-auc:0.691332	train-auc:1
[264]	eval-auc:0.690983	train-auc:1
[265]	eval-auc:0.690941	train-auc:1
[266]	eval-auc:0.691017	train-auc:1
[267]	eval-auc:0.69095	train-auc:1
[268]	eval-auc:0.690837	train-auc:1
[269]	eval-auc:0.690724	train-auc:1
[270]	eval-auc:0.690832	train-auc:1
[271]	eval-auc:0.690814	train-auc:1
[272]	eval-auc:0.690633	train-auc:1
[273]	eval-auc:0.690584	train-auc:1
[274]	eval-auc:0.690584	train-auc:1
[275]	eval-auc:0.690584	train-auc:1
[276]	eval-auc:0.6906	train-auc:1
[277]	eval-auc:0.690162	train-auc:1
[278]	eval-auc:0.690333	train-auc:1
[279]	eval-auc:0.690408	train-auc:1
[280]	eval-auc:0.690313	train-auc:1
[281]	eval-auc:0.690313	train-auc:1
[282]	eval-auc:0.690313	train-auc:1
[283]	eval-auc:0.690313	train-auc:1
[284]	eval-auc:0.690313	train-auc:1
[285]	eval-auc:0.690313	train-auc:1
[286]	eval-auc:0.690313	train-auc:1
[287]	eval-auc:0.690313	train-auc:1
[288]	eval-auc:0.690313	train-auc:1
[289]	eval-auc:0.690313	train-auc:1
[290]	eval-auc:0.690313	train-auc:1
[291]	eval-auc:0.690205	train-auc:1
[292]	eval-auc:0.690205	train-auc:1
[293]	eval-auc:0.690204	train-auc:1
[294]	eval-auc:0.690204	train-auc:1
[295]	eval-auc:0.690204	train-auc:1
[296]	eval-auc:0.690204	train-auc:1
[297]	eval-auc:0.690204	train-auc:1
[298]	eval-auc:0.689943	train-auc:1
[299]	eval-auc:0.689943	train-auc:1
[300]	eval-auc:0.689943	train-auc:1
[301]	eval-auc:0.689943	train-auc:1
[302]	eval-auc:0.689733	train-auc:1
[303]	eval-auc:0.689856	train-auc:1
[304]	eval-auc:0.689856	train-auc:1
[305]	eval-auc:0.689509	train-auc:1
[306]	eval-auc:0.689509	train-auc:1
[307]	eval-auc:0.689509	train-auc:1
[308]	eval-auc:0.689509	train-auc:1
[309]	eval-auc:0.689509	train-auc:1
[310]	eval-auc:0.689509	train-auc:1
[311]	eval-auc:0.689509	train-auc:1
[312]	eval-auc:0.690155	train-auc:1
[313]	eval-auc:0.690155	train-auc:1
[314]	eval-auc:0.690155	train-auc:1
[315]	eval-auc:0.690155	train-auc:1
[316]	eval-auc:0.690099	train-auc:1
[317]	eval-auc:0.690175	train-auc:1
[318]	eval-auc:0.690175	train-auc:1
[319]	eval-auc:0.690175	train-auc:1
[320]	eval-auc:0.690175	train-auc:1
[321]	eval-auc:0.690175	train-auc:1
[322]	eval-auc:0.690175	train-auc:1
[323]	eval-auc:0.690175	train-auc:1
[324]	eval-auc:0.690175	train-auc:1
[325]	eval-auc:0.690175	train-auc:1
[326]	eval-auc:0.690175	train-auc:1
[327]	eval-auc:0.690277	train-auc:1
[328]	eval-auc:0.690277	train-auc:1
[329]	eval-auc:0.690277	train-auc:1
[330]	eval-auc:0.690277	train-auc:1
[331]	eval-auc:0.690277	train-auc:1
[332]	eval-auc:0.690277	train-auc:1
[333]	eval-auc:0.690277	train-auc:1
[334]	eval-auc:0.690257	train-auc:1
[335]	eval-auc:0.690257	train-auc:1
[336]	eval-auc:0.690458	train-auc:1
[337]	eval-auc:0.690458	train-auc:1
[338]	eval-auc:0.690458	train-auc:1
[339]	eval-auc:0.69072	train-auc:1
[340]	eval-auc:0.690895	train-auc:1
[341]	eval-auc:0.690884	train-auc:1
[342]	eval-auc:0.690884	train-auc:1
[343]	eval-auc:0.691169	train-auc:1
[344]	eval-auc:0.691169	train-auc:1
[345]	eval-auc:0.691169	train-auc:1
[346]	eval-auc:0.691169	train-auc:1
[347]	eval-auc:0.691169	train-auc:1
[348]	eval-auc:0.691169	train-auc:1
	Score 0.6911690360462424


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 137.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.668635	train-auc:0.684082
[1]	eval-auc:0.669846	train-auc:0.684857
[2]	eval-auc:0.674208	train-auc:0.685294
[3]	eval-auc:0.690858	train-auc:0.712208
[4]	eval-auc:0.695325	train-auc:0.714514
[5]	eval-auc:0.692345	train-auc:0.706069
[6]	eval-auc:0.692514	train-auc:0.705916
[7]	eval-auc:0.692099	train-auc:0.708697
[8]	eval-auc:0.694419	train-auc:0.711072
[9]	eval-auc:0.695232	train-auc:0.710978
[10]	eval-auc:0.697344	train-auc:0.712855
[11]	eval-auc:0.697777	train-auc:0.713577
[12]	eval-auc:0.697162	train-auc:0.714689
[13]	eval-auc:0.695908	train-auc:0.715924
[14]	eval-auc:0.695176	train-auc:0.717312
[15]	eval-auc:0.695334	train-auc:0.717016
[16]	eval-auc:0.697067	train-auc:0.717298
[17]	eval-auc:0.696062	train-auc:0.717362
[18]	eval-auc:0.696383	train-auc:0.717915
[19]	eval-auc:0.69539	train-auc:0.718284
[20]	eval-auc:0.695149	train-auc:0.718445
[21]	eval-auc:0.695676	train-auc:0.717812
[22]	eval-auc:0.696196	train-auc:0.718375
[23]	eval-auc:0.695781	train-auc:0.719041
[24]	eval-auc:0.695941	train-auc:0.719958
[25]	eval-auc:0.695743	train-auc:0.720667
[26]	eval-auc:0.695655	train-auc:0.72051
[27]	eval-auc:0.69602	train-auc:0.720817
[28]	eval-auc:0.695438	train-auc:0.721323
[29]	eval-auc:0.695424	train-auc:0.721738
[30]	eval-auc:0.696657	train-auc:0.720888
[31]	eval-auc:0.697182	train-auc:0.720864
[32]	eval-auc:0.697862	train-auc:0.721112
[33]	eval-auc:0.700058	train-auc:0.721677
[34]	eval-auc:0.699886	train-auc:0.720885
[35]	eval-auc:0.697882	train-auc:0.720403
[36]	eval-auc:0.697815	train-auc:0.720119
[37]	eval-auc:0.698117	train-auc:0.720883
[38]	eval-auc:0.698017	train-auc:0.721432
[39]	eval-auc:0.698742	train-auc:0.722156
[40]	eval-auc:0.698512	train-auc:0.721744
[41]	eval-auc:0.697896	train-auc:0.721714
[42]	eval-auc:0.697833	train-auc:0.721603
[43]	eval-auc:0.697651	train-auc:0.721576
[44]	eval-auc:0.69781	train-auc:0.722041
[45]	eval-auc:0.699241	train-auc:0.722571
[46]	eval-auc:0.699961	train-auc:0.722924
[47]	eval-auc:0.700254	train-auc:0.722873
[48]	eval-auc:0.700586	train-auc:0.722967
[49]	eval-auc:0.700159	train-auc:0.721442
[50]	eval-auc:0.700714	train-auc:0.72001
[51]	eval-auc:0.700645	train-auc:0.718923
[52]	eval-auc:0.700875	train-auc:0.719902
[53]	eval-auc:0.701241	train-auc:0.719411
[54]	eval-auc:0.701496	train-auc:0.720507
[55]	eval-auc:0.701464	train-auc:0.721156
[56]	eval-auc:0.70123	train-auc:0.720744
[57]	eval-auc:0.700372	train-auc:0.72012
[58]	eval-auc:0.699468	train-auc:0.71954
[59]	eval-auc:0.700701	train-auc:0.72046
[60]	eval-auc:0.70097	train-auc:0.721546
[61]	eval-auc:0.700921	train-auc:0.721379
[62]	eval-auc:0.701164	train-auc:0.72237
[63]	eval-auc:0.70117	train-auc:0.721967
[64]	eval-auc:0.699753	train-auc:0.721329
[65]	eval-auc:0.70058	train-auc:0.721273
[66]	eval-auc:0.699549	train-auc:0.720694
[67]	eval-auc:0.698731	train-auc:0.720657
[68]	eval-auc:0.698747	train-auc:0.720925
[69]	eval-auc:0.699373	train-auc:0.721508
[70]	eval-auc:0.698771	train-auc:0.721259
[71]	eval-auc:0.699339	train-auc:0.722028
[72]	eval-auc:0.698902	train-auc:0.721649
[73]	eval-auc:0.698662	train-auc:0.721375
[74]	eval-auc:0.699032	train-auc:0.722003
[75]	eval-auc:0.698908	train-auc:0.721387
[76]	eval-auc:0.699328	train-auc:0.722003
[77]	eval-auc:0.700028	train-auc:0.722236
[78]	eval-auc:0.699171	train-auc:0.722074
[79]	eval-auc:0.700079	train-auc:0.722695
[80]	eval-auc:0.699329	train-auc:0.722462
[81]	eval-auc:0.699433	train-auc:0.721945
[82]	eval-auc:0.700298	train-auc:0.722469
[83]	eval-auc:0.699617	train-auc:0.722065
[84]	eval-auc:0.700118	train-auc:0.723074
[85]	eval-auc:0.700601	train-auc:0.723859
[86]	eval-auc:0.701036	train-auc:0.72429
[87]	eval-auc:0.701913	train-auc:0.724939
[88]	eval-auc:0.701283	train-auc:0.724739
[89]	eval-auc:0.701342	train-auc:0.724616
[90]	eval-auc:0.701205	train-auc:0.7244
[91]	eval-auc:0.701384	train-auc:0.724005
[92]	eval-auc:0.700853	train-auc:0.723733
[93]	eval-auc:0.701208	train-auc:0.724519
[94]	eval-auc:0.700391	train-auc:0.724304
[95]	eval-auc:0.700032	train-auc:0.72393
[96]	eval-auc:0.700262	train-auc:0.724313
[97]	eval-auc:0.699892	train-auc:0.725007
[98]	eval-auc:0.700203	train-auc:0.72513
[99]	eval-auc:0.700345	train-auc:0.725356
[100]	eval-auc:0.700614	train-auc:0.725627
[101]	eval-auc:0.700917	train-auc:0.726055
[102]	eval-auc:0.701365	train-auc:0.726125
[103]	eval-auc:0.702041	train-auc:0.726736
[104]	eval-auc:0.702657	train-auc:0.727386
[105]	eval-auc:0.702977	train-auc:0.727492
[106]	eval-auc:0.703097	train-auc:0.727473
[107]	eval-auc:0.70344	train-auc:0.727471
[108]	eval-auc:0.703612	train-auc:0.727291
[109]	eval-auc:0.703761	train-auc:0.727737
[110]	eval-auc:0.703421	train-auc:0.727315
[111]	eval-auc:0.703522	train-auc:0.727327
[112]	eval-auc:0.703338	train-auc:0.727584
[113]	eval-auc:0.703405	train-auc:0.72774
[114]	eval-auc:0.703021	train-auc:0.727633
[115]	eval-auc:0.703125	train-auc:0.727294
[116]	eval-auc:0.703176	train-auc:0.72745
[117]	eval-auc:0.703109	train-auc:0.727581
[118]	eval-auc:0.703455	train-auc:0.728053
[119]	eval-auc:0.703553	train-auc:0.728343
[120]	eval-auc:0.703502	train-auc:0.728172
[121]	eval-auc:0.703908	train-auc:0.728532
[122]	eval-auc:0.704385	train-auc:0.7288
[123]	eval-auc:0.704003	train-auc:0.729089
[124]	eval-auc:0.7037	train-auc:0.729015
[125]	eval-auc:0.703742	train-auc:0.729116
[126]	eval-auc:0.703776	train-auc:0.729391
[127]	eval-auc:0.704105	train-auc:0.729655
[128]	eval-auc:0.704207	train-auc:0.729934
[129]	eval-auc:0.703763	train-auc:0.730018
[130]	eval-auc:0.703757	train-auc:0.730267
[131]	eval-auc:0.703621	train-auc:0.730398
[132]	eval-auc:0.703493	train-auc:0.730336
[133]	eval-auc:0.7037	train-auc:0.7305
[134]	eval-auc:0.703868	train-auc:0.730788
[135]	eval-auc:0.703853	train-auc:0.731169
[136]	eval-auc:0.703856	train-auc:0.73122
	Score 0.7038557236657773


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 8, 'min_child_weight': 1.0, 'n_estimators': 172.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.687523	train-auc:0.800496
[1]	eval-auc:0.694919	train-auc:0.835832
[2]	eval-auc:0.704141	train-auc:0.856333
[3]	eval-auc:0.699974	train-auc:0.866395
[4]	eval-auc:0.695489	train-auc:0.8857
[5]	eval-auc:0.698267	train-auc:0.895523
[6]	eval-auc:0.695911	train-auc:0.899933
[7]	eval-auc:0.696878	train-auc:0.904857
[8]	eval-auc:0.698891	train-auc:0.913785
[9]	eval-auc:0.69781	train-auc:0.922767
[10]	eval-auc:0.6929	train-auc:0.928568
[11]	eval-auc:0.689538	train-auc:0.933487
[12]	eval-auc:0.691751	train-auc:0.938749
[13]	eval-auc:0.690536	train-auc:0.940961
[14]	eval-auc:0.692387	train-auc:0.948538
[15]	eval-auc:0.695326	train-auc:0.949987
[16]	eval-auc:0.694696	train-auc:0.95294
[17]	eval-auc:0.695248	train-auc:0.956008
[18]	eval-auc:0.696097	train-auc:0.958915
[19]	eval-auc:0.697051	train-auc:0.961093
[20]	eval-auc:0.697007	train-auc:0.963017
[21]	eval-auc:0.698397	train-auc:0.966203
[22]	eval-auc:0.699859	train-auc:0.968714
[23]	eval-auc:0.699963	train-auc:0.970122
[24]	eval-auc:0.701565	train-auc:0.974054
[25]	eval-auc:0.701546	train-auc:0.975267
[26]	eval-auc:0.700682	train-auc:0.976034
[27]	eval-auc:0.699138	train-auc:0.977675
[28]	eval-auc:0.69969	train-auc:0.979518
[29]	eval-auc:0.698385	train-auc:0.980927
[30]	eval-auc:0.697641	train-auc:0.982151
[31]	eval-auc:0.698196	train-auc:0.983056
[32]	eval-auc:0.69876	train-auc:0.984336
[33]	eval-auc:0.696948	train-auc:0.98552
[34]	eval-auc:0.695384	train-auc:0.986976
[35]	eval-auc:0.696247	train-auc:0.987937
[36]	eval-auc:0.697315	train-auc:0.987899
[37]	eval-auc:0.697068	train-auc:0.988564
[38]	eval-auc:0.696753	train-auc:0.989205
[39]	eval-auc:0.699048	train-auc:0.989931
[40]	eval-auc:0.699954	train-auc:0.990509
[41]	eval-auc:0.699535	train-auc:0.99099
[42]	eval-auc:0.700441	train-auc:0.991648
[43]	eval-auc:0.699693	train-auc:0.992013
[44]	eval-auc:0.699663	train-auc:0.992534
[45]	eval-auc:0.699451	train-auc:0.992772
[46]	eval-auc:0.700372	train-auc:0.993452
[47]	eval-auc:0.700522	train-auc:0.993701
[48]	eval-auc:0.701874	train-auc:0.994062
[49]	eval-auc:0.700088	train-auc:0.994654
[50]	eval-auc:0.699808	train-auc:0.995249
[51]	eval-auc:0.698865	train-auc:0.995789
[52]	eval-auc:0.698356	train-auc:0.99594
[53]	eval-auc:0.699066	train-auc:0.99639
[54]	eval-auc:0.698691	train-auc:0.996758
[55]	eval-auc:0.69846	train-auc:0.99696
[56]	eval-auc:0.697834	train-auc:0.997057
[57]	eval-auc:0.698521	train-auc:0.997124
[58]	eval-auc:0.699567	train-auc:0.997307
[59]	eval-auc:0.697921	train-auc:0.997499
[60]	eval-auc:0.697918	train-auc:0.997761
[61]	eval-auc:0.698139	train-auc:0.997853
[62]	eval-auc:0.697941	train-auc:0.997979
[63]	eval-auc:0.697877	train-auc:0.998011
[64]	eval-auc:0.696232	train-auc:0.998038
[65]	eval-auc:0.695749	train-auc:0.998157
[66]	eval-auc:0.695958	train-auc:0.998254
[67]	eval-auc:0.695105	train-auc:0.998261
[68]	eval-auc:0.69595	train-auc:0.998279
[69]	eval-auc:0.696069	train-auc:0.998401
[70]	eval-auc:0.696662	train-auc:0.998449
[71]	eval-auc:0.696529	train-auc:0.998533
[72]	eval-auc:0.697545	train-auc:0.998644
[73]	eval-auc:0.695795	train-auc:0.998773
[74]	eval-auc:0.69737	train-auc:0.998847
[75]	eval-auc:0.69728	train-auc:0.998921
[76]	eval-auc:0.697204	train-auc:0.998972
[77]	eval-auc:0.698595	train-auc:0.999057
[78]	eval-auc:0.698516	train-auc:0.999082
[79]	eval-auc:0.699447	train-auc:0.999187
[80]	eval-auc:0.69992	train-auc:0.999231
[81]	eval-auc:0.700028	train-auc:0.999308
[82]	eval-auc:0.699996	train-auc:0.999333
[83]	eval-auc:0.699739	train-auc:0.999338
[84]	eval-auc:0.699693	train-auc:0.999391
[85]	eval-auc:0.699853	train-auc:0.999427
[86]	eval-auc:0.699305	train-auc:0.999477
[87]	eval-auc:0.698108	train-auc:0.999536
[88]	eval-auc:0.6979	train-auc:0.999614
[89]	eval-auc:0.697737	train-auc:0.999615
[90]	eval-auc:0.697989	train-auc:0.999651
[91]	eval-auc:0.697802	train-auc:0.999636
[92]	eval-auc:0.696304	train-auc:0.999705
[93]	eval-auc:0.695719	train-auc:0.999713
[94]	eval-auc:0.696055	train-auc:0.999701
[95]	eval-auc:0.696429	train-auc:0.999736
[96]	eval-auc:0.6962	train-auc:0.999761
[97]	eval-auc:0.695334	train-auc:0.999801
[98]	eval-auc:0.694604	train-auc:0.999819
[99]	eval-auc:0.696017	train-auc:0.999833
[100]	eval-auc:0.696599	train-auc:0.999832
[101]	eval-auc:0.696349	train-auc:0.999841
[102]	eval-auc:0.696042	train-auc:0.999858
[103]	eval-auc:0.6958	train-auc:0.999879
[104]	eval-auc:0.695897	train-auc:0.999896
[105]	eval-auc:0.696494	train-auc:0.999899
[106]	eval-auc:0.694821	train-auc:0.999897
[107]	eval-auc:0.694355	train-auc:0.999923
[108]	eval-auc:0.693939	train-auc:0.999917
[109]	eval-auc:0.693902	train-auc:0.999926
[110]	eval-auc:0.69484	train-auc:0.999928
[111]	eval-auc:0.693828	train-auc:0.999933
[112]	eval-auc:0.693875	train-auc:0.999939
[113]	eval-auc:0.693945	train-auc:0.999944
[114]	eval-auc:0.694036	train-auc:0.999961
[115]	eval-auc:0.694315	train-auc:0.999964
[116]	eval-auc:0.693883	train-auc:0.999965
[117]	eval-auc:0.69463	train-auc:0.999966
[118]	eval-auc:0.694511	train-auc:0.999973
[119]	eval-auc:0.695131	train-auc:0.999975
[120]	eval-auc:0.694929	train-auc:0.999978
[121]	eval-auc:0.695174	train-auc:0.999978
[122]	eval-auc:0.696066	train-auc:0.999982
[123]	eval-auc:0.697073	train-auc:0.999986
[124]	eval-auc:0.697022	train-auc:0.999986
[125]	eval-auc:0.697855	train-auc:0.99999
[126]	eval-auc:0.696884	train-auc:0.999991
[127]	eval-auc:0.696016	train-auc:0.999993
[128]	eval-auc:0.696983	train-auc:0.999994
[129]	eval-auc:0.697408	train-auc:0.999994
[130]	eval-auc:0.698171	train-auc:0.999995
[131]	eval-auc:0.698828	train-auc:0.999996
[132]	eval-auc:0.698274	train-auc:0.999996
[133]	eval-auc:0.69863	train-auc:0.999998
[134]	eval-auc:0.698032	train-auc:0.999998
[135]	eval-auc:0.697435	train-auc:0.999998
[136]	eval-auc:0.697293	train-auc:0.999998
[137]	eval-auc:0.696677	train-auc:0.999998
[138]	eval-auc:0.696735	train-auc:1
[139]	eval-auc:0.697173	train-auc:0.999999
[140]	eval-auc:0.69689	train-auc:0.999999
[141]	eval-auc:0.69699	train-auc:1
[142]	eval-auc:0.696278	train-auc:1
[143]	eval-auc:0.696272	train-auc:0.999999
[144]	eval-auc:0.696619	train-auc:0.999999
[145]	eval-auc:0.697307	train-auc:0.999999
[146]	eval-auc:0.697496	train-auc:1
[147]	eval-auc:0.697731	train-auc:1
[148]	eval-auc:0.69749	train-auc:1
[149]	eval-auc:0.698044	train-auc:1
[150]	eval-auc:0.697971	train-auc:1
[151]	eval-auc:0.697695	train-auc:1
[152]	eval-auc:0.698062	train-auc:1
[153]	eval-auc:0.697784	train-auc:1
[154]	eval-auc:0.698102	train-auc:1
[155]	eval-auc:0.698353	train-auc:1
[156]	eval-auc:0.697896	train-auc:1
[157]	eval-auc:0.698309	train-auc:1
[158]	eval-auc:0.697563	train-auc:1
[159]	eval-auc:0.69677	train-auc:1
[160]	eval-auc:0.696946	train-auc:1
[161]	eval-auc:0.697044	train-auc:1
[162]	eval-auc:0.697143	train-auc:1
[163]	eval-auc:0.696958	train-auc:1
[164]	eval-auc:0.696534	train-auc:1
[165]	eval-auc:0.697188	train-auc:1
[166]	eval-auc:0.697411	train-auc:1
[167]	eval-auc:0.697692	train-auc:1
[168]	eval-auc:0.698233	train-auc:1
[169]	eval-auc:0.698391	train-auc:1
[170]	eval-auc:0.698035	train-auc:1
[171]	eval-auc:0.698072	train-auc:1
	Score 0.6980716052089806


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 9, 'min_child_weight': 2.0, 'n_estimators': 385.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.704118	train-auc:0.830302
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[377]	eval-auc:0.702494	train-auc:1
[378]	eval-auc:0.702326	train-auc:1
[379]	eval-auc:0.702326	train-auc:1
[380]	eval-auc:0.702326	train-auc:1
[381]	eval-auc:0.702542	train-auc:1
[382]	eval-auc:0.702542	train-auc:1
[383]	eval-auc:0.702542	train-auc:1
[384]	eval-auc:0.702622	train-auc:1
	Score 0.7026215449085749


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 873.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.673488	train-auc:0.692109
[2]	eval-auc:0.704138	train-auc:0.715755
[3]	eval-auc:0.704513	train-auc:0.715774
[4]	eval-auc:0.698917	train-auc:0.715664
[5]	eval-auc:0.699966	train-auc:0.709273
[6]	eval-auc:0.699395	train-auc:0.712697
[7]	eval-auc:0.698092	train-auc:0.713545
[8]	eval-auc:0.703543	train-auc:0.718736
[9]	eval-auc:0.70438	train-auc:0.72022
[10]	eval-auc:0.703659	train-auc:0.721692
[11]	eval-auc:0.70367	train-auc:0.718906
[12]	eval-auc:0.702969	train-auc:0.721595
[13]	eval-auc:0.705445	train-auc:0.722119
[14]	eval-auc:0.704469	train-auc:0.722264
[15]	eval-auc:0.704843	train-auc:0.723161
[16]	eval-auc:0.703666	train-auc:0.724365
[17]	eval-auc:0.70289	train-auc:0.724652
[18]	eval-auc:0.703154	train-auc:0.724637
[19]	eval-auc:0.703036	train-auc:0.726497
[20]	eval-auc:0.704163	train-auc:0.727076
[21]	eval-auc:0.703984	train-auc:0.72778
[22]	eval-auc:0.70456	train-auc:0.729164
[23]	eval-auc:0.704747	train-auc:0.729564
[24]	eval-auc:0.705189	train-auc:0.730455
[25]	eval-auc:0.705209	train-auc:0.731244
[26]	eval-auc:0.705565	train-auc:0.732395
[27]	eval-auc:0.704453	train-auc:0.733343
[28]	eval-auc:0.704014	train-auc:0.734167
[29]	eval-auc:0.703109	train-auc:0.735911
[30]	eval-auc:0.703962	train-auc:0.73664
[31]	eval-auc:0.704412	train-auc:0.736914
[32]	eval-auc:0.70409	train-auc:0.737574
[33]	eval-auc:0.704319	train-auc:0.73814
[34]	eval-auc:0.705123	train-auc:0.740285
[35]	eval-auc:0.704935	train-auc:0.742144
[36]	eval-auc:0.706103	train-auc:0.74419
[37]	eval-auc:0.706671	train-auc:0.745277
[38]	eval-auc:0.707133	train-auc:0.745699
[39]	eval-auc:0.707492	train-auc:0.746485
[40]	eval-auc:0.708256	train-auc:0.747946
[41]	eval-auc:0.708025	train-auc:0.74816
[42]	eval-auc:0.706961	train-auc:0.750361
[43]	eval-auc:0.707244	train-auc:0.752545
[44]	eval-auc:0.707322	train-auc:0.753292
[45]	eval-auc:0.707463	train-auc:0.752768
[46]	eval-auc:0.707973	train-auc:0.753816
[47]	eval-auc:0.707961	train-auc:0.754607
[48]	eval-auc:0.70617	train-auc:0.755639
[49]	eval-auc:0.705924	train-auc:0.756684
[50]	eval-auc:0.706774	train-auc:0.757473
[51]	eval-auc:0.706913	train-auc:0.757925
[52]	eval-auc:0.705734	train-auc:0.758922
[53]	eval-auc:0.706064	train-auc:0.760283
[54]	eval-auc:0.706109	train-auc:0.76059
[55]	eval-auc:0.706525	train-auc:0.761617
[56]	eval-auc:0.70653	train-auc:0.76216
[57]	eval-auc:0.706976	train-auc:0.762434
[58]	eval-auc:0.707176	train-auc:0.763602
[59]	eval-auc:0.706429	train-auc:0.765094
[60]	eval-auc:0.707853	train-auc:0.765582
[61]	eval-auc:0.708381	train-auc:0.767049
[62]	eval-auc:0.708471	train-auc:0.767516
[63]	eval-auc:0.70885	train-auc:0.76857
[64]	eval-auc:0.709885	train-auc:0.768753
[65]	eval-auc:0.710234	train-auc:0.768646
[66]	eval-auc:0.710937	train-auc:0.769374
[67]	eval-auc:0.710362	train-auc:0.769706
[68]	eval-auc:0.708735	train-auc:0.770845
[69]	eval-auc:0.707098	train-auc:0.772174
[70]	eval-auc:0.707589	train-auc:0.773512
[71]	eval-auc:0.707583	train-auc:0.7743
[72]	eval-auc:0.706846	train-auc:0.775347
[73]	eval-auc:0.706188	train-auc:0.774925
[74]	eval-auc:0.707179	train-auc:0.774217
[75]	eval-auc:0.706537	train-auc:0.774729
[76]	eval-auc:0.707423	train-auc:0.775541
[77]	eval-auc:0.70608	train-auc:0.776209
[78]	eval-auc:0.705786	train-auc:0.776976
[79]	eval-auc:0.70545	train-auc:0.777858
[80]	eval-auc:0.705045	train-auc:0.778374
[81]	eval-auc:0.705374	train-auc:0.779154
[82]	eval-auc:0.706217	train-auc:0.778755
[83]	eval-auc:0.705833	train-auc:0.77883
[84]	eval-auc:0.70686	train-auc:0.78038
[85]	eval-auc:0.706693	train-auc:0.781519
[86]	eval-auc:0.706371	train-auc:0.782344
[87]	eval-auc:0.706412	train-auc:0.784387
[88]	eval-auc:0.706815	train-auc:0.785031
[89]	eval-auc:0.706716	train-auc:0.785296
[90]	eval-auc:0.706392	train-auc:0.785626
[91]	eval-auc:0.705263	train-auc:0.786544
[92]	eval-auc:0.704828	train-auc:0.787123
[93]	eval-auc:0.705279	train-auc:0.787659
[94]	eval-auc:0.705219	train-auc:0.788164
[95]	eval-auc:0.706599	train-auc:0.787767
[96]	eval-auc:0.7066	train-auc:0.788384
[97]	eval-auc:0.707213	train-auc:0.789485
[98]	eval-auc:0.707852	train-auc:0.790044
[99]	eval-auc:0.707389	train-auc:0.790802
[100]	eval-auc:0.706928	train-auc:0.790715
[101]	eval-auc:0.707194	train-auc:0.790631
[102]	eval-auc:0.706416	train-auc:0.791486
[103]	eval-auc:0.70657	train-auc:0.791862
[104]	eval-auc:0.705856	train-auc:0.792148
[105]	eval-auc:0.704734	train-auc:0.793107
[106]	eval-auc:0.70407	train-auc:0.793516
[107]	eval-auc:0.704562	train-auc:0.794962
[108]	eval-auc:0.704674	train-auc:0.795402
[109]	eval-auc:0.704403	train-auc:0.795756
[110]	eval-auc:0.70484	train-auc:0.79694
[111]	eval-auc:0.704651	train-auc:0.797714
[112]	eval-auc:0.703482	train-auc:0.798736
[113]	eval-auc:0.703153	train-auc:0.800015
[114]	eval-auc:0.703826	train-auc:0.800534
[115]	eval-auc:0.70488	train-auc:0.800838
[116]	eval-auc:0.705052	train-auc:0.801933
[117]	eval-auc:0.704604	train-auc:0.802773
[118]	eval-auc:0.705259	train-auc:0.803927
[119]	eval-auc:0.705743	train-auc:0.80498
[120]	eval-auc:0.70701	train-auc:0.806142
[121]	eval-auc:0.707519	train-auc:0.80647
[122]	eval-auc:0.707788	train-auc:0.807011
[123]	eval-auc:0.707857	train-auc:0.807476
[124]	eval-auc:0.707535	train-auc:0.807923
[125]	eval-auc:0.707605	train-auc:0.808589
[126]	eval-auc:0.70676	train-auc:0.809249
[127]	eval-auc:0.706696	train-auc:0.809608
[128]	eval-auc:0.70768	train-auc:0.811024
[129]	eval-auc:0.707034	train-auc:0.811363
[130]	eval-auc:0.70719	train-auc:0.811901
[131]	eval-auc:0.707115	train-auc:0.812953
[132]	eval-auc:0.706873	train-auc:0.813875
[133]	eval-auc:0.706058	train-auc:0.814503
[134]	eval-auc:0.705335	train-auc:0.815074
[135]	eval-auc:0.705863	train-auc:0.815825
[136]	eval-auc:0.705282	train-auc:0.81617
[137]	eval-auc:0.705792	train-auc:0.817194
[138]	eval-auc:0.705902	train-auc:0.817343
[139]	eval-auc:0.705443	train-auc:0.818904
[140]	eval-auc:0.705265	train-auc:0.819278
[141]	eval-auc:0.705334	train-auc:0.819508
[142]	eval-auc:0.705459	train-auc:0.819911
[143]	eval-auc:0.705672	train-auc:0.820347
[144]	eval-auc:0.705303	train-auc:0.820702
[145]	eval-auc:0.705359	train-auc:0.82134
[146]	eval-auc:0.705394	train-auc:0.821501
[147]	eval-auc:0.705697	train-auc:0.821835
[148]	eval-auc:0.705484	train-auc:0.822041
[149]	eval-auc:0.705545	train-auc:0.822165
[150]	eval-auc:0.706043	train-auc:0.822212
[151]	eval-auc:0.705862	train-auc:0.822743
[152]	eval-auc:0.705145	train-auc:0.822957
[153]	eval-auc:0.705594	train-auc:0.822104
[154]	eval-auc:0.70542	train-auc:0.822372
[155]	eval-auc:0.705796	train-auc:0.823421
[156]	eval-auc:0.705752	train-auc:0.823796
[157]	eval-auc:0.706416	train-auc:0.824178
[158]	eval-auc:0.70657	train-auc:0.825028
[159]	eval-auc:0.70696	train-auc:0.824541
[160]	eval-auc:0.706456	train-auc:0.824847
[161]	eval-auc:0.70675	train-auc:0.825809
[162]	eval-auc:0.707129	train-auc:0.826099
[163]	eval-auc:0.706007	train-auc:0.826274
[164]	eval-auc:0.707246	train-auc:0.82737
[165]	eval-auc:0.705705	train-auc:0.827631
[166]	eval-auc:0.706007	train-auc:0.82714
[167]	eval-auc:0.706046	train-auc:0.827913
[168]	eval-auc:0.706307	train-auc:0.82796
[169]	eval-auc:0.706625	train-auc:0.82769
[170]	eval-auc:0.705833	train-auc:0.828556
[171]	eval-auc:0.705839	train-auc:0.828951
[172]	eval-auc:0.705605	train-auc:0.829287
[173]	eval-auc:0.705635	train-auc:0.829899
[174]	eval-auc:0.705751	train-auc:0.830227
[175]	eval-auc:0.705786	train-auc:0.830994
[176]	eval-auc:0.705509	train-auc:0.831281
[177]	eval-auc:0.706476	train-auc:0.831818
[178]	eval-auc:0.706032	train-auc:0.832228
[179]	eval-auc:0.70542	train-auc:0.832698
[180]	eval-auc:0.705195	train-auc:0.833311
[181]	eval-auc:0.704932	train-auc:0.834339
[182]	eval-auc:0.705146	train-auc:0.835102
[183]	eval-auc:0.705562	train-auc:0.835853
[184]	eval-auc:0.705778	train-auc:0.836395
[185]	eval-auc:0.706377	train-auc:0.836805
[186]	eval-auc:0.705854	train-auc:0.837736
[187]	eval-auc:0.704671	train-auc:0.838165
[188]	eval-auc:0.704414	train-auc:0.838596
[189]	eval-auc:0.704312	train-auc:0.838928
[190]	eval-auc:0.704777	train-auc:0.838935
[191]	eval-auc:0.704517	train-auc:0.839456
[192]	eval-auc:0.704041	train-auc:0.839568
[193]	eval-auc:0.704584	train-auc:0.840064
[194]	eval-auc:0.704179	train-auc:0.840215
[195]	eval-auc:0.704699	train-auc:0.840654
[196]	eval-auc:0.7043	train-auc:0.840643
[197]	eval-auc:0.704775	train-auc:0.840289
[198]	eval-auc:0.704367	train-auc:0.841333
[199]	eval-auc:0.704225	train-auc:0.841843
[200]	eval-auc:0.704572	train-auc:0.842016
[201]	eval-auc:0.70472	train-auc:0.8421
[202]	eval-auc:0.704307	train-auc:0.842376
[203]	eval-auc:0.704116	train-auc:0.843128
[204]	eval-auc:0.704327	train-auc:0.842848
[205]	eval-auc:0.705131	train-auc:0.843445
[206]	eval-auc:0.704584	train-auc:0.843841
[207]	eval-auc:0.704551	train-auc:0.844728
[208]	eval-auc:0.70454	train-auc:0.844925
[209]	eval-auc:0.705105	train-auc:0.845083
[210]	eval-auc:0.704883	train-auc:0.844982
[211]	eval-auc:0.704869	train-auc:0.845181
[212]	eval-auc:0.704968	train-auc:0.845694
[213]	eval-auc:0.704673	train-auc:0.84583
[214]	eval-auc:0.704254	train-auc:0.846244
[215]	eval-auc:0.704664	train-auc:0.84699
[216]	eval-auc:0.704304	train-auc:0.847615
[217]	eval-auc:0.704036	train-auc:0.847665
[218]	eval-auc:0.703808	train-auc:0.847925
[219]	eval-auc:0.704024	train-auc:0.848094
[220]	eval-auc:0.703748	train-auc:0.84871
[221]	eval-auc:0.703555	train-auc:0.848869
[222]	eval-auc:0.703328	train-auc:0.848693
[223]	eval-auc:0.703328	train-auc:0.848288
[224]	eval-auc:0.703511	train-auc:0.849203
[225]	eval-auc:0.70355	train-auc:0.849533
[226]	eval-auc:0.703825	train-auc:0.84987
[227]	eval-auc:0.703427	train-auc:0.850211
[228]	eval-auc:0.703588	train-auc:0.850091
[229]	eval-auc:0.703313	train-auc:0.85034
[230]	eval-auc:0.702777	train-auc:0.850674
[231]	eval-auc:0.703231	train-auc:0.850949
[232]	eval-auc:0.702647	train-auc:0.851177
[233]	eval-auc:0.702704	train-auc:0.851521
[234]	eval-auc:0.702343	train-auc:0.851749
[235]	eval-auc:0.702061	train-auc:0.852144
[236]	eval-auc:0.702248	train-auc:0.852252
[237]	eval-auc:0.701717	train-auc:0.852393
[238]	eval-auc:0.701563	train-auc:0.852927
[239]	eval-auc:0.70195	train-auc:0.853275
[240]	eval-auc:0.702299	train-auc:0.853906
[241]	eval-auc:0.702177	train-auc:0.854219
[242]	eval-auc:0.702746	train-auc:0.854711
[243]	eval-auc:0.703278	train-auc:0.854826
[244]	eval-auc:0.703695	train-auc:0.855385
[245]	eval-auc:0.703611	train-auc:0.855833
[246]	eval-auc:0.704249	train-auc:0.856373
[247]	eval-auc:0.704307	train-auc:0.857144
[248]	eval-auc:0.704006	train-auc:0.857146
[249]	eval-auc:0.703846	train-auc:0.857387
[250]	eval-auc:0.704039	train-auc:0.857719
[251]	eval-auc:0.704549	train-auc:0.858404
[252]	eval-auc:0.704767	train-auc:0.8587
[253]	eval-auc:0.704865	train-auc:0.858333
[254]	eval-auc:0.705369	train-auc:0.858906
[255]	eval-auc:0.705993	train-auc:0.859133
[256]	eval-auc:0.706109	train-auc:0.859643
[257]	eval-auc:0.705982	train-auc:0.860106
[258]	eval-auc:0.706492	train-auc:0.860699
[259]	eval-auc:0.706078	train-auc:0.860893
[260]	eval-auc:0.706118	train-auc:0.861041
[261]	eval-auc:0.705503	train-auc:0.861435
[262]	eval-auc:0.705407	train-auc:0.861527
[263]	eval-auc:0.705288	train-auc:0.86158
[264]	eval-auc:0.704204	train-auc:0.862173
[265]	eval-auc:0.70429	train-auc:0.862511
[266]	eval-auc:0.704589	train-auc:0.862887
[267]	eval-auc:0.704744	train-auc:0.863014
[268]	eval-auc:0.704816	train-auc:0.863194
[269]	eval-auc:0.704219	train-auc:0.863358
[270]	eval-auc:0.704246	train-auc:0.863732
[271]	eval-auc:0.703908	train-auc:0.864192
[272]	eval-auc:0.703864	train-auc:0.864158
[273]	eval-auc:0.703911	train-auc:0.86386
[274]	eval-auc:0.703584	train-auc:0.864088
[275]	eval-auc:0.703392	train-auc:0.864417
[276]	eval-auc:0.70377	train-auc:0.864664
[277]	eval-auc:0.702902	train-auc:0.864959
[278]	eval-auc:0.703091	train-auc:0.864972
[279]	eval-auc:0.703185	train-auc:0.865108
[280]	eval-auc:0.704021	train-auc:0.865475
[281]	eval-auc:0.70412	train-auc:0.865739
[282]	eval-auc:0.703817	train-auc:0.866169
[283]	eval-auc:0.703197	train-auc:0.866334
[284]	eval-auc:0.702893	train-auc:0.866693
[285]	eval-auc:0.703447	train-auc:0.867122
[286]	eval-auc:0.703465	train-auc:0.867378
[287]	eval-auc:0.703657	train-auc:0.868097
[288]	eval-auc:0.703563	train-auc:0.868139
[289]	eval-auc:0.703384	train-auc:0.868193
[290]	eval-auc:0.703686	train-auc:0.868607
[291]	eval-auc:0.703279	train-auc:0.869138
[292]	eval-auc:0.703945	train-auc:0.869259
[293]	eval-auc:0.703802	train-auc:0.869222
[294]	eval-auc:0.704044	train-auc:0.869273
[295]	eval-auc:0.704688	train-auc:0.869835
[296]	eval-auc:0.705177	train-auc:0.870481
[297]	eval-auc:0.705063	train-auc:0.870596
[298]	eval-auc:0.705251	train-auc:0.870575
[299]	eval-auc:0.704929	train-auc:0.871259
[300]	eval-auc:0.704973	train-auc:0.871494
[301]	eval-auc:0.704985	train-auc:0.872101
[302]	eval-auc:0.705623	train-auc:0.872534
[303]	eval-auc:0.705506	train-auc:0.872575
[304]	eval-auc:0.705003	train-auc:0.872637
[305]	eval-auc:0.70459	train-auc:0.872731
[306]	eval-auc:0.704854	train-auc:0.872736
[307]	eval-auc:0.704394	train-auc:0.872845
[308]	eval-auc:0.704217	train-auc:0.872996
[309]	eval-auc:0.704277	train-auc:0.873014
[310]	eval-auc:0.704027	train-auc:0.873047
[311]	eval-auc:0.703885	train-auc:0.873263
[312]	eval-auc:0.703939	train-auc:0.872862
[313]	eval-auc:0.704004	train-auc:0.873313
[314]	eval-auc:0.703526	train-auc:0.873304
[315]	eval-auc:0.703843	train-auc:0.873673
[316]	eval-auc:0.703691	train-auc:0.873897
[317]	eval-auc:0.703371	train-auc:0.874062
[318]	eval-auc:0.703445	train-auc:0.874587
[319]	eval-auc:0.703461	train-auc:0.874802
[320]	eval-auc:0.703748	train-auc:0.875229
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[659]	eval-auc:0.698445	train-auc:0.924039
[660]	eval-auc:0.697939	train-auc:0.924051
[661]	eval-auc:0.697758	train-auc:0.924128
[662]	eval-auc:0.697662	train-auc:0.924399
[663]	eval-auc:0.697671	train-auc:0.924439
[664]	eval-auc:0.697924	train-auc:0.92452
[665]	eval-auc:0.69821	train-auc:0.924789
[666]	eval-auc:0.698102	train-auc:0.924834
[667]	eval-auc:0.697909	train-auc:0.924829
[668]	eval-auc:0.698044	train-auc:0.924901
[669]	eval-auc:0.698238	train-auc:0.924714
[670]	eval-auc:0.698169	train-auc:0.92477
[671]	eval-auc:0.698201	train-auc:0.924944
[672]	eval-auc:0.697999	train-auc:0.924973
[673]	eval-auc:0.698164	train-auc:0.925195
[674]	eval-auc:0.697685	train-auc:0.925404
[675]	eval-auc:0.697622	train-auc:0.9256
[676]	eval-auc:0.697941	train-auc:0.925709
[677]	eval-auc:0.698012	train-auc:0.925786
[678]	eval-auc:0.698235	train-auc:0.925847
[679]	eval-auc:0.698244	train-auc:0.925886
[680]	eval-auc:0.698273	train-auc:0.926072
[681]	eval-auc:0.698405	train-auc:0.926134
[682]	eval-auc:0.698524	train-auc:0.926269
[683]	eval-auc:0.698759	train-auc:0.925958
[684]	eval-auc:0.698705	train-auc:0.926194
[685]	eval-auc:0.699153	train-auc:0.926321
[686]	eval-auc:0.699456	train-auc:0.926416
[687]	eval-auc:0.699217	train-auc:0.926244
[688]	eval-auc:0.698987	train-auc:0.926254
[689]	eval-auc:0.698924	train-auc:0.926697
[690]	eval-auc:0.6985	train-auc:0.926746
[691]	eval-auc:0.698646	train-auc:0.926798
[692]	eval-auc:0.699192	train-auc:0.926659
[693]	eval-auc:0.699055	train-auc:0.926814
[694]	eval-auc:0.698583	train-auc:0.926664
[695]	eval-auc:0.69848	train-auc:0.926901
[696]	eval-auc:0.698732	train-auc:0.927024
[697]	eval-auc:0.698868	train-auc:0.927161
[698]	eval-auc:0.698815	train-auc:0.927157
[699]	eval-auc:0.698679	train-auc:0.927104
[700]	eval-auc:0.698689	train-auc:0.927331
[701]	eval-auc:0.698927	train-auc:0.927591
[702]	eval-auc:0.699055	train-auc:0.927609
[703]	eval-auc:0.698949	train-auc:0.92753
[704]	eval-auc:0.699284	train-auc:0.927419
[705]	eval-auc:0.698946	train-auc:0.927354
[706]	eval-auc:0.698908	train-auc:0.927467
[707]	eval-auc:0.698822	train-auc:0.927531
[708]	eval-auc:0.698859	train-auc:0.927601
[709]	eval-auc:0.699179	train-auc:0.927745
[710]	eval-auc:0.698758	train-auc:0.928017
[711]	eval-auc:0.698704	train-auc:0.928177
[712]	eval-auc:0.69878	train-auc:0.928367
[713]	eval-auc:0.698221	train-auc:0.928388
[714]	eval-auc:0.698052	train-auc:0.928506
[715]	eval-auc:0.697622	train-auc:0.92852
[716]	eval-auc:0.697677	train-auc:0.928493
[717]	eval-auc:0.697772	train-auc:0.928589
[718]	eval-auc:0.697505	train-auc:0.928871
[719]	eval-auc:0.697569	train-auc:0.929039
[720]	eval-auc:0.697688	train-auc:0.929161
[721]	eval-auc:0.697316	train-auc:0.929176
[722]	eval-auc:0.697202	train-auc:0.929371
[723]	eval-auc:0.697242	train-auc:0.929436
[724]	eval-auc:0.69699	train-auc:0.929494
[725]	eval-auc:0.696934	train-auc:0.929479
[726]	eval-auc:0.697118	train-auc:0.929551
[727]	eval-auc:0.696768	train-auc:0.929707
[728]	eval-auc:0.695724	train-auc:0.929553
[729]	eval-auc:0.695826	train-auc:0.929696
[730]	eval-auc:0.695728	train-auc:0.92984
[731]	eval-auc:0.695334	train-auc:0.929878
[732]	eval-auc:0.695763	train-auc:0.930011
[733]	eval-auc:0.695692	train-auc:0.930082
[734]	eval-auc:0.695769	train-auc:0.930131
[735]	eval-auc:0.695819	train-auc:0.930299
[736]	eval-auc:0.69557	train-auc:0.930388
[737]	eval-auc:0.695888	train-auc:0.930521
[738]	eval-auc:0.696118	train-auc:0.93065
[739]	eval-auc:0.695845	train-auc:0.930756
[740]	eval-auc:0.695982	train-auc:0.930802
[741]	eval-auc:0.696095	train-auc:0.930845
[742]	eval-auc:0.695734	train-auc:0.931109
[743]	eval-auc:0.695787	train-auc:0.931028
[744]	eval-auc:0.695725	train-auc:0.93104
[745]	eval-auc:0.695818	train-auc:0.931142
[746]	eval-auc:0.695602	train-auc:0.931202
[747]	eval-auc:0.695322	train-auc:0.931288
[748]	eval-auc:0.69518	train-auc:0.931472
[749]	eval-auc:0.694904	train-auc:0.931475
[750]	eval-auc:0.695072	train-auc:0.931666
[751]	eval-auc:0.694888	train-auc:0.931466
[752]	eval-auc:0.694737	train-auc:0.931592
[753]	eval-auc:0.695015	train-auc:0.931703
[754]	eval-auc:0.694649	train-auc:0.931762
[755]	eval-auc:0.694557	train-auc:0.931804
[756]	eval-auc:0.694665	train-auc:0.931946
[757]	eval-auc:0.694568	train-auc:0.932047
[758]	eval-auc:0.694336	train-auc:0.932203
[759]	eval-auc:0.694481	train-auc:0.932351
[760]	eval-auc:0.694746	train-auc:0.932449
[761]	eval-auc:0.695384	train-auc:0.932717
[762]	eval-auc:0.695532	train-auc:0.932874
[763]	eval-auc:0.69535	train-auc:0.932918
[764]	eval-auc:0.695352	train-auc:0.932817
[765]	eval-auc:0.695287	train-auc:0.933111
[766]	eval-auc:0.695277	train-auc:0.933176
[767]	eval-auc:0.695271	train-auc:0.933203
[768]	eval-auc:0.695142	train-auc:0.933365
[769]	eval-auc:0.695183	train-auc:0.933425
[770]	eval-auc:0.695006	train-auc:0.93339
[771]	eval-auc:0.694983	train-auc:0.933429
[772]	eval-auc:0.694961	train-auc:0.933466
[773]	eval-auc:0.695104	train-auc:0.933472
[774]	eval-auc:0.69505	train-auc:0.933651
[775]	eval-auc:0.695012	train-auc:0.93368
[776]	eval-auc:0.6943	train-auc:0.933804
[777]	eval-auc:0.694149	train-auc:0.933853
[778]	eval-auc:0.694106	train-auc:0.933948
[779]	eval-auc:0.694137	train-auc:0.934097
[780]	eval-auc:0.694192	train-auc:0.934319
[781]	eval-auc:0.693732	train-auc:0.934245
[782]	eval-auc:0.693508	train-auc:0.934267
[783]	eval-auc:0.693135	train-auc:0.934286
[784]	eval-auc:0.693257	train-auc:0.934272
[785]	eval-auc:0.693601	train-auc:0.934341
[786]	eval-auc:0.693744	train-auc:0.934466
[787]	eval-auc:0.693899	train-auc:0.934589
[788]	eval-auc:0.693791	train-auc:0.934732
[789]	eval-auc:0.693721	train-auc:0.934745
[790]	eval-auc:0.69398	train-auc:0.935011
[791]	eval-auc:0.693879	train-auc:0.935127
[792]	eval-auc:0.694143	train-auc:0.935424
[793]	eval-auc:0.694138	train-auc:0.935435
[794]	eval-auc:0.694016	train-auc:0.935486
[795]	eval-auc:0.694259	train-auc:0.935578
[796]	eval-auc:0.693922	train-auc:0.935595
[797]	eval-auc:0.693787	train-auc:0.935701
[798]	eval-auc:0.693985	train-auc:0.935899
[799]	eval-auc:0.693937	train-auc:0.935967
[800]	eval-auc:0.69403	train-auc:0.935933
[801]	eval-auc:0.694007	train-auc:0.936051
[802]	eval-auc:0.694135	train-auc:0.936096
[803]	eval-auc:0.694265	train-auc:0.93627
[804]	eval-auc:0.694125	train-auc:0.936245
[805]	eval-auc:0.693963	train-auc:0.936256
[806]	eval-auc:0.693948	train-auc:0.936481
[807]	eval-auc:0.694134	train-auc:0.936568
[808]	eval-auc:0.694225	train-auc:0.936526
[809]	eval-auc:0.694085	train-auc:0.936727
[810]	eval-auc:0.694033	train-auc:0.936819
[811]	eval-auc:0.694082	train-auc:0.936879
[812]	eval-auc:0.693846	train-auc:0.936874
[813]	eval-auc:0.694173	train-auc:0.936931
[814]	eval-auc:0.694192	train-auc:0.937204
[815]	eval-auc:0.694222	train-auc:0.937304
[816]	eval-auc:0.694303	train-auc:0.937385
[817]	eval-auc:0.694376	train-auc:0.937308
[818]	eval-auc:0.694426	train-auc:0.937196
[819]	eval-auc:0.694312	train-auc:0.937217
[820]	eval-auc:0.693924	train-auc:0.937249
[821]	eval-auc:0.693936	train-auc:0.937338
[822]	eval-auc:0.694181	train-auc:0.937412
[823]	eval-auc:0.694377	train-auc:0.937509
[824]	eval-auc:0.694257	train-auc:0.93758
[825]	eval-auc:0.69402	train-auc:0.937636
[826]	eval-auc:0.693773	train-auc:0.937642
[827]	eval-auc:0.693589	train-auc:0.937711
[828]	eval-auc:0.693988	train-auc:0.937435
[829]	eval-auc:0.694178	train-auc:0.93747
[830]	eval-auc:0.694131	train-auc:0.937612
[831]	eval-auc:0.694132	train-auc:0.937683
[832]	eval-auc:0.694	train-auc:0.937788
[833]	eval-auc:0.693604	train-auc:0.937933
[834]	eval-auc:0.693729	train-auc:0.937931
[835]	eval-auc:0.693948	train-auc:0.938053
[836]	eval-auc:0.693558	train-auc:0.938015
[837]	eval-auc:0.693675	train-auc:0.93814
[838]	eval-auc:0.693356	train-auc:0.93816
[839]	eval-auc:0.693534	train-auc:0.938212
[840]	eval-auc:0.693529	train-auc:0.938343
[841]	eval-auc:0.693671	train-auc:0.938324
[842]	eval-auc:0.693678	train-auc:0.938547
[843]	eval-auc:0.69357	train-auc:0.93858
[844]	eval-auc:0.693161	train-auc:0.93863
[845]	eval-auc:0.693059	train-auc:0.93874
[846]	eval-auc:0.69305	train-auc:0.938809
[847]	eval-auc:0.693144	train-auc:0.938879
[848]	eval-auc:0.692885	train-auc:0.93915
[849]	eval-auc:0.692637	train-auc:0.939226
[850]	eval-auc:0.692434	train-auc:0.939315
[851]	eval-auc:0.692204	train-auc:0.939399
[852]	eval-auc:0.692407	train-auc:0.939324
[853]	eval-auc:0.69299	train-auc:0.939366
[854]	eval-auc:0.69321	train-auc:0.939312
[855]	eval-auc:0.69296	train-auc:0.939408
[856]	eval-auc:0.693368	train-auc:0.939541
[857]	eval-auc:0.69334	train-auc:0.939555
[858]	eval-auc:0.693273	train-auc:0.939629
[859]	eval-auc:0.693185	train-auc:0.939768
[860]	eval-auc:0.693322	train-auc:0.939853
[861]	eval-auc:0.693208	train-auc:0.940043
[862]	eval-auc:0.693298	train-auc:0.940203
[863]	eval-auc:0.693021	train-auc:0.940284
[864]	eval-auc:0.693112	train-auc:0.940349
[865]	eval-auc:0.693202	train-auc:0.940413
[866]	eval-auc:0.693089	train-auc:0.940433
[867]	eval-auc:0.693415	train-auc:0.940306
[868]	eval-auc:0.693474	train-auc:0.940327
[869]	eval-auc:0.693423	train-auc:0.940431
[870]	eval-auc:0.693546	train-auc:0.940571
[871]	eval-auc:0.693541	train-auc:0.940692
[872]	eval-auc:0.693241	train-auc:0.940784
	Score 0.6932414818063323


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 7, 'min_child_weight': 2.0, 'n_estimators': 206.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.5, 'tree_method': 'exact'}
[0]	eval-auc:0.7041	train-auc:0.77133
[1]	eval-auc:0.700726	train-auc:0.79098
[2]	eval-auc:0.705941	train-auc:0.804086
[3]	eval-auc:0.701927	train-auc:0.82188
[4]	eval-auc:0.702737	train-auc:0.83201
[5]	eval-auc:0.708902	train-auc:0.838238
[6]	eval-auc:0.712583	train-auc:0.849006
[7]	eval-auc:0.712327	train-auc:0.852857
[8]	eval-auc:0.711831	train-auc:0.853898
[9]	eval-auc:0.710498	train-auc:0.857282
[10]	eval-auc:0.710674	train-auc:0.859173
[11]	eval-auc:0.710038	train-auc:0.861096
[12]	eval-auc:0.710078	train-auc:0.865393
[13]	eval-auc:0.708825	train-auc:0.868991
[14]	eval-auc:0.708733	train-auc:0.871615
[15]	eval-auc:0.711614	train-auc:0.873533
[16]	eval-auc:0.711532	train-auc:0.879225
[17]	eval-auc:0.710223	train-auc:0.883229
[18]	eval-auc:0.70932	train-auc:0.885453
[19]	eval-auc:0.707663	train-auc:0.886822
[20]	eval-auc:0.708059	train-auc:0.889539
[21]	eval-auc:0.707679	train-auc:0.892433
[22]	eval-auc:0.708119	train-auc:0.893705
[23]	eval-auc:0.708008	train-auc:0.893321
[24]	eval-auc:0.708735	train-auc:0.893616
[25]	eval-auc:0.708833	train-auc:0.896212
[26]	eval-auc:0.706141	train-auc:0.897499
[27]	eval-auc:0.706147	train-auc:0.898597
[28]	eval-auc:0.705486	train-auc:0.900409
[29]	eval-auc:0.706267	train-auc:0.90268
[30]	eval-auc:0.707679	train-auc:0.905582
[31]	eval-auc:0.705568	train-auc:0.906634
[32]	eval-auc:0.704402	train-auc:0.90674
[33]	eval-auc:0.70396	train-auc:0.906405
[34]	eval-auc:0.70446	train-auc:0.908855
[35]	eval-auc:0.704621	train-auc:0.908003
[36]	eval-auc:0.705088	train-auc:0.90882
[37]	eval-auc:0.706153	train-auc:0.909533
[38]	eval-auc:0.704737	train-auc:0.911064
[39]	eval-auc:0.70407	train-auc:0.913129
[40]	eval-auc:0.702835	train-auc:0.914726
[41]	eval-auc:0.702605	train-auc:0.91622
[42]	eval-auc:0.701754	train-auc:0.91839
[43]	eval-auc:0.701778	train-auc:0.918594
[44]	eval-auc:0.70288	train-auc:0.919135
[45]	eval-auc:0.703202	train-auc:0.920897
[46]	eval-auc:0.70421	train-auc:0.922736
[47]	eval-auc:0.704513	train-auc:0.923469
[48]	eval-auc:0.706577	train-auc:0.924512
[49]	eval-auc:0.707654	train-auc:0.924878
[50]	eval-auc:0.707909	train-auc:0.925263
[51]	eval-auc:0.708388	train-auc:0.925234
[52]	eval-auc:0.708484	train-auc:0.925488
[53]	eval-auc:0.708641	train-auc:0.926078
[54]	eval-auc:0.708836	train-auc:0.926666
[55]	eval-auc:0.70899	train-auc:0.92716
[56]	eval-auc:0.709369	train-auc:0.927516
[57]	eval-auc:0.709832	train-auc:0.928631
[58]	eval-auc:0.710346	train-auc:0.928884
[59]	eval-auc:0.709675	train-auc:0.928609
[60]	eval-auc:0.709906	train-auc:0.929211
[61]	eval-auc:0.709713	train-auc:0.929727
[62]	eval-auc:0.709829	train-auc:0.930714
[63]	eval-auc:0.709998	train-auc:0.930783
[64]	eval-auc:0.709865	train-auc:0.932055
[65]	eval-auc:0.709877	train-auc:0.931721
[66]	eval-auc:0.710218	train-auc:0.932659
[67]	eval-auc:0.709812	train-auc:0.932031
[68]	eval-auc:0.709387	train-auc:0.932687
[69]	eval-auc:0.70816	train-auc:0.933494
[70]	eval-auc:0.708391	train-auc:0.935039
[71]	eval-auc:0.707909	train-auc:0.936103
[72]	eval-auc:0.70757	train-auc:0.936466
[73]	eval-auc:0.707391	train-auc:0.93609
[74]	eval-auc:0.707243	train-auc:0.937406
[75]	eval-auc:0.707342	train-auc:0.938493
[76]	eval-auc:0.707548	train-auc:0.93874
[77]	eval-auc:0.70714	train-auc:0.93943
[78]	eval-auc:0.707149	train-auc:0.9407
[79]	eval-auc:0.706882	train-auc:0.941248
[80]	eval-auc:0.706794	train-auc:0.941281
[81]	eval-auc:0.706319	train-auc:0.9424
[82]	eval-auc:0.706358	train-auc:0.943164
[83]	eval-auc:0.70569	train-auc:0.943917
[84]	eval-auc:0.705853	train-auc:0.944526
[85]	eval-auc:0.705626	train-auc:0.945054
[86]	eval-auc:0.705737	train-auc:0.944867
[87]	eval-auc:0.704738	train-auc:0.944951
[88]	eval-auc:0.705148	train-auc:0.945912
[89]	eval-auc:0.704883	train-auc:0.947017
[90]	eval-auc:0.704834	train-auc:0.947869
[91]	eval-auc:0.704788	train-auc:0.948414
[92]	eval-auc:0.703803	train-auc:0.949612
[93]	eval-auc:0.704181	train-auc:0.949856
[94]	eval-auc:0.704251	train-auc:0.950755
[95]	eval-auc:0.703401	train-auc:0.95169
[96]	eval-auc:0.702809	train-auc:0.952317
[97]	eval-auc:0.702923	train-auc:0.952943
[98]	eval-auc:0.703241	train-auc:0.953877
[99]	eval-auc:0.703887	train-auc:0.955061
[100]	eval-auc:0.703677	train-auc:0.95581
[101]	eval-auc:0.703494	train-auc:0.956054
[102]	eval-auc:0.70324	train-auc:0.956467
[103]	eval-auc:0.703295	train-auc:0.956665
[104]	eval-auc:0.703576	train-auc:0.956631
[105]	eval-auc:0.703221	train-auc:0.957013
[106]	eval-auc:0.703065	train-auc:0.95732
[107]	eval-auc:0.703334	train-auc:0.957957
[108]	eval-auc:0.70345	train-auc:0.958033
[109]	eval-auc:0.70334	train-auc:0.958695
[110]	eval-auc:0.703042	train-auc:0.958679
[111]	eval-auc:0.702702	train-auc:0.958808
[112]	eval-auc:0.702689	train-auc:0.959139
[113]	eval-auc:0.703077	train-auc:0.959146
[114]	eval-auc:0.702982	train-auc:0.959857
[115]	eval-auc:0.703049	train-auc:0.960329
[116]	eval-auc:0.703052	train-auc:0.961036
[117]	eval-auc:0.703588	train-auc:0.962021
[118]	eval-auc:0.703499	train-auc:0.962061
[119]	eval-auc:0.70386	train-auc:0.962538
[120]	eval-auc:0.703001	train-auc:0.962565
[121]	eval-auc:0.702996	train-auc:0.96264
[122]	eval-auc:0.702998	train-auc:0.963077
[123]	eval-auc:0.702381	train-auc:0.963015
[124]	eval-auc:0.702855	train-auc:0.963963
[125]	eval-auc:0.702722	train-auc:0.964274
[126]	eval-auc:0.701758	train-auc:0.964556
[127]	eval-auc:0.702078	train-auc:0.964711
[128]	eval-auc:0.702226	train-auc:0.965101
[129]	eval-auc:0.702306	train-auc:0.965554
[130]	eval-auc:0.701671	train-auc:0.966154
[131]	eval-auc:0.701466	train-auc:0.966581
[132]	eval-auc:0.701289	train-auc:0.966696
[133]	eval-auc:0.701222	train-auc:0.967041
[134]	eval-auc:0.701469	train-auc:0.966858
[135]	eval-auc:0.702012	train-auc:0.967797
[136]	eval-auc:0.701834	train-auc:0.967832
[137]	eval-auc:0.70151	train-auc:0.968009
[138]	eval-auc:0.701891	train-auc:0.968592
[139]	eval-auc:0.701961	train-auc:0.968844
[140]	eval-auc:0.701639	train-auc:0.969031
[141]	eval-auc:0.701324	train-auc:0.969334
[142]	eval-auc:0.701195	train-auc:0.969558
[143]	eval-auc:0.701452	train-auc:0.969772
[144]	eval-auc:0.701501	train-auc:0.970445
[145]	eval-auc:0.701189	train-auc:0.970931
[146]	eval-auc:0.701475	train-auc:0.971046
[147]	eval-auc:0.70168	train-auc:0.97122
[148]	eval-auc:0.701294	train-auc:0.971676
[149]	eval-auc:0.700845	train-auc:0.971888
[150]	eval-auc:0.701722	train-auc:0.971801
[151]	eval-auc:0.701543	train-auc:0.971888
[152]	eval-auc:0.701684	train-auc:0.972096
[153]	eval-auc:0.702003	train-auc:0.972358
[154]	eval-auc:0.702136	train-auc:0.97288
[155]	eval-auc:0.702347	train-auc:0.973196
[156]	eval-auc:0.702428	train-auc:0.973234
[157]	eval-auc:0.702771	train-auc:0.973564
[158]	eval-auc:0.702513	train-auc:0.973855
[159]	eval-auc:0.703293	train-auc:0.9741
[160]	eval-auc:0.702917	train-auc:0.974607
[161]	eval-auc:0.702497	train-auc:0.974828
[162]	eval-auc:0.702503	train-auc:0.974998
[163]	eval-auc:0.7029	train-auc:0.975291
[164]	eval-auc:0.702591	train-auc:0.975397
[165]	eval-auc:0.702232	train-auc:0.975799
[166]	eval-auc:0.702028	train-auc:0.976039
[167]	eval-auc:0.702634	train-auc:0.976562
[168]	eval-auc:0.702367	train-auc:0.976882
[169]	eval-auc:0.702944	train-auc:0.977197
[170]	eval-auc:0.702985	train-auc:0.977474
[171]	eval-auc:0.702775	train-auc:0.977815
[172]	eval-auc:0.702566	train-auc:0.978519
[173]	eval-auc:0.702896	train-auc:0.978813
[174]	eval-auc:0.703065	train-auc:0.978877
[175]	eval-auc:0.702815	train-auc:0.979043
[176]	eval-auc:0.702509	train-auc:0.979327
[177]	eval-auc:0.702819	train-auc:0.979468
[178]	eval-auc:0.702938	train-auc:0.979774
[179]	eval-auc:0.703374	train-auc:0.980084
[180]	eval-auc:0.703278	train-auc:0.980513
[181]	eval-auc:0.70322	train-auc:0.980795
[182]	eval-auc:0.703059	train-auc:0.98098
[183]	eval-auc:0.703334	train-auc:0.981223
[184]	eval-auc:0.703148	train-auc:0.981352
[185]	eval-auc:0.703272	train-auc:0.981432
[186]	eval-auc:0.703424	train-auc:0.981561
[187]	eval-auc:0.703193	train-auc:0.981823
[188]	eval-auc:0.703365	train-auc:0.982043
[189]	eval-auc:0.703352	train-auc:0.98239
[190]	eval-auc:0.703937	train-auc:0.982501
[191]	eval-auc:0.703782	train-auc:0.982849
[192]	eval-auc:0.703598	train-auc:0.98306
[193]	eval-auc:0.703637	train-auc:0.983082
[194]	eval-auc:0.703776	train-auc:0.983135
[195]	eval-auc:0.703808	train-auc:0.983489
[196]	eval-auc:0.704038	train-auc:0.983709
[197]	eval-auc:0.704024	train-auc:0.983849
[198]	eval-auc:0.704153	train-auc:0.983976
[199]	eval-auc:0.704181	train-auc:0.984054
[200]	eval-auc:0.703785	train-auc:0.984252
[201]	eval-auc:0.703582	train-auc:0.984574
[202]	eval-auc:0.703454	train-auc:0.984862
[203]	eval-auc:0.703578	train-auc:0.985239
[204]	eval-auc:0.70327	train-auc:0.985481
[205]	eval-auc:0.703322	train-auc:0.985372
	Score 0.7033220041662097


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 12, 'min_child_weight': 1.0, 'n_estimators': 631.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.684428	train-auc:0.931575
[1]	eval-auc:0.603025	train-auc:0.974001
[2]	eval-auc:0.656042	train-auc:0.984112
[3]	eval-auc:0.639119	train-auc:0.989411
[4]	eval-auc:0.654699	train-auc:0.995361
[5]	eval-auc:0.676977	train-auc:0.99727
[6]	eval-auc:0.674446	train-auc:0.998232
[7]	eval-auc:0.680672	train-auc:0.998949
[8]	eval-auc:0.6788	train-auc:0.999363
[9]	eval-auc:0.688768	train-auc:0.999677
[10]	eval-auc:0.693578	train-auc:0.999835
[11]	eval-auc:0.694831	train-auc:0.999817
[12]	eval-auc:0.694891	train-auc:0.99988
[13]	eval-auc:0.694572	train-auc:0.999918
[14]	eval-auc:0.695213	train-auc:0.999916
[15]	eval-auc:0.696098	train-auc:0.999943
[16]	eval-auc:0.696841	train-auc:0.99999
[17]	eval-auc:0.697266	train-auc:0.999999
[18]	eval-auc:0.694746	train-auc:0.999999
[19]	eval-auc:0.695218	train-auc:0.999999
[20]	eval-auc:0.696325	train-auc:1
[21]	eval-auc:0.697064	train-auc:1
[22]	eval-auc:0.696129	train-auc:1
[23]	eval-auc:0.69603	train-auc:1
[24]	eval-auc:0.696517	train-auc:1
[25]	eval-auc:0.694525	train-auc:1
[26]	eval-auc:0.693557	train-auc:1
[27]	eval-auc:0.694779	train-auc:1
[28]	eval-auc:0.696284	train-auc:1
[29]	eval-auc:0.696214	train-auc:1
[30]	eval-auc:0.696549	train-auc:1
[31]	eval-auc:0.696322	train-auc:1
[32]	eval-auc:0.696785	train-auc:1
[33]	eval-auc:0.695978	train-auc:1
[34]	eval-auc:0.696534	train-auc:1
[35]	eval-auc:0.69696	train-auc:1
[36]	eval-auc:0.697132	train-auc:1
[37]	eval-auc:0.697857	train-auc:1
[38]	eval-auc:0.697633	train-auc:1
[39]	eval-auc:0.69669	train-auc:1
[40]	eval-auc:0.69699	train-auc:1
[41]	eval-auc:0.695868	train-auc:1
[42]	eval-auc:0.695631	train-auc:1
[43]	eval-auc:0.695294	train-auc:1
[44]	eval-auc:0.695322	train-auc:1
[45]	eval-auc:0.696116	train-auc:1
[46]	eval-auc:0.697272	train-auc:1
[47]	eval-auc:0.697228	train-auc:1
[48]	eval-auc:0.697173	train-auc:1
[49]	eval-auc:0.697613	train-auc:1
[50]	eval-auc:0.698076	train-auc:1
[51]	eval-auc:0.697528	train-auc:1
[52]	eval-auc:0.697727	train-auc:1
[53]	eval-auc:0.697903	train-auc:1
[54]	eval-auc:0.700412	train-auc:1
[55]	eval-auc:0.699937	train-auc:1
[56]	eval-auc:0.699319	train-auc:1
[57]	eval-auc:0.699642	train-auc:1
[58]	eval-auc:0.699642	train-auc:1
[59]	eval-auc:0.699642	train-auc:1
[60]	eval-auc:0.699436	train-auc:1
[61]	eval-auc:0.699436	train-auc:1
[62]	eval-auc:0.699294	train-auc:1
[63]	eval-auc:0.69915	train-auc:1
[64]	eval-auc:0.69915	train-auc:1
[65]	eval-auc:0.69915	train-auc:1
[66]	eval-auc:0.69915	train-auc:1
[67]	eval-auc:0.69915	train-auc:1
[68]	eval-auc:0.69915	train-auc:1
[69]	eval-auc:0.69915	train-auc:1
[70]	eval-auc:0.69915	train-auc:1
[71]	eval-auc:0.69915	train-auc:1
[72]	eval-auc:0.69915	train-auc:1
[73]	eval-auc:0.69915	train-auc:1
[74]	eval-auc:0.69915	train-auc:1
[75]	eval-auc:0.69915	train-auc:1
[76]	eval-auc:0.69915	train-auc:1
[77]	eval-auc:0.69915	train-auc:1
[78]	eval-auc:0.699186	train-auc:1
[79]	eval-auc:0.699596	train-auc:1
[80]	eval-auc:0.699596	train-auc:1
[81]	eval-auc:0.698838	train-auc:1
[82]	eval-auc:0.699552	train-auc:1
[83]	eval-auc:0.69936	train-auc:1
[84]	eval-auc:0.698993	train-auc:1
[85]	eval-auc:0.699153	train-auc:1
[86]	eval-auc:0.699203	train-auc:1
[87]	eval-auc:0.699203	train-auc:1
[88]	eval-auc:0.699203	train-auc:1
[89]	eval-auc:0.698909	train-auc:1
[90]	eval-auc:0.698909	train-auc:1
[91]	eval-auc:0.698909	train-auc:1
[92]	eval-auc:0.698909	train-auc:1
[93]	eval-auc:0.698909	train-auc:1
[94]	eval-auc:0.698909	train-auc:1
[95]	eval-auc:0.698442	train-auc:1
[96]	eval-auc:0.697831	train-auc:1
[97]	eval-auc:0.697831	train-auc:1
[98]	eval-auc:0.697831	train-auc:1
[99]	eval-auc:0.697831	train-auc:1
[100]	eval-auc:0.697831	train-auc:1
[101]	eval-auc:0.696803	train-auc:1
[102]	eval-auc:0.696803	train-auc:1
[103]	eval-auc:0.696803	train-auc:1
[104]	eval-auc:0.696803	train-auc:1
[105]	eval-auc:0.696803	train-auc:1
[106]	eval-auc:0.696803	train-auc:1
[107]	eval-auc:0.696803	train-auc:1
[108]	eval-auc:0.696803	train-auc:1
[109]	eval-auc:0.696803	train-auc:1
[110]	eval-auc:0.696803	train-auc:1
[111]	eval-auc:0.696803	train-auc:1
[112]	eval-auc:0.696803	train-auc:1
[113]	eval-auc:0.696803	train-auc:1
[114]	eval-auc:0.696803	train-auc:1
[115]	eval-auc:0.696803	train-auc:1
[116]	eval-auc:0.696803	train-auc:1
[117]	eval-auc:0.696803	train-auc:1
[118]	eval-auc:0.696803	train-auc:1
[119]	eval-auc:0.696803	train-auc:1
[120]	eval-auc:0.696803	train-auc:1
[121]	eval-auc:0.696803	train-auc:1
[122]	eval-auc:0.696803	train-auc:1
[123]	eval-auc:0.696803	train-auc:1
[124]	eval-auc:0.696803	train-auc:1
[125]	eval-auc:0.696803	train-auc:1
[126]	eval-auc:0.696803	train-auc:1
[127]	eval-auc:0.696803	train-auc:1
[128]	eval-auc:0.696803	train-auc:1
[129]	eval-auc:0.696803	train-auc:1
[130]	eval-auc:0.6968	train-auc:1
[131]	eval-auc:0.697861	train-auc:1
[132]	eval-auc:0.697861	train-auc:1
[133]	eval-auc:0.697861	train-auc:1
[134]	eval-auc:0.697861	train-auc:1
[135]	eval-auc:0.697861	train-auc:1
[136]	eval-auc:0.697861	train-auc:1
[137]	eval-auc:0.697861	train-auc:1
[138]	eval-auc:0.697951	train-auc:1
[139]	eval-auc:0.697951	train-auc:1
[140]	eval-auc:0.697951	train-auc:1
[141]	eval-auc:0.697951	train-auc:1
[142]	eval-auc:0.696962	train-auc:1
[143]	eval-auc:0.69717	train-auc:1
[144]	eval-auc:0.697431	train-auc:1
[145]	eval-auc:0.697798	train-auc:1
[146]	eval-auc:0.697918	train-auc:1
[147]	eval-auc:0.698116	train-auc:1
[148]	eval-auc:0.698122	train-auc:1
[149]	eval-auc:0.698274	train-auc:1
[150]	eval-auc:0.698274	train-auc:1
[151]	eval-auc:0.698274	train-auc:1
[152]	eval-auc:0.698274	train-auc:1
[153]	eval-auc:0.698274	train-auc:1
[154]	eval-auc:0.698274	train-auc:1
[155]	eval-auc:0.698492	train-auc:1
[156]	eval-auc:0.698397	train-auc:1
[157]	eval-auc:0.698397	train-auc:1
[158]	eval-auc:0.698397	train-auc:1
[159]	eval-auc:0.698397	train-auc:1
[160]	eval-auc:0.698397	train-auc:1
[161]	eval-auc:0.698397	train-auc:1
[162]	eval-auc:0.698397	train-auc:1
[163]	eval-auc:0.698397	train-auc:1
[164]	eval-auc:0.698397	train-auc:1
[165]	eval-auc:0.698397	train-auc:1
[166]	eval-auc:0.698397	train-auc:1
[167]	eval-auc:0.698233	train-auc:1
[168]	eval-auc:0.698233	train-auc:1
[169]	eval-auc:0.698233	train-auc:1
[170]	eval-auc:0.698233	train-auc:1
[171]	eval-auc:0.698233	train-auc:1
[172]	eval-auc:0.698233	train-auc:1
[173]	eval-auc:0.698233	train-auc:1
[174]	eval-auc:0.698233	train-auc:1
[175]	eval-auc:0.698233	train-auc:1
[176]	eval-auc:0.698233	train-auc:1
[177]	eval-auc:0.698233	train-auc:1
[178]	eval-auc:0.698233	train-auc:1
[179]	eval-auc:0.698233	train-auc:1
[180]	eval-auc:0.698233	train-auc:1
[181]	eval-auc:0.698219	train-auc:1
[182]	eval-auc:0.698477	train-auc:1
[183]	eval-auc:0.698477	train-auc:1
[184]	eval-auc:0.698053	train-auc:1
[185]	eval-auc:0.698053	train-auc:1
[186]	eval-auc:0.698113	train-auc:1
[187]	eval-auc:0.69737	train-auc:1
[188]	eval-auc:0.696601	train-auc:1
[189]	eval-auc:0.696601	train-auc:1
[190]	eval-auc:0.696601	train-auc:1
[191]	eval-auc:0.696601	train-auc:1
[192]	eval-auc:0.696601	train-auc:1
[193]	eval-auc:0.696601	train-auc:1
[194]	eval-auc:0.696601	train-auc:1
[195]	eval-auc:0.696601	train-auc:1
[196]	eval-auc:0.696601	train-auc:1
[197]	eval-auc:0.696601	train-auc:1
[198]	eval-auc:0.696601	train-auc:1
[199]	eval-auc:0.696601	train-auc:1
[200]	eval-auc:0.696601	train-auc:1
[201]	eval-auc:0.696601	train-auc:1
[202]	eval-auc:0.696459	train-auc:1
[203]	eval-auc:0.696459	train-auc:1
[204]	eval-auc:0.696459	train-auc:1
[205]	eval-auc:0.696459	train-auc:1
[206]	eval-auc:0.696459	train-auc:1
[207]	eval-auc:0.696459	train-auc:1
[208]	eval-auc:0.696459	train-auc:1
[209]	eval-auc:0.696459	train-auc:1
[210]	eval-auc:0.698172	train-auc:1
[211]	eval-auc:0.698402	train-auc:1
[212]	eval-auc:0.698518	train-auc:1
[213]	eval-auc:0.698518	train-auc:1
[214]	eval-auc:0.698518	train-auc:1
[215]	eval-auc:0.698518	train-auc:1
[216]	eval-auc:0.698518	train-auc:1
[217]	eval-auc:0.698518	train-auc:1
[218]	eval-auc:0.698518	train-auc:1
[219]	eval-auc:0.698518	train-auc:1
[220]	eval-auc:0.698518	train-auc:1
[221]	eval-auc:0.698518	train-auc:1
[222]	eval-auc:0.69832	train-auc:1
[223]	eval-auc:0.69832	train-auc:1
[224]	eval-auc:0.69832	train-auc:1
[225]	eval-auc:0.69832	train-auc:1
[226]	eval-auc:0.698895	train-auc:1
[227]	eval-auc:0.699174	train-auc:1
[228]	eval-auc:0.699314	train-auc:1
[229]	eval-auc:0.699314	train-auc:1
[230]	eval-auc:0.699314	train-auc:1
[231]	eval-auc:0.699314	train-auc:1
[232]	eval-auc:0.699314	train-auc:1
[233]	eval-auc:0.699314	train-auc:1
[234]	eval-auc:0.699314	train-auc:1
[235]	eval-auc:0.699314	train-auc:1
[236]	eval-auc:0.699314	train-auc:1
[237]	eval-auc:0.699314	train-auc:1
[238]	eval-auc:0.699314	train-auc:1
[239]	eval-auc:0.699314	train-auc:1
[240]	eval-auc:0.699314	train-auc:1
[241]	eval-auc:0.699314	train-auc:1
[242]	eval-auc:0.699314	train-auc:1
[243]	eval-auc:0.699314	train-auc:1
[244]	eval-auc:0.699314	train-auc:1
[245]	eval-auc:0.699314	train-auc:1
[246]	eval-auc:0.699314	train-auc:1
[247]	eval-auc:0.699314	train-auc:1
[248]	eval-auc:0.699314	train-auc:1
[249]	eval-auc:0.699314	train-auc:1
[250]	eval-auc:0.699314	train-auc:1
[251]	eval-auc:0.699314	train-auc:1
[252]	eval-auc:0.699314	train-auc:1
[253]	eval-auc:0.699314	train-auc:1
[254]	eval-auc:0.699314	train-auc:1
[255]	eval-auc:0.699352	train-auc:1
[256]	eval-auc:0.699599	train-auc:1
[257]	eval-auc:0.698938	train-auc:1
[258]	eval-auc:0.698938	train-auc:1
[259]	eval-auc:0.698938	train-auc:1
[260]	eval-auc:0.698938	train-auc:1
[261]	eval-auc:0.699084	train-auc:1
[262]	eval-auc:0.699084	train-auc:1
[263]	eval-auc:0.699084	train-auc:1
[264]	eval-auc:0.699051	train-auc:1
[265]	eval-auc:0.699051	train-auc:1
[266]	eval-auc:0.699051	train-auc:1
[267]	eval-auc:0.699051	train-auc:1
[268]	eval-auc:0.699051	train-auc:1
[269]	eval-auc:0.699051	train-auc:1
[270]	eval-auc:0.699051	train-auc:1
[271]	eval-auc:0.699051	train-auc:1
[272]	eval-auc:0.699051	train-auc:1
[273]	eval-auc:0.699051	train-auc:1
[274]	eval-auc:0.699051	train-auc:1
[275]	eval-auc:0.699051	train-auc:1
[276]	eval-auc:0.699051	train-auc:1
[277]	eval-auc:0.699051	train-auc:1
[278]	eval-auc:0.699051	train-auc:1
[279]	eval-auc:0.699051	train-auc:1
[280]	eval-auc:0.699051	train-auc:1
[281]	eval-auc:0.699051	train-auc:1
[282]	eval-auc:0.699051	train-auc:1
[283]	eval-auc:0.699051	train-auc:1
[284]	eval-auc:0.699051	train-auc:1
[285]	eval-auc:0.699051	train-auc:1
[286]	eval-auc:0.699051	train-auc:1
[287]	eval-auc:0.699051	train-auc:1
[288]	eval-auc:0.699051	train-auc:1
[289]	eval-auc:0.699051	train-auc:1
[290]	eval-auc:0.699051	train-auc:1
[291]	eval-auc:0.699051	train-auc:1
[292]	eval-auc:0.698691	train-auc:1
[293]	eval-auc:0.698545	train-auc:1
[294]	eval-auc:0.698081	train-auc:1
[295]	eval-auc:0.698021	train-auc:1
[296]	eval-auc:0.698329	train-auc:1
[297]	eval-auc:0.698329	train-auc:1
[298]	eval-auc:0.698329	train-auc:1
[299]	eval-auc:0.698329	train-auc:1
[300]	eval-auc:0.698329	train-auc:1
[301]	eval-auc:0.698329	train-auc:1
[302]	eval-auc:0.698329	train-auc:1
[303]	eval-auc:0.698329	train-auc:1
[304]	eval-auc:0.698329	train-auc:1
[305]	eval-auc:0.698329	train-auc:1
[306]	eval-auc:0.698329	train-auc:1
[307]	eval-auc:0.698329	train-auc:1
[308]	eval-auc:0.698329	train-auc:1
[309]	eval-auc:0.698329	train-auc:1
[310]	eval-auc:0.698329	train-auc:1
[311]	eval-auc:0.698329	train-auc:1
[312]	eval-auc:0.698329	train-auc:1
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[314]	eval-auc:0.698329	train-auc:1
[315]	eval-auc:0.698329	train-auc:1
[316]	eval-auc:0.698329	train-auc:1
[317]	eval-auc:0.697939	train-auc:1
[318]	eval-auc:0.697939	train-auc:1
[319]	eval-auc:0.697939	train-auc:1
[320]	eval-auc:0.697939	train-auc:1
[321]	eval-auc:0.697939	train-auc:1
[322]	eval-auc:0.697939	train-auc:1
[323]	eval-auc:0.697939	train-auc:1
[324]	eval-auc:0.697939	train-auc:1
[325]	eval-auc:0.697939	train-auc:1
[326]	eval-auc:0.697939	train-auc:1
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[331]	eval-auc:0.697939	train-auc:1
[332]	eval-auc:0.697939	train-auc:1
[333]	eval-auc:0.697939	train-auc:1
[334]	eval-auc:0.697939	train-auc:1
[335]	eval-auc:0.697939	train-auc:1
[336]	eval-auc:0.697939	train-auc:1
[337]	eval-auc:0.697939	train-auc:1
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[339]	eval-auc:0.697875	train-auc:1
[340]	eval-auc:0.697875	train-auc:1
[341]	eval-auc:0.697875	train-auc:1
[342]	eval-auc:0.697875	train-auc:1
[343]	eval-auc:0.697875	train-auc:1
[344]	eval-auc:0.697875	train-auc:1
[345]	eval-auc:0.697875	train-auc:1
[346]	eval-auc:0.697875	train-auc:1
[347]	eval-auc:0.697875	train-auc:1
[348]	eval-auc:0.697875	train-auc:1
[349]	eval-auc:0.697875	train-auc:1
[350]	eval-auc:0.697875	train-auc:1
[351]	eval-auc:0.697875	train-auc:1
[352]	eval-auc:0.697875	train-auc:1
[353]	eval-auc:0.697875	train-auc:1
[354]	eval-auc:0.697875	train-auc:1
[355]	eval-auc:0.697875	train-auc:1
[356]	eval-auc:0.697875	train-auc:1
[357]	eval-auc:0.697875	train-auc:1
[358]	eval-auc:0.697875	train-auc:1
[359]	eval-auc:0.697875	train-auc:1
[360]	eval-auc:0.697875	train-auc:1
[361]	eval-auc:0.697875	train-auc:1
[362]	eval-auc:0.697875	train-auc:1
[363]	eval-auc:0.697875	train-auc:1
[364]	eval-auc:0.697875	train-auc:1
[365]	eval-auc:0.697875	train-auc:1
[366]	eval-auc:0.697875	train-auc:1
[367]	eval-auc:0.697875	train-auc:1
[368]	eval-auc:0.697875	train-auc:1
[369]	eval-auc:0.697875	train-auc:1
[370]	eval-auc:0.697875	train-auc:1
[371]	eval-auc:0.697875	train-auc:1
[372]	eval-auc:0.697875	train-auc:1
[373]	eval-auc:0.697875	train-auc:1
[374]	eval-auc:0.697875	train-auc:1
[375]	eval-auc:0.697875	train-auc:1
[376]	eval-auc:0.697875	train-auc:1
[377]	eval-auc:0.697875	train-auc:1
[378]	eval-auc:0.697875	train-auc:1
[379]	eval-auc:0.697875	train-auc:1
[380]	eval-auc:0.697875	train-auc:1
[381]	eval-auc:0.697875	train-auc:1
[382]	eval-auc:0.697875	train-auc:1
[383]	eval-auc:0.697875	train-auc:1
[384]	eval-auc:0.697875	train-auc:1
[385]	eval-auc:0.697875	train-auc:1
[386]	eval-auc:0.697875	train-auc:1
[387]	eval-auc:0.697875	train-auc:1
[388]	eval-auc:0.697875	train-auc:1
[389]	eval-auc:0.697875	train-auc:1
[390]	eval-auc:0.697875	train-auc:1
[391]	eval-auc:0.697875	train-auc:1
[392]	eval-auc:0.697875	train-auc:1
[393]	eval-auc:0.697875	train-auc:1
[394]	eval-auc:0.697875	train-auc:1
[395]	eval-auc:0.698099	train-auc:1
[396]	eval-auc:0.698099	train-auc:1
[397]	eval-auc:0.698099	train-auc:1
[398]	eval-auc:0.698099	train-auc:1
[399]	eval-auc:0.698157	train-auc:1
[400]	eval-auc:0.698157	train-auc:1
[401]	eval-auc:0.698157	train-auc:1
[402]	eval-auc:0.697756	train-auc:1
[403]	eval-auc:0.697756	train-auc:1
[404]	eval-auc:0.697756	train-auc:1
[405]	eval-auc:0.697756	train-auc:1
[406]	eval-auc:0.697756	train-auc:1
[407]	eval-auc:0.697756	train-auc:1
[408]	eval-auc:0.697756	train-auc:1
[409]	eval-auc:0.697756	train-auc:1
[410]	eval-auc:0.697756	train-auc:1
[411]	eval-auc:0.697756	train-auc:1
[412]	eval-auc:0.697702	train-auc:1
[413]	eval-auc:0.697702	train-auc:1
[414]	eval-auc:0.69768	train-auc:1
[415]	eval-auc:0.69768	train-auc:1
[416]	eval-auc:0.69768	train-auc:1
[417]	eval-auc:0.697727	train-auc:1
[418]	eval-auc:0.697727	train-auc:1
[419]	eval-auc:0.697727	train-auc:1
[420]	eval-auc:0.697727	train-auc:1
[421]	eval-auc:0.697727	train-auc:1
[422]	eval-auc:0.697727	train-auc:1
[423]	eval-auc:0.697727	train-auc:1
[424]	eval-auc:0.697727	train-auc:1
[425]	eval-auc:0.697727	train-auc:1
[426]	eval-auc:0.697727	train-auc:1
[427]	eval-auc:0.697727	train-auc:1
[428]	eval-auc:0.697727	train-auc:1
[429]	eval-auc:0.697694	train-auc:1
[430]	eval-auc:0.697694	train-auc:1
[431]	eval-auc:0.697694	train-auc:1
[432]	eval-auc:0.697694	train-auc:1
[433]	eval-auc:0.697694	train-auc:1
[434]	eval-auc:0.697694	train-auc:1
[435]	eval-auc:0.697694	train-auc:1
[436]	eval-auc:0.697694	train-auc:1
[437]	eval-auc:0.697694	train-auc:1
[438]	eval-auc:0.697694	train-auc:1
[439]	eval-auc:0.697694	train-auc:1
[440]	eval-auc:0.697694	train-auc:1
[441]	eval-auc:0.697694	train-auc:1
[442]	eval-auc:0.697694	train-auc:1
[443]	eval-auc:0.697694	train-auc:1
[444]	eval-auc:0.697694	train-auc:1
[445]	eval-auc:0.697694	train-auc:1
[446]	eval-auc:0.697694	train-auc:1
[447]	eval-auc:0.697694	train-auc:1
[448]	eval-auc:0.697694	train-auc:1
[449]	eval-auc:0.697694	train-auc:1
[450]	eval-auc:0.697694	train-auc:1
[451]	eval-auc:0.697694	train-auc:1
[452]	eval-auc:0.697694	train-auc:1
[453]	eval-auc:0.697694	train-auc:1
[454]	eval-auc:0.697694	train-auc:1
[455]	eval-auc:0.697694	train-auc:1
[456]	eval-auc:0.697694	train-auc:1
[457]	eval-auc:0.697694	train-auc:1
[458]	eval-auc:0.697694	train-auc:1
[459]	eval-auc:0.697694	train-auc:1
[460]	eval-auc:0.697694	train-auc:1
[461]	eval-auc:0.697694	train-auc:1
[462]	eval-auc:0.697694	train-auc:1
[463]	eval-auc:0.697694	train-auc:1
[464]	eval-auc:0.697724	train-auc:1
[465]	eval-auc:0.697724	train-auc:1
[466]	eval-auc:0.697724	train-auc:1
[467]	eval-auc:0.697724	train-auc:1
[468]	eval-auc:0.697724	train-auc:1
[469]	eval-auc:0.697724	train-auc:1
[470]	eval-auc:0.697724	train-auc:1
[471]	eval-auc:0.697724	train-auc:1
[472]	eval-auc:0.697724	train-auc:1
[473]	eval-auc:0.697724	train-auc:1
[474]	eval-auc:0.697724	train-auc:1
[475]	eval-auc:0.697724	train-auc:1
[476]	eval-auc:0.697724	train-auc:1
[477]	eval-auc:0.697724	train-auc:1
[478]	eval-auc:0.697731	train-auc:1
[479]	eval-auc:0.697731	train-auc:1
[480]	eval-auc:0.697731	train-auc:1
[481]	eval-auc:0.697731	train-auc:1
[482]	eval-auc:0.697731	train-auc:1
[483]	eval-auc:0.697731	train-auc:1
[484]	eval-auc:0.697731	train-auc:1
[485]	eval-auc:0.697731	train-auc:1
[486]	eval-auc:0.697731	train-auc:1
[487]	eval-auc:0.697731	train-auc:1
[488]	eval-auc:0.697731	train-auc:1
[489]	eval-auc:0.697731	train-auc:1
[490]	eval-auc:0.697731	train-auc:1
[491]	eval-auc:0.697731	train-auc:1
[492]	eval-auc:0.697731	train-auc:1
[493]	eval-auc:0.697731	train-auc:1
[494]	eval-auc:0.697839	train-auc:1
[495]	eval-auc:0.697839	train-auc:1
[496]	eval-auc:0.697839	train-auc:1
[497]	eval-auc:0.697839	train-auc:1
[498]	eval-auc:0.697839	train-auc:1
[499]	eval-auc:0.697839	train-auc:1
[500]	eval-auc:0.697839	train-auc:1
[501]	eval-auc:0.697839	train-auc:1
[502]	eval-auc:0.697839	train-auc:1
[503]	eval-auc:0.697839	train-auc:1
[504]	eval-auc:0.697839	train-auc:1
[505]	eval-auc:0.697839	train-auc:1
[506]	eval-auc:0.697839	train-auc:1
[507]	eval-auc:0.697839	train-auc:1
[508]	eval-auc:0.697849	train-auc:1
[509]	eval-auc:0.697826	train-auc:1
[510]	eval-auc:0.697826	train-auc:1
[511]	eval-auc:0.697826	train-auc:1
[512]	eval-auc:0.697826	train-auc:1
[513]	eval-auc:0.697826	train-auc:1
[514]	eval-auc:0.697826	train-auc:1
[515]	eval-auc:0.697826	train-auc:1
[516]	eval-auc:0.697826	train-auc:1
[517]	eval-auc:0.697826	train-auc:1
[518]	eval-auc:0.697826	train-auc:1
[519]	eval-auc:0.697826	train-auc:1
[520]	eval-auc:0.697826	train-auc:1
[521]	eval-auc:0.697826	train-auc:1
[522]	eval-auc:0.697826	train-auc:1
[523]	eval-auc:0.697826	train-auc:1
[524]	eval-auc:0.697826	train-auc:1
[525]	eval-auc:0.697826	train-auc:1
[526]	eval-auc:0.697826	train-auc:1
[527]	eval-auc:0.697826	train-auc:1
[528]	eval-auc:0.697826	train-auc:1
[529]	eval-auc:0.697826	train-auc:1
[530]	eval-auc:0.697826	train-auc:1
[531]	eval-auc:0.697826	train-auc:1
[532]	eval-auc:0.697826	train-auc:1
[533]	eval-auc:0.697826	train-auc:1
[534]	eval-auc:0.697826	train-auc:1
[535]	eval-auc:0.697826	train-auc:1
[536]	eval-auc:0.697826	train-auc:1
[537]	eval-auc:0.697826	train-auc:1
[538]	eval-auc:0.697826	train-auc:1
[539]	eval-auc:0.697826	train-auc:1
[540]	eval-auc:0.697826	train-auc:1
[541]	eval-auc:0.697826	train-auc:1
[542]	eval-auc:0.697826	train-auc:1
[543]	eval-auc:0.697826	train-auc:1
[544]	eval-auc:0.697826	train-auc:1
[545]	eval-auc:0.697826	train-auc:1
[546]	eval-auc:0.697826	train-auc:1
[547]	eval-auc:0.697826	train-auc:1
[548]	eval-auc:0.697826	train-auc:1
[549]	eval-auc:0.697826	train-auc:1
[550]	eval-auc:0.697826	train-auc:1
[551]	eval-auc:0.697826	train-auc:1
[552]	eval-auc:0.697826	train-auc:1
[553]	eval-auc:0.697826	train-auc:1
[554]	eval-auc:0.697826	train-auc:1
[555]	eval-auc:0.697826	train-auc:1
[556]	eval-auc:0.697826	train-auc:1
[557]	eval-auc:0.697826	train-auc:1
[558]	eval-auc:0.697826	train-auc:1
[559]	eval-auc:0.697826	train-auc:1
[560]	eval-auc:0.697826	train-auc:1
[561]	eval-auc:0.697826	train-auc:1
[562]	eval-auc:0.697826	train-auc:1
[563]	eval-auc:0.697826	train-auc:1
[564]	eval-auc:0.697826	train-auc:1
[565]	eval-auc:0.697826	train-auc:1
[566]	eval-auc:0.697826	train-auc:1
[567]	eval-auc:0.697826	train-auc:1
[568]	eval-auc:0.697826	train-auc:1
[569]	eval-auc:0.697826	train-auc:1
[570]	eval-auc:0.698136	train-auc:1
[571]	eval-auc:0.698136	train-auc:1
[572]	eval-auc:0.698136	train-auc:1
[573]	eval-auc:0.698136	train-auc:1
[574]	eval-auc:0.698136	train-auc:1
[575]	eval-auc:0.698136	train-auc:1
[576]	eval-auc:0.698136	train-auc:1
[577]	eval-auc:0.698136	train-auc:1
[578]	eval-auc:0.698136	train-auc:1
[579]	eval-auc:0.698136	train-auc:1
[580]	eval-auc:0.698136	train-auc:1
[581]	eval-auc:0.698136	train-auc:1
[582]	eval-auc:0.698136	train-auc:1
[583]	eval-auc:0.698136	train-auc:1
[584]	eval-auc:0.698136	train-auc:1
[585]	eval-auc:0.698136	train-auc:1
[586]	eval-auc:0.698136	train-auc:1
[587]	eval-auc:0.698136	train-auc:1
[588]	eval-auc:0.698136	train-auc:1
[589]	eval-auc:0.698136	train-auc:1
[590]	eval-auc:0.698136	train-auc:1
[591]	eval-auc:0.698136	train-auc:1
[592]	eval-auc:0.698136	train-auc:1
[593]	eval-auc:0.698136	train-auc:1
[594]	eval-auc:0.698136	train-auc:1
[595]	eval-auc:0.698136	train-auc:1
[596]	eval-auc:0.698136	train-auc:1
[597]	eval-auc:0.698136	train-auc:1
[598]	eval-auc:0.698136	train-auc:1
[599]	eval-auc:0.698136	train-auc:1
[600]	eval-auc:0.698136	train-auc:1
[601]	eval-auc:0.698136	train-auc:1
[602]	eval-auc:0.698136	train-auc:1
[603]	eval-auc:0.698136	train-auc:1
[604]	eval-auc:0.698136	train-auc:1
[605]	eval-auc:0.698136	train-auc:1
[606]	eval-auc:0.698136	train-auc:1
[607]	eval-auc:0.698136	train-auc:1
[608]	eval-auc:0.698136	train-auc:1
[609]	eval-auc:0.698136	train-auc:1
[610]	eval-auc:0.698136	train-auc:1
[611]	eval-auc:0.698136	train-auc:1
[612]	eval-auc:0.698136	train-auc:1
[613]	eval-auc:0.698136	train-auc:1
[614]	eval-auc:0.698136	train-auc:1
[615]	eval-auc:0.698136	train-auc:1
[616]	eval-auc:0.698136	train-auc:1
[617]	eval-auc:0.698136	train-auc:1
[618]	eval-auc:0.698136	train-auc:1
[619]	eval-auc:0.698136	train-auc:1
[620]	eval-auc:0.698136	train-auc:1
[621]	eval-auc:0.698136	train-auc:1
[622]	eval-auc:0.698136	train-auc:1
[623]	eval-auc:0.698136	train-auc:1
[624]	eval-auc:0.698136	train-auc:1
[625]	eval-auc:0.698136	train-auc:1
[626]	eval-auc:0.698136	train-auc:1
[627]	eval-auc:0.698136	train-auc:1
[628]	eval-auc:0.698136	train-auc:1
[629]	eval-auc:0.698136	train-auc:1
[630]	eval-auc:0.698136	train-auc:1
	Score 0.6981355601846776


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 2.0, 'n_estimators': 117.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.670464	train-auc:0.689717
[1]	eval-auc:0.669684	train-auc:0.690297
[2]	eval-auc:0.666128	train-auc:0.694804
[3]	eval-auc:0.697974	train-auc:0.716164
[4]	eval-auc:0.697974	train-auc:0.716164
[5]	eval-auc:0.697995	train-auc:0.718088
[6]	eval-auc:0.69544	train-auc:0.716075
[7]	eval-auc:0.69544	train-auc:0.716075
[8]	eval-auc:0.69544	train-auc:0.716075
[9]	eval-auc:0.695862	train-auc:0.716303
[10]	eval-auc:0.696051	train-auc:0.716414
[11]	eval-auc:0.699904	train-auc:0.718608
[12]	eval-auc:0.699714	train-auc:0.718944
[13]	eval-auc:0.699188	train-auc:0.718822
[14]	eval-auc:0.698896	train-auc:0.718979
[15]	eval-auc:0.699499	train-auc:0.719196
[16]	eval-auc:0.700175	train-auc:0.719179
[17]	eval-auc:0.700239	train-auc:0.720265
[18]	eval-auc:0.699662	train-auc:0.721057
[19]	eval-auc:0.698243	train-auc:0.721505
[20]	eval-auc:0.69859	train-auc:0.722939
[21]	eval-auc:0.698404	train-auc:0.722986
[22]	eval-auc:0.697891	train-auc:0.722877
[23]	eval-auc:0.697779	train-auc:0.723427
[24]	eval-auc:0.6982	train-auc:0.724371
[25]	eval-auc:0.697268	train-auc:0.725876
[26]	eval-auc:0.69754	train-auc:0.726022
[27]	eval-auc:0.698032	train-auc:0.726128
[28]	eval-auc:0.698372	train-auc:0.726607
[29]	eval-auc:0.697845	train-auc:0.724694
[30]	eval-auc:0.697644	train-auc:0.726122
[31]	eval-auc:0.700637	train-auc:0.728871
[32]	eval-auc:0.698022	train-auc:0.727262
[33]	eval-auc:0.699808	train-auc:0.729838
[34]	eval-auc:0.699345	train-auc:0.728313
[35]	eval-auc:0.699152	train-auc:0.726783
[36]	eval-auc:0.698931	train-auc:0.724863
[37]	eval-auc:0.700287	train-auc:0.727379
[38]	eval-auc:0.699297	train-auc:0.725711
[39]	eval-auc:0.698548	train-auc:0.72461
[40]	eval-auc:0.697569	train-auc:0.724462
[41]	eval-auc:0.698428	train-auc:0.726149
[42]	eval-auc:0.697638	train-auc:0.724468
[43]	eval-auc:0.699536	train-auc:0.724896
[44]	eval-auc:0.698026	train-auc:0.725115
[45]	eval-auc:0.698439	train-auc:0.724162
[46]	eval-auc:0.698129	train-auc:0.723803
[47]	eval-auc:0.697453	train-auc:0.725319
[48]	eval-auc:0.697826	train-auc:0.725625
[49]	eval-auc:0.697523	train-auc:0.725898
[50]	eval-auc:0.697647	train-auc:0.726001
[51]	eval-auc:0.697327	train-auc:0.72491
[52]	eval-auc:0.697842	train-auc:0.72586
[53]	eval-auc:0.698091	train-auc:0.726035
[54]	eval-auc:0.698342	train-auc:0.726556
[55]	eval-auc:0.699114	train-auc:0.726959
[56]	eval-auc:0.698433	train-auc:0.727118
[57]	eval-auc:0.69944	train-auc:0.727184
[58]	eval-auc:0.699027	train-auc:0.727641
[59]	eval-auc:0.700455	train-auc:0.72857
[60]	eval-auc:0.700801	train-auc:0.729129
[61]	eval-auc:0.701593	train-auc:0.729913
[62]	eval-auc:0.702216	train-auc:0.729767
[63]	eval-auc:0.702913	train-auc:0.73091
[64]	eval-auc:0.703378	train-auc:0.731144
[65]	eval-auc:0.703773	train-auc:0.731329
[66]	eval-auc:0.703474	train-auc:0.731706
[67]	eval-auc:0.703866	train-auc:0.732257
[68]	eval-auc:0.703694	train-auc:0.73263
[69]	eval-auc:0.70334	train-auc:0.732043
[70]	eval-auc:0.703658	train-auc:0.731746
[71]	eval-auc:0.704288	train-auc:0.732034
[72]	eval-auc:0.704368	train-auc:0.732078
[73]	eval-auc:0.70449	train-auc:0.73232
[74]	eval-auc:0.704424	train-auc:0.732751
[75]	eval-auc:0.703373	train-auc:0.732715
[76]	eval-auc:0.703483	train-auc:0.732669
[77]	eval-auc:0.704217	train-auc:0.732947
[78]	eval-auc:0.704207	train-auc:0.733113
[79]	eval-auc:0.704437	train-auc:0.733485
[80]	eval-auc:0.704303	train-auc:0.733704
[81]	eval-auc:0.704914	train-auc:0.73364
[82]	eval-auc:0.705295	train-auc:0.733823
[83]	eval-auc:0.705611	train-auc:0.733953
[84]	eval-auc:0.704894	train-auc:0.733977
[85]	eval-auc:0.705261	train-auc:0.734094
[86]	eval-auc:0.70564	train-auc:0.734718
[87]	eval-auc:0.705532	train-auc:0.734867
[88]	eval-auc:0.705913	train-auc:0.735591
[89]	eval-auc:0.705944	train-auc:0.73629
[90]	eval-auc:0.705786	train-auc:0.736046
[91]	eval-auc:0.705678	train-auc:0.736083
[92]	eval-auc:0.705254	train-auc:0.735973
[93]	eval-auc:0.705084	train-auc:0.736507
[94]	eval-auc:0.705839	train-auc:0.737062
[95]	eval-auc:0.706019	train-auc:0.737296
[96]	eval-auc:0.706152	train-auc:0.737522
[97]	eval-auc:0.706157	train-auc:0.737611
[98]	eval-auc:0.706103	train-auc:0.738116
[99]	eval-auc:0.706253	train-auc:0.738214
[100]	eval-auc:0.706045	train-auc:0.738508
[101]	eval-auc:0.70631	train-auc:0.739395
[102]	eval-auc:0.706294	train-auc:0.73971
[103]	eval-auc:0.706457	train-auc:0.739739
[104]	eval-auc:0.706392	train-auc:0.739634
[105]	eval-auc:0.706483	train-auc:0.73971
[106]	eval-auc:0.706302	train-auc:0.739495
[107]	eval-auc:0.70662	train-auc:0.739654
[108]	eval-auc:0.706841	train-auc:0.739872
[109]	eval-auc:0.706896	train-auc:0.740178
[110]	eval-auc:0.706959	train-auc:0.740202
[111]	eval-auc:0.707192	train-auc:0.740523
[112]	eval-auc:0.707306	train-auc:0.74061
[113]	eval-auc:0.707602	train-auc:0.740914
[114]	eval-auc:0.707609	train-auc:0.740945
[115]	eval-auc:0.707854	train-auc:0.74132
[116]	eval-auc:0.70813	train-auc:0.741606
	Score 0.7081300478748676


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 6, 'min_child_weight': 1.0, 'n_estimators': 267.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.707793	train-auc:0.775553
[1]	eval-auc:0.692901	train-auc:0.810666
[2]	eval-auc:0.698293	train-auc:0.83057
[3]	eval-auc:0.684761	train-auc:0.837731
[4]	eval-auc:0.68375	train-auc:0.859029
[5]	eval-auc:0.688526	train-auc:0.871152
[6]	eval-auc:0.687556	train-auc:0.885634
[7]	eval-auc:0.688325	train-auc:0.888223
[8]	eval-auc:0.682489	train-auc:0.897728
[9]	eval-auc:0.686009	train-auc:0.907352
[10]	eval-auc:0.684474	train-auc:0.912177
[11]	eval-auc:0.68561	train-auc:0.914361
[12]	eval-auc:0.683794	train-auc:0.919869
[13]	eval-auc:0.685986	train-auc:0.926475
[14]	eval-auc:0.684777	train-auc:0.929335
[15]	eval-auc:0.687975	train-auc:0.934522
[16]	eval-auc:0.689971	train-auc:0.935792
[17]	eval-auc:0.688988	train-auc:0.938443
[18]	eval-auc:0.690551	train-auc:0.94396
[19]	eval-auc:0.690743	train-auc:0.944523
[20]	eval-auc:0.691988	train-auc:0.947532
[21]	eval-auc:0.692274	train-auc:0.947559
[22]	eval-auc:0.69341	train-auc:0.9485
[23]	eval-auc:0.691668	train-auc:0.953792
[24]	eval-auc:0.691407	train-auc:0.95576
[25]	eval-auc:0.692533	train-auc:0.959869
[26]	eval-auc:0.693688	train-auc:0.960638
[27]	eval-auc:0.693768	train-auc:0.96058
[28]	eval-auc:0.696327	train-auc:0.961446
[29]	eval-auc:0.696221	train-auc:0.961445
[30]	eval-auc:0.696466	train-auc:0.961492
[31]	eval-auc:0.696559	train-auc:0.963642
[32]	eval-auc:0.698404	train-auc:0.966358
[33]	eval-auc:0.697066	train-auc:0.966675
[34]	eval-auc:0.698819	train-auc:0.968482
[35]	eval-auc:0.698663	train-auc:0.969363
[36]	eval-auc:0.698765	train-auc:0.969384
[37]	eval-auc:0.699221	train-auc:0.969494
[38]	eval-auc:0.69916	train-auc:0.971179
[39]	eval-auc:0.698858	train-auc:0.971453
[40]	eval-auc:0.699318	train-auc:0.971676
[41]	eval-auc:0.699227	train-auc:0.974164
[42]	eval-auc:0.698607	train-auc:0.974631
[43]	eval-auc:0.700449	train-auc:0.975909
[44]	eval-auc:0.700347	train-auc:0.976792
[45]	eval-auc:0.70092	train-auc:0.977157
[46]	eval-auc:0.701072	train-auc:0.977744
[47]	eval-auc:0.70124	train-auc:0.978604
[48]	eval-auc:0.700582	train-auc:0.978742
[49]	eval-auc:0.701601	train-auc:0.97964
[50]	eval-auc:0.701843	train-auc:0.980028
[51]	eval-auc:0.701521	train-auc:0.981035
[52]	eval-auc:0.701224	train-auc:0.981488
[53]	eval-auc:0.700189	train-auc:0.981967
[54]	eval-auc:0.700332	train-auc:0.983127
[55]	eval-auc:0.697433	train-auc:0.98373
[56]	eval-auc:0.697445	train-auc:0.984059
[57]	eval-auc:0.69648	train-auc:0.98482
[58]	eval-auc:0.696215	train-auc:0.9851
[59]	eval-auc:0.696939	train-auc:0.985792
[60]	eval-auc:0.696253	train-auc:0.986019
[61]	eval-auc:0.696015	train-auc:0.986683
[62]	eval-auc:0.696932	train-auc:0.987137
[63]	eval-auc:0.697969	train-auc:0.987308
[64]	eval-auc:0.697986	train-auc:0.987609
[65]	eval-auc:0.697804	train-auc:0.987656
[66]	eval-auc:0.69738	train-auc:0.988171
[67]	eval-auc:0.696475	train-auc:0.989002
[68]	eval-auc:0.69547	train-auc:0.989583
[69]	eval-auc:0.69611	train-auc:0.989618
[70]	eval-auc:0.696292	train-auc:0.989746
[71]	eval-auc:0.695694	train-auc:0.990049
[72]	eval-auc:0.695235	train-auc:0.990333
[73]	eval-auc:0.695229	train-auc:0.990351
[74]	eval-auc:0.695703	train-auc:0.990663
[75]	eval-auc:0.695884	train-auc:0.990715
[76]	eval-auc:0.697172	train-auc:0.991463
[77]	eval-auc:0.697306	train-auc:0.99212
[78]	eval-auc:0.697554	train-auc:0.992361
[79]	eval-auc:0.69759	train-auc:0.992515
[80]	eval-auc:0.696622	train-auc:0.992857
[81]	eval-auc:0.697258	train-auc:0.993296
[82]	eval-auc:0.697132	train-auc:0.993507
[83]	eval-auc:0.696934	train-auc:0.993516
[84]	eval-auc:0.696858	train-auc:0.993541
[85]	eval-auc:0.69719	train-auc:0.994177
[86]	eval-auc:0.69752	train-auc:0.994482
[87]	eval-auc:0.697067	train-auc:0.994489
[88]	eval-auc:0.697441	train-auc:0.994513
[89]	eval-auc:0.697345	train-auc:0.994512
[90]	eval-auc:0.697089	train-auc:0.994544
[91]	eval-auc:0.698309	train-auc:0.994852
[92]	eval-auc:0.698501	train-auc:0.994865
[93]	eval-auc:0.698396	train-auc:0.99534
[94]	eval-auc:0.698676	train-auc:0.995653
[95]	eval-auc:0.698976	train-auc:0.995785
[96]	eval-auc:0.698274	train-auc:0.995916
[97]	eval-auc:0.698061	train-auc:0.995953
[98]	eval-auc:0.697954	train-auc:0.996351
[99]	eval-auc:0.697555	train-auc:0.99647
[100]	eval-auc:0.698754	train-auc:0.996506
[101]	eval-auc:0.699396	train-auc:0.996834
[102]	eval-auc:0.698967	train-auc:0.996926
[103]	eval-auc:0.698506	train-auc:0.99703
[104]	eval-auc:0.698991	train-auc:0.997379
[105]	eval-auc:0.699424	train-auc:0.997673
[106]	eval-auc:0.698965	train-auc:0.997714
[107]	eval-auc:0.69947	train-auc:0.997763
[108]	eval-auc:0.698487	train-auc:0.997867
[109]	eval-auc:0.698568	train-auc:0.997875
[110]	eval-auc:0.698457	train-auc:0.997877
[111]	eval-auc:0.698405	train-auc:0.99788
[112]	eval-auc:0.697956	train-auc:0.998128
[113]	eval-auc:0.697967	train-auc:0.998127
[114]	eval-auc:0.698289	train-auc:0.998125
[115]	eval-auc:0.698332	train-auc:0.998204
[116]	eval-auc:0.698257	train-auc:0.998393
[117]	eval-auc:0.698793	train-auc:0.998576
[118]	eval-auc:0.698734	train-auc:0.998685
[119]	eval-auc:0.699055	train-auc:0.998688
[120]	eval-auc:0.698702	train-auc:0.99884
[121]	eval-auc:0.699537	train-auc:0.998896
[122]	eval-auc:0.699792	train-auc:0.999125
[123]	eval-auc:0.699582	train-auc:0.999164
[124]	eval-auc:0.699617	train-auc:0.999183
[125]	eval-auc:0.700187	train-auc:0.999192
[126]	eval-auc:0.700344	train-auc:0.999199
[127]	eval-auc:0.700764	train-auc:0.999237
[128]	eval-auc:0.701449	train-auc:0.999268
[129]	eval-auc:0.701501	train-auc:0.999272
[130]	eval-auc:0.702431	train-auc:0.999367
[131]	eval-auc:0.702576	train-auc:0.999423
[132]	eval-auc:0.702609	train-auc:0.999426
[133]	eval-auc:0.702288	train-auc:0.999428
[134]	eval-auc:0.702114	train-auc:0.999429
[135]	eval-auc:0.701262	train-auc:0.999434
[136]	eval-auc:0.701929	train-auc:0.999452
[137]	eval-auc:0.701228	train-auc:0.999455
[138]	eval-auc:0.701615	train-auc:0.999457
[139]	eval-auc:0.702073	train-auc:0.999539
[140]	eval-auc:0.701863	train-auc:0.999551
[141]	eval-auc:0.701443	train-auc:0.999566
[142]	eval-auc:0.701166	train-auc:0.999584
[143]	eval-auc:0.700977	train-auc:0.999592
[144]	eval-auc:0.701402	train-auc:0.999607
[145]	eval-auc:0.701827	train-auc:0.999648
[146]	eval-auc:0.701493	train-auc:0.999677
[147]	eval-auc:0.701824	train-auc:0.99969
[148]	eval-auc:0.70165	train-auc:0.999696
[149]	eval-auc:0.701464	train-auc:0.999699
[150]	eval-auc:0.700889	train-auc:0.999709
[151]	eval-auc:0.700785	train-auc:0.999708
[152]	eval-auc:0.700342	train-auc:0.999727
[153]	eval-auc:0.699553	train-auc:0.99974
[154]	eval-auc:0.699687	train-auc:0.999743
[155]	eval-auc:0.699345	train-auc:0.999747
[156]	eval-auc:0.699036	train-auc:0.999766
[157]	eval-auc:0.698652	train-auc:0.999766
[158]	eval-auc:0.698646	train-auc:0.999767
[159]	eval-auc:0.698186	train-auc:0.999807
[160]	eval-auc:0.697679	train-auc:0.999812
[161]	eval-auc:0.697205	train-auc:0.999834
[162]	eval-auc:0.697392	train-auc:0.999833
[163]	eval-auc:0.697306	train-auc:0.999834
[164]	eval-auc:0.69823	train-auc:0.99985
[165]	eval-auc:0.698603	train-auc:0.999856
[166]	eval-auc:0.698649	train-auc:0.999857
[167]	eval-auc:0.69802	train-auc:0.999887
[168]	eval-auc:0.69835	train-auc:0.999902
[169]	eval-auc:0.698146	train-auc:0.999902
[170]	eval-auc:0.698372	train-auc:0.999904
[171]	eval-auc:0.698253	train-auc:0.999904
[172]	eval-auc:0.698318	train-auc:0.999906
[173]	eval-auc:0.6985	train-auc:0.999913
[174]	eval-auc:0.697773	train-auc:0.999913
[175]	eval-auc:0.697587	train-auc:0.999914
[176]	eval-auc:0.697517	train-auc:0.999914
[177]	eval-auc:0.697426	train-auc:0.999915
[178]	eval-auc:0.697353	train-auc:0.999915
[179]	eval-auc:0.697389	train-auc:0.999915
[180]	eval-auc:0.697682	train-auc:0.999915
[181]	eval-auc:0.69759	train-auc:0.999915
[182]	eval-auc:0.697653	train-auc:0.999924
[183]	eval-auc:0.697694	train-auc:0.999924
[184]	eval-auc:0.698396	train-auc:0.999927
[185]	eval-auc:0.698291	train-auc:0.999927
[186]	eval-auc:0.697858	train-auc:0.99993
[187]	eval-auc:0.697143	train-auc:0.999927
[188]	eval-auc:0.696401	train-auc:0.999927
[189]	eval-auc:0.696086	train-auc:0.999928
[190]	eval-auc:0.696479	train-auc:0.999928
[191]	eval-auc:0.696279	train-auc:0.99994
[192]	eval-auc:0.696185	train-auc:0.999943
[193]	eval-auc:0.695704	train-auc:0.999947
[194]	eval-auc:0.695897	train-auc:0.999948
[195]	eval-auc:0.695121	train-auc:0.999948
[196]	eval-auc:0.695031	train-auc:0.999946
[197]	eval-auc:0.694645	train-auc:0.999947
[198]	eval-auc:0.695029	train-auc:0.999947
[199]	eval-auc:0.694265	train-auc:0.999948
[200]	eval-auc:0.694448	train-auc:0.999948
[201]	eval-auc:0.694818	train-auc:0.999948
[202]	eval-auc:0.695052	train-auc:0.999954
[203]	eval-auc:0.69572	train-auc:0.999963
[204]	eval-auc:0.695717	train-auc:0.999963
[205]	eval-auc:0.695142	train-auc:0.999966
[206]	eval-auc:0.695235	train-auc:0.999968
[207]	eval-auc:0.695297	train-auc:0.999968
[208]	eval-auc:0.695113	train-auc:0.999968
[209]	eval-auc:0.695232	train-auc:0.999969
[210]	eval-auc:0.695232	train-auc:0.999969
[211]	eval-auc:0.695288	train-auc:0.999969
[212]	eval-auc:0.695512	train-auc:0.999968
[213]	eval-auc:0.69509	train-auc:0.999969
[214]	eval-auc:0.694967	train-auc:0.999969
[215]	eval-auc:0.694994	train-auc:0.999969
[216]	eval-auc:0.694952	train-auc:0.999968
[217]	eval-auc:0.695026	train-auc:0.999974
[218]	eval-auc:0.69479	train-auc:0.999974
[219]	eval-auc:0.694737	train-auc:0.999974
[220]	eval-auc:0.694819	train-auc:0.999974
[221]	eval-auc:0.695009	train-auc:0.999974
[222]	eval-auc:0.695032	train-auc:0.999981
[223]	eval-auc:0.694909	train-auc:0.999981
[224]	eval-auc:0.695233	train-auc:0.999982
[225]	eval-auc:0.694735	train-auc:0.999982
[226]	eval-auc:0.694977	train-auc:0.999984
[227]	eval-auc:0.695504	train-auc:0.999984
[228]	eval-auc:0.695877	train-auc:0.999986
[229]	eval-auc:0.695376	train-auc:0.999986
[230]	eval-auc:0.695143	train-auc:0.999986
[231]	eval-auc:0.695082	train-auc:0.999986
[232]	eval-auc:0.69505	train-auc:0.999986
[233]	eval-auc:0.695072	train-auc:0.999986
[234]	eval-auc:0.695093	train-auc:0.999986
[235]	eval-auc:0.694906	train-auc:0.999986
[236]	eval-auc:0.694868	train-auc:0.99999
[237]	eval-auc:0.695235	train-auc:0.999993
[238]	eval-auc:0.695224	train-auc:0.999993
[239]	eval-auc:0.695699	train-auc:0.999994
[240]	eval-auc:0.69543	train-auc:0.999995
[241]	eval-auc:0.694898	train-auc:0.999997
[242]	eval-auc:0.695212	train-auc:0.999997
[243]	eval-auc:0.69536	train-auc:0.999997
[244]	eval-auc:0.695267	train-auc:0.999997
[245]	eval-auc:0.695533	train-auc:0.999996
[246]	eval-auc:0.695308	train-auc:0.999998
[247]	eval-auc:0.695308	train-auc:0.999998
[248]	eval-auc:0.695308	train-auc:0.999998
[249]	eval-auc:0.695308	train-auc:0.999998
[250]	eval-auc:0.695308	train-auc:0.999998
[251]	eval-auc:0.695308	train-auc:0.999998
[252]	eval-auc:0.695308	train-auc:0.999998
[253]	eval-auc:0.695308	train-auc:0.999998
[254]	eval-auc:0.695308	train-auc:0.999998
[255]	eval-auc:0.695308	train-auc:0.999998
[256]	eval-auc:0.695352	train-auc:0.999998
[257]	eval-auc:0.695172	train-auc:0.999998
[258]	eval-auc:0.695379	train-auc:0.999998
[259]	eval-auc:0.695379	train-auc:0.999998
[260]	eval-auc:0.695379	train-auc:0.999998
[261]	eval-auc:0.694458	train-auc:0.999999
[262]	eval-auc:0.694743	train-auc:0.999999
[263]	eval-auc:0.694712	train-auc:0.999999
[264]	eval-auc:0.694936	train-auc:0.999999
[265]	eval-auc:0.694983	train-auc:0.999999
[266]	eval-auc:0.694967	train-auc:0.999999
	Score 0.6949667434126374


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.325, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 13, 'min_child_weight': 2.0, 'n_estimators': 290.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.695283	train-auc:0.895855
[1]	eval-auc:0.656722	train-auc:0.941682
[2]	eval-auc:0.648053	train-auc:0.976322
[3]	eval-auc:0.656907	train-auc:0.987862
[4]	eval-auc:0.665959	train-auc:0.99432
[5]	eval-auc:0.655931	train-auc:0.997011
[6]	eval-auc:0.654806	train-auc:0.998643
[7]	eval-auc:0.666511	train-auc:0.99916
[8]	eval-auc:0.671817	train-auc:0.999497
[9]	eval-auc:0.670668	train-auc:0.999616
[10]	eval-auc:0.674119	train-auc:0.99989
[11]	eval-auc:0.679564	train-auc:0.999924
[12]	eval-auc:0.682141	train-auc:0.99997
[13]	eval-auc:0.677614	train-auc:0.999983
[14]	eval-auc:0.680289	train-auc:0.999975
[15]	eval-auc:0.680508	train-auc:0.999976
[16]	eval-auc:0.680677	train-auc:0.999975
[17]	eval-auc:0.68287	train-auc:0.999987
[18]	eval-auc:0.683992	train-auc:0.999996
[19]	eval-auc:0.681877	train-auc:0.999999
[20]	eval-auc:0.681163	train-auc:1
[21]	eval-auc:0.685019	train-auc:1
[22]	eval-auc:0.68437	train-auc:1
[23]	eval-auc:0.68372	train-auc:1
[24]	eval-auc:0.680877	train-auc:1
[25]	eval-auc:0.679908	train-auc:1
[26]	eval-auc:0.680073	train-auc:1
[27]	eval-auc:0.679969	train-auc:1
[28]	eval-auc:0.684413	train-auc:1
[29]	eval-auc:0.68315	train-auc:1
[30]	eval-auc:0.681244	train-auc:1
[31]	eval-auc:0.68153	train-auc:1
[32]	eval-auc:0.679167	train-auc:1
[33]	eval-auc:0.678734	train-auc:1
[34]	eval-auc:0.682276	train-auc:1
[35]	eval-auc:0.683581	train-auc:1
[36]	eval-auc:0.682986	train-auc:1
[37]	eval-auc:0.682649	train-auc:1
[38]	eval-auc:0.682537	train-auc:1
[39]	eval-auc:0.685967	train-auc:1
[40]	eval-auc:0.686479	train-auc:1
[41]	eval-auc:0.687096	train-auc:1
[42]	eval-auc:0.687026	train-auc:1
[43]	eval-auc:0.687003	train-auc:1
[44]	eval-auc:0.688331	train-auc:1
[45]	eval-auc:0.688283	train-auc:1
[46]	eval-auc:0.691093	train-auc:1
[47]	eval-auc:0.69229	train-auc:1
[48]	eval-auc:0.691582	train-auc:1
[49]	eval-auc:0.691679	train-auc:1
[50]	eval-auc:0.692759	train-auc:1
[51]	eval-auc:0.692623	train-auc:1
[52]	eval-auc:0.692835	train-auc:1
[53]	eval-auc:0.692386	train-auc:1
[54]	eval-auc:0.692672	train-auc:1
[55]	eval-auc:0.69291	train-auc:1
[56]	eval-auc:0.692664	train-auc:1
[57]	eval-auc:0.693129	train-auc:1
[58]	eval-auc:0.693164	train-auc:1
[59]	eval-auc:0.693379	train-auc:1
[60]	eval-auc:0.69345	train-auc:1
[61]	eval-auc:0.69335	train-auc:1
[62]	eval-auc:0.693601	train-auc:1
[63]	eval-auc:0.693537	train-auc:1
[64]	eval-auc:0.694269	train-auc:1
[65]	eval-auc:0.694228	train-auc:1
[66]	eval-auc:0.693953	train-auc:1
[67]	eval-auc:0.694038	train-auc:1
[68]	eval-auc:0.693848	train-auc:1
[69]	eval-auc:0.6941	train-auc:1
[70]	eval-auc:0.694391	train-auc:1
[71]	eval-auc:0.69419	train-auc:1
[72]	eval-auc:0.69419	train-auc:1
[73]	eval-auc:0.693939	train-auc:1
[74]	eval-auc:0.694049	train-auc:1
[75]	eval-auc:0.694866	train-auc:1
[76]	eval-auc:0.694866	train-auc:1
[77]	eval-auc:0.694585	train-auc:1
[78]	eval-auc:0.693886	train-auc:1
[79]	eval-auc:0.69368	train-auc:1
[80]	eval-auc:0.695114	train-auc:1
[81]	eval-auc:0.695501	train-auc:1
[82]	eval-auc:0.695501	train-auc:1
[83]	eval-auc:0.695358	train-auc:1
[84]	eval-auc:0.695359	train-auc:1
[85]	eval-auc:0.695076	train-auc:1
[86]	eval-auc:0.69498	train-auc:1
[87]	eval-auc:0.694589	train-auc:1
[88]	eval-auc:0.694164	train-auc:1
[89]	eval-auc:0.694164	train-auc:1
[90]	eval-auc:0.694164	train-auc:1
[91]	eval-auc:0.694164	train-auc:1
[92]	eval-auc:0.693972	train-auc:1
[93]	eval-auc:0.694003	train-auc:1
[94]	eval-auc:0.694003	train-auc:1
[95]	eval-auc:0.694505	train-auc:1
[96]	eval-auc:0.694505	train-auc:1
[97]	eval-auc:0.694688	train-auc:1
[98]	eval-auc:0.694438	train-auc:1
[99]	eval-auc:0.694438	train-auc:1
[100]	eval-auc:0.694409	train-auc:1
[101]	eval-auc:0.694857	train-auc:1
[102]	eval-auc:0.694228	train-auc:1
[103]	eval-auc:0.694228	train-auc:1
[104]	eval-auc:0.694597	train-auc:1
[105]	eval-auc:0.694384	train-auc:1
[106]	eval-auc:0.694408	train-auc:1
[107]	eval-auc:0.693962	train-auc:1
[108]	eval-auc:0.694626	train-auc:1
[109]	eval-auc:0.694626	train-auc:1
[110]	eval-auc:0.694029	train-auc:1
[111]	eval-auc:0.694029	train-auc:1
[112]	eval-auc:0.693805	train-auc:1
[113]	eval-auc:0.693805	train-auc:1
[114]	eval-auc:0.693714	train-auc:1
[115]	eval-auc:0.694035	train-auc:1
[116]	eval-auc:0.694432	train-auc:1
[117]	eval-auc:0.694432	train-auc:1
[118]	eval-auc:0.694432	train-auc:1
[119]	eval-auc:0.694965	train-auc:1
[120]	eval-auc:0.694965	train-auc:1
[121]	eval-auc:0.694965	train-auc:1
[122]	eval-auc:0.694965	train-auc:1
[123]	eval-auc:0.694965	train-auc:1
[124]	eval-auc:0.694965	train-auc:1
[125]	eval-auc:0.695025	train-auc:1
[126]	eval-auc:0.694717	train-auc:1
[127]	eval-auc:0.694717	train-auc:1
[128]	eval-auc:0.694717	train-auc:1
[129]	eval-auc:0.694717	train-auc:1
[130]	eval-auc:0.694493	train-auc:1
[131]	eval-auc:0.694493	train-auc:1
[132]	eval-auc:0.694493	train-auc:1
[133]	eval-auc:0.694475	train-auc:1
[134]	eval-auc:0.694475	train-auc:1
[135]	eval-auc:0.694475	train-auc:1
[136]	eval-auc:0.694388	train-auc:1
[137]	eval-auc:0.694388	train-auc:1
[138]	eval-auc:0.694388	train-auc:1
[139]	eval-auc:0.694388	train-auc:1
[140]	eval-auc:0.694388	train-auc:1
[141]	eval-auc:0.694388	train-auc:1
[142]	eval-auc:0.694388	train-auc:1
[143]	eval-auc:0.694388	train-auc:1
[144]	eval-auc:0.69499	train-auc:1
[145]	eval-auc:0.69499	train-auc:1
[146]	eval-auc:0.69499	train-auc:1
[147]	eval-auc:0.69499	train-auc:1
[148]	eval-auc:0.695125	train-auc:1
[149]	eval-auc:0.695087	train-auc:1
[150]	eval-auc:0.69666	train-auc:1
[151]	eval-auc:0.69666	train-auc:1
[152]	eval-auc:0.69666	train-auc:1
[153]	eval-auc:0.69666	train-auc:1
[154]	eval-auc:0.69666	train-auc:1
[155]	eval-auc:0.69666	train-auc:1
[156]	eval-auc:0.696164	train-auc:1
[157]	eval-auc:0.696164	train-auc:1
[158]	eval-auc:0.696164	train-auc:1
[159]	eval-auc:0.696164	train-auc:1
[160]	eval-auc:0.696164	train-auc:1
[161]	eval-auc:0.696182	train-auc:1
[162]	eval-auc:0.696007	train-auc:1
[163]	eval-auc:0.69529	train-auc:1
[164]	eval-auc:0.69529	train-auc:1
[165]	eval-auc:0.69529	train-auc:1
[166]	eval-auc:0.69529	train-auc:1
[167]	eval-auc:0.695078	train-auc:1
[168]	eval-auc:0.69505	train-auc:1
[169]	eval-auc:0.695378	train-auc:1
[170]	eval-auc:0.695378	train-auc:1
[171]	eval-auc:0.695378	train-auc:1
[172]	eval-auc:0.695378	train-auc:1
[173]	eval-auc:0.695655	train-auc:1
[174]	eval-auc:0.695655	train-auc:1
[175]	eval-auc:0.695877	train-auc:1
[176]	eval-auc:0.695529	train-auc:1
[177]	eval-auc:0.695468	train-auc:1
[178]	eval-auc:0.695372	train-auc:1
[179]	eval-auc:0.695372	train-auc:1
[180]	eval-auc:0.695372	train-auc:1
[181]	eval-auc:0.695372	train-auc:1
[182]	eval-auc:0.695372	train-auc:1
[183]	eval-auc:0.695372	train-auc:1
[184]	eval-auc:0.695372	train-auc:1
[185]	eval-auc:0.69608	train-auc:1
[186]	eval-auc:0.695888	train-auc:1
[187]	eval-auc:0.695888	train-auc:1
[188]	eval-auc:0.695888	train-auc:1
[189]	eval-auc:0.695894	train-auc:1
[190]	eval-auc:0.695894	train-auc:1
[191]	eval-auc:0.695998	train-auc:1
[192]	eval-auc:0.695998	train-auc:1
[193]	eval-auc:0.695929	train-auc:1
[194]	eval-auc:0.696007	train-auc:1
[195]	eval-auc:0.696007	train-auc:1
[196]	eval-auc:0.696007	train-auc:1
[197]	eval-auc:0.696007	train-auc:1
[198]	eval-auc:0.696007	train-auc:1
[199]	eval-auc:0.696007	train-auc:1
[200]	eval-auc:0.696007	train-auc:1
[201]	eval-auc:0.696007	train-auc:1
[202]	eval-auc:0.696007	train-auc:1
[203]	eval-auc:0.696007	train-auc:1
[204]	eval-auc:0.696007	train-auc:1
[205]	eval-auc:0.696007	train-auc:1
[206]	eval-auc:0.696007	train-auc:1
[207]	eval-auc:0.696007	train-auc:1
[208]	eval-auc:0.696007	train-auc:1
[209]	eval-auc:0.696007	train-auc:1
[210]	eval-auc:0.696007	train-auc:1
[211]	eval-auc:0.696007	train-auc:1
[212]	eval-auc:0.696007	train-auc:1
[213]	eval-auc:0.695676	train-auc:1
[214]	eval-auc:0.695676	train-auc:1
[215]	eval-auc:0.695676	train-auc:1
[216]	eval-auc:0.695676	train-auc:1
[217]	eval-auc:0.695676	train-auc:1
[218]	eval-auc:0.695676	train-auc:1
[219]	eval-auc:0.695538	train-auc:1
[220]	eval-auc:0.695538	train-auc:1
[221]	eval-auc:0.695538	train-auc:1
[222]	eval-auc:0.695786	train-auc:1
[223]	eval-auc:0.695396	train-auc:1
[224]	eval-auc:0.695396	train-auc:1
[225]	eval-auc:0.695396	train-auc:1
[226]	eval-auc:0.695396	train-auc:1
[227]	eval-auc:0.695396	train-auc:1
[228]	eval-auc:0.695396	train-auc:1
[229]	eval-auc:0.695396	train-auc:1
[230]	eval-auc:0.695396	train-auc:1
[231]	eval-auc:0.695396	train-auc:1
[232]	eval-auc:0.695396	train-auc:1
[233]	eval-auc:0.695308	train-auc:1
[234]	eval-auc:0.695308	train-auc:1
[235]	eval-auc:0.695308	train-auc:1
[236]	eval-auc:0.695431	train-auc:1
[237]	eval-auc:0.695431	train-auc:1
[238]	eval-auc:0.695431	train-auc:1
[239]	eval-auc:0.695111	train-auc:1
[240]	eval-auc:0.695111	train-auc:1
[241]	eval-auc:0.695111	train-auc:1
[242]	eval-auc:0.695111	train-auc:1
[243]	eval-auc:0.695111	train-auc:1
[244]	eval-auc:0.695111	train-auc:1
[245]	eval-auc:0.695111	train-auc:1
[246]	eval-auc:0.69495	train-auc:1
[247]	eval-auc:0.69495	train-auc:1
[248]	eval-auc:0.69495	train-auc:1
[249]	eval-auc:0.69495	train-auc:1
[250]	eval-auc:0.69495	train-auc:1
[251]	eval-auc:0.69495	train-auc:1
[252]	eval-auc:0.69495	train-auc:1
[253]	eval-auc:0.69495	train-auc:1
[254]	eval-auc:0.69495	train-auc:1
[255]	eval-auc:0.69495	train-auc:1
[256]	eval-auc:0.69495	train-auc:1
[257]	eval-auc:0.69495	train-auc:1
[258]	eval-auc:0.69495	train-auc:1
[259]	eval-auc:0.69495	train-auc:1
[260]	eval-auc:0.69495	train-auc:1
[261]	eval-auc:0.694854	train-auc:1
[262]	eval-auc:0.694854	train-auc:1
[263]	eval-auc:0.694854	train-auc:1
[264]	eval-auc:0.694854	train-auc:1
[265]	eval-auc:0.694854	train-auc:1
[266]	eval-auc:0.694854	train-auc:1
[267]	eval-auc:0.695017	train-auc:1
[268]	eval-auc:0.695017	train-auc:1
[269]	eval-auc:0.695017	train-auc:1
[270]	eval-auc:0.695017	train-auc:1
[271]	eval-auc:0.695017	train-auc:1
[272]	eval-auc:0.695017	train-auc:1
[273]	eval-auc:0.695017	train-auc:1
[274]	eval-auc:0.695017	train-auc:1
[275]	eval-auc:0.695017	train-auc:1
[276]	eval-auc:0.694953	train-auc:1
[277]	eval-auc:0.694953	train-auc:1
[278]	eval-auc:0.694953	train-auc:1
[279]	eval-auc:0.694953	train-auc:1
[280]	eval-auc:0.694519	train-auc:1
[281]	eval-auc:0.694519	train-auc:1
[282]	eval-auc:0.694519	train-auc:1
[283]	eval-auc:0.694519	train-auc:1
[284]	eval-auc:0.694519	train-auc:1
[285]	eval-auc:0.694519	train-auc:1
[286]	eval-auc:0.694451	train-auc:1
[287]	eval-auc:0.694451	train-auc:1
[288]	eval-auc:0.694451	train-auc:1
[289]	eval-auc:0.694451	train-auc:1
	Score 0.6944505353945108


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 1.0, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 1, 'min_child_weight': 1.0, 'n_estimators': 233.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.637627	train-auc:0.641495
[2]	eval-auc:0.637627	train-auc:0.641495
[3]	eval-auc:0.637627	train-auc:0.641495
[4]	eval-auc:0.637627	train-auc:0.641495
[5]	eval-auc:0.637627	train-auc:0.641495
[6]	eval-auc:0.637627	train-auc:0.641495
[7]	eval-auc:0.6691	train-auc:0.677286
[8]	eval-auc:0.704578	train-auc:0.70064
[9]	eval-auc:0.704578	train-auc:0.70064
[10]	eval-auc:0.697034	train-auc:0.698654
[11]	eval-auc:0.704578	train-auc:0.70064
[12]	eval-auc:0.704578	train-auc:0.70064
[13]	eval-auc:0.697034	train-auc:0.698654
[14]	eval-auc:0.704578	train-auc:0.70064
[15]	eval-auc:0.70419	train-auc:0.700915
[16]	eval-auc:0.697144	train-auc:0.698895
[17]	eval-auc:0.705646	train-auc:0.70112
[18]	eval-auc:0.705646	train-auc:0.70112
[19]	eval-auc:0.698684	train-auc:0.699204
[20]	eval-auc:0.706719	train-auc:0.701365
[21]	eval-auc:0.706719	train-auc:0.701365
[22]	eval-auc:0.699923	train-auc:0.699606
[23]	eval-auc:0.699835	train-auc:0.699586
[24]	eval-auc:0.706719	train-auc:0.701365
[25]	eval-auc:0.699923	train-auc:0.699606
[26]	eval-auc:0.699923	train-auc:0.699606
[27]	eval-auc:0.706719	train-auc:0.701365
[28]	eval-auc:0.699923	train-auc:0.699606
[29]	eval-auc:0.699923	train-auc:0.699606
[30]	eval-auc:0.706716	train-auc:0.701362
[31]	eval-auc:0.701132	train-auc:0.699246
[32]	eval-auc:0.701132	train-auc:0.699246
[33]	eval-auc:0.707928	train-auc:0.701005
[34]	eval-auc:0.701132	train-auc:0.699246
[35]	eval-auc:0.701132	train-auc:0.699246
[36]	eval-auc:0.707925	train-auc:0.701002
[37]	eval-auc:0.704336	train-auc:0.698726
[38]	eval-auc:0.70683	train-auc:0.70161
[39]	eval-auc:0.705048	train-auc:0.699361
[40]	eval-auc:0.707076	train-auc:0.701428
[41]	eval-auc:0.704801	train-auc:0.699542
[42]	eval-auc:0.704461	train-auc:0.702558
[43]	eval-auc:0.705885	train-auc:0.704475
[44]	eval-auc:0.706255	train-auc:0.70403
[45]	eval-auc:0.706798	train-auc:0.704359
[46]	eval-auc:0.705346	train-auc:0.704145
[47]	eval-auc:0.705582	train-auc:0.70419
[48]	eval-auc:0.706045	train-auc:0.704484
[49]	eval-auc:0.706029	train-auc:0.704486
[50]	eval-auc:0.706599	train-auc:0.704442
[51]	eval-auc:0.705474	train-auc:0.704173
[52]	eval-auc:0.70595	train-auc:0.704476
[53]	eval-auc:0.70559	train-auc:0.705524
[54]	eval-auc:0.705975	train-auc:0.705153
[55]	eval-auc:0.705579	train-auc:0.705431
[56]	eval-auc:0.705273	train-auc:0.705473
[57]	eval-auc:0.7054	train-auc:0.70551
[58]	eval-auc:0.702892	train-auc:0.707743
[59]	eval-auc:0.703142	train-auc:0.707766
[60]	eval-auc:0.703888	train-auc:0.707871
[61]	eval-auc:0.704197	train-auc:0.7085
[62]	eval-auc:0.704188	train-auc:0.709036
[63]	eval-auc:0.703106	train-auc:0.708582
[64]	eval-auc:0.703359	train-auc:0.708717
[65]	eval-auc:0.703764	train-auc:0.708842
[66]	eval-auc:0.703864	train-auc:0.708774
[67]	eval-auc:0.704644	train-auc:0.709157
[68]	eval-auc:0.704274	train-auc:0.708991
[69]	eval-auc:0.704759	train-auc:0.709498
[70]	eval-auc:0.705838	train-auc:0.710691
[71]	eval-auc:0.705046	train-auc:0.710293
[72]	eval-auc:0.705316	train-auc:0.710416
[73]	eval-auc:0.705456	train-auc:0.710675
[74]	eval-auc:0.705659	train-auc:0.710832
[75]	eval-auc:0.705962	train-auc:0.710876
[76]	eval-auc:0.705867	train-auc:0.711007
[77]	eval-auc:0.705981	train-auc:0.71113
[78]	eval-auc:0.706029	train-auc:0.711316
[79]	eval-auc:0.705385	train-auc:0.710895
[80]	eval-auc:0.70545	train-auc:0.710942
[81]	eval-auc:0.705858	train-auc:0.711292
[82]	eval-auc:0.706036	train-auc:0.711522
[83]	eval-auc:0.705905	train-auc:0.711341
[84]	eval-auc:0.705946	train-auc:0.711285
[85]	eval-auc:0.705788	train-auc:0.711305
[86]	eval-auc:0.705942	train-auc:0.71139
[87]	eval-auc:0.706045	train-auc:0.711553
[88]	eval-auc:0.70591	train-auc:0.711679
[89]	eval-auc:0.705811	train-auc:0.711794
[90]	eval-auc:0.705439	train-auc:0.711894
[91]	eval-auc:0.7056	train-auc:0.711973
[92]	eval-auc:0.705746	train-auc:0.71205
[93]	eval-auc:0.705859	train-auc:0.712205
[94]	eval-auc:0.706048	train-auc:0.71233
[95]	eval-auc:0.706093	train-auc:0.712563
[96]	eval-auc:0.705784	train-auc:0.71244
[97]	eval-auc:0.70583	train-auc:0.712495
[98]	eval-auc:0.706002	train-auc:0.712377
[99]	eval-auc:0.705841	train-auc:0.712413
[100]	eval-auc:0.705897	train-auc:0.712444
[101]	eval-auc:0.705621	train-auc:0.712645
[102]	eval-auc:0.705737	train-auc:0.712852
[103]	eval-auc:0.705921	train-auc:0.712951
[104]	eval-auc:0.705775	train-auc:0.712932
[105]	eval-auc:0.705292	train-auc:0.712729
[106]	eval-auc:0.705795	train-auc:0.712708
[107]	eval-auc:0.705752	train-auc:0.712794
[108]	eval-auc:0.705956	train-auc:0.713351
[109]	eval-auc:0.706121	train-auc:0.713678
[110]	eval-auc:0.706162	train-auc:0.71373
[111]	eval-auc:0.706463	train-auc:0.713943
[112]	eval-auc:0.706113	train-auc:0.714044
[113]	eval-auc:0.705972	train-auc:0.713979
[114]	eval-auc:0.706055	train-auc:0.714206
[115]	eval-auc:0.705917	train-auc:0.714006
[116]	eval-auc:0.705938	train-auc:0.714068
[117]	eval-auc:0.705968	train-auc:0.714125
[118]	eval-auc:0.705567	train-auc:0.714274
[119]	eval-auc:0.706118	train-auc:0.714709
[120]	eval-auc:0.705763	train-auc:0.714559
[121]	eval-auc:0.705955	train-auc:0.71463
[122]	eval-auc:0.705504	train-auc:0.714457
[123]	eval-auc:0.705993	train-auc:0.71471
[124]	eval-auc:0.705958	train-auc:0.714735
[125]	eval-auc:0.706422	train-auc:0.715023
[126]	eval-auc:0.706572	train-auc:0.715071
[127]	eval-auc:0.706395	train-auc:0.714899
[128]	eval-auc:0.706279	train-auc:0.714921
[129]	eval-auc:0.706289	train-auc:0.714929
[130]	eval-auc:0.706262	train-auc:0.714988
[131]	eval-auc:0.706207	train-auc:0.715082
[132]	eval-auc:0.706271	train-auc:0.715126
[133]	eval-auc:0.70561	train-auc:0.715253
[134]	eval-auc:0.705965	train-auc:0.715481
[135]	eval-auc:0.705994	train-auc:0.71546
[136]	eval-auc:0.70617	train-auc:0.715499
[137]	eval-auc:0.705991	train-auc:0.715469
[138]	eval-auc:0.705738	train-auc:0.715375
[139]	eval-auc:0.705724	train-auc:0.71561
[140]	eval-auc:0.705828	train-auc:0.715683
[141]	eval-auc:0.705901	train-auc:0.715746
[142]	eval-auc:0.705509	train-auc:0.715899
[143]	eval-auc:0.705637	train-auc:0.715884
[144]	eval-auc:0.706013	train-auc:0.71606
[145]	eval-auc:0.705661	train-auc:0.71609
[146]	eval-auc:0.705774	train-auc:0.716107
[147]	eval-auc:0.705731	train-auc:0.716141
[148]	eval-auc:0.705273	train-auc:0.716223
[149]	eval-auc:0.705228	train-auc:0.716188
[150]	eval-auc:0.705218	train-auc:0.716195
[151]	eval-auc:0.705306	train-auc:0.716275
[152]	eval-auc:0.704959	train-auc:0.716425
[153]	eval-auc:0.705072	train-auc:0.716484
[154]	eval-auc:0.704906	train-auc:0.716402
[155]	eval-auc:0.704814	train-auc:0.716496
[156]	eval-auc:0.70489	train-auc:0.716486
[157]	eval-auc:0.704818	train-auc:0.716667
[158]	eval-auc:0.704884	train-auc:0.716636
[159]	eval-auc:0.704677	train-auc:0.716735
[160]	eval-auc:0.704597	train-auc:0.716815
[161]	eval-auc:0.704325	train-auc:0.716813
[162]	eval-auc:0.70436	train-auc:0.716975
[163]	eval-auc:0.70459	train-auc:0.717054
[164]	eval-auc:0.704612	train-auc:0.717279
[165]	eval-auc:0.7046	train-auc:0.717226
[166]	eval-auc:0.704729	train-auc:0.71727
[167]	eval-auc:0.704392	train-auc:0.717283
[168]	eval-auc:0.704651	train-auc:0.717452
[169]	eval-auc:0.704783	train-auc:0.717508
[170]	eval-auc:0.704926	train-auc:0.71746
[171]	eval-auc:0.704925	train-auc:0.7177
[172]	eval-auc:0.704902	train-auc:0.717601
[173]	eval-auc:0.704529	train-auc:0.717693
[174]	eval-auc:0.704642	train-auc:0.717784
[175]	eval-auc:0.704612	train-auc:0.71778
[176]	eval-auc:0.704152	train-auc:0.717854
[177]	eval-auc:0.704199	train-auc:0.717816
[178]	eval-auc:0.704304	train-auc:0.71802
[179]	eval-auc:0.704333	train-auc:0.717974
[180]	eval-auc:0.704058	train-auc:0.717975
[181]	eval-auc:0.703992	train-auc:0.718053
[182]	eval-auc:0.703945	train-auc:0.718058
[183]	eval-auc:0.703873	train-auc:0.718081
[184]	eval-auc:0.703925	train-auc:0.718079
[185]	eval-auc:0.703666	train-auc:0.718186
[186]	eval-auc:0.70378	train-auc:0.718206
[187]	eval-auc:0.703809	train-auc:0.718214
[188]	eval-auc:0.703832	train-auc:0.718382
[189]	eval-auc:0.70392	train-auc:0.718515
[190]	eval-auc:0.704027	train-auc:0.718551
[191]	eval-auc:0.703954	train-auc:0.71858
[192]	eval-auc:0.703677	train-auc:0.718679
[193]	eval-auc:0.703646	train-auc:0.718709
[194]	eval-auc:0.703587	train-auc:0.718619
[195]	eval-auc:0.703616	train-auc:0.718621
[196]	eval-auc:0.703665	train-auc:0.718663
[197]	eval-auc:0.703684	train-auc:0.71873
[198]	eval-auc:0.703605	train-auc:0.718819
[199]	eval-auc:0.703735	train-auc:0.718871
[200]	eval-auc:0.703671	train-auc:0.718916
[201]	eval-auc:0.703698	train-auc:0.719016
[202]	eval-auc:0.7038	train-auc:0.718986
[203]	eval-auc:0.703808	train-auc:0.718992
[204]	eval-auc:0.704054	train-auc:0.719184
[205]	eval-auc:0.703818	train-auc:0.719257
[206]	eval-auc:0.703761	train-auc:0.719231
[207]	eval-auc:0.703849	train-auc:0.719267
[208]	eval-auc:0.703927	train-auc:0.719288
[209]	eval-auc:0.703875	train-auc:0.719276
[210]	eval-auc:0.70396	train-auc:0.719385
[211]	eval-auc:0.703995	train-auc:0.719398
[212]	eval-auc:0.703722	train-auc:0.719458
[213]	eval-auc:0.70387	train-auc:0.71949
[214]	eval-auc:0.703817	train-auc:0.719418
[215]	eval-auc:0.703815	train-auc:0.719425
[216]	eval-auc:0.703846	train-auc:0.719465
[217]	eval-auc:0.703853	train-auc:0.7196
[218]	eval-auc:0.703654	train-auc:0.719664
[219]	eval-auc:0.703628	train-auc:0.719684
[220]	eval-auc:0.703538	train-auc:0.719657
[221]	eval-auc:0.703377	train-auc:0.71971
[222]	eval-auc:0.703351	train-auc:0.719748
[223]	eval-auc:0.703479	train-auc:0.719816
[224]	eval-auc:0.703469	train-auc:0.719837
[225]	eval-auc:0.703481	train-auc:0.71989
[226]	eval-auc:0.703562	train-auc:0.719898
[227]	eval-auc:0.70358	train-auc:0.719937
[228]	eval-auc:0.703568	train-auc:0.719949
[229]	eval-auc:0.703586	train-auc:0.72006
[230]	eval-auc:0.70343	train-auc:0.720119
[231]	eval-auc:0.703425	train-auc:0.72012
[232]	eval-auc:0.703451	train-auc:0.7201
	Score 0.7034506754863623


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 2.0, 'n_estimators': 153.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.706179	train-auc:0.721587
[1]	eval-auc:0.69997	train-auc:0.72416
[2]	eval-auc:0.69808	train-auc:0.732932
[3]	eval-auc:0.699358	train-auc:0.733801
[4]	eval-auc:0.699587	train-auc:0.734684
[5]	eval-auc:0.696914	train-auc:0.741503
[6]	eval-auc:0.696083	train-auc:0.740805
[7]	eval-auc:0.696111	train-auc:0.741799
[8]	eval-auc:0.700156	train-auc:0.745664
[9]	eval-auc:0.701814	train-auc:0.744429
[10]	eval-auc:0.704737	train-auc:0.746938
[11]	eval-auc:0.706514	train-auc:0.749805
[12]	eval-auc:0.705855	train-auc:0.752337
[13]	eval-auc:0.706897	train-auc:0.750479
[14]	eval-auc:0.704882	train-auc:0.750312
[15]	eval-auc:0.706508	train-auc:0.752783
[16]	eval-auc:0.705222	train-auc:0.755192
[17]	eval-auc:0.704058	train-auc:0.757038
[18]	eval-auc:0.703915	train-auc:0.758831
[19]	eval-auc:0.703421	train-auc:0.760305
[20]	eval-auc:0.703858	train-auc:0.759777
[21]	eval-auc:0.704448	train-auc:0.761106
[22]	eval-auc:0.706054	train-auc:0.761933
[23]	eval-auc:0.707818	train-auc:0.763816
[24]	eval-auc:0.709195	train-auc:0.76583
[25]	eval-auc:0.710622	train-auc:0.767485
[26]	eval-auc:0.710418	train-auc:0.769315
[27]	eval-auc:0.710095	train-auc:0.770788
[28]	eval-auc:0.709654	train-auc:0.770547
[29]	eval-auc:0.710595	train-auc:0.771637
[30]	eval-auc:0.710426	train-auc:0.773704
[31]	eval-auc:0.709953	train-auc:0.775518
[32]	eval-auc:0.709654	train-auc:0.776586
[33]	eval-auc:0.710377	train-auc:0.778057
[34]	eval-auc:0.709363	train-auc:0.780415
[35]	eval-auc:0.710133	train-auc:0.780099
[36]	eval-auc:0.710576	train-auc:0.782938
[37]	eval-auc:0.711489	train-auc:0.783762
[38]	eval-auc:0.711555	train-auc:0.784237
[39]	eval-auc:0.712357	train-auc:0.78648
[40]	eval-auc:0.711884	train-auc:0.788038
[41]	eval-auc:0.712254	train-auc:0.788758
[42]	eval-auc:0.712562	train-auc:0.789858
[43]	eval-auc:0.712222	train-auc:0.792868
[44]	eval-auc:0.713221	train-auc:0.793984
[45]	eval-auc:0.713683	train-auc:0.795692
[46]	eval-auc:0.713252	train-auc:0.797672
[47]	eval-auc:0.713489	train-auc:0.79824
[48]	eval-auc:0.713151	train-auc:0.799921
[49]	eval-auc:0.713355	train-auc:0.799688
[50]	eval-auc:0.712882	train-auc:0.799946
[51]	eval-auc:0.712591	train-auc:0.800649
[52]	eval-auc:0.71249	train-auc:0.800916
[53]	eval-auc:0.713042	train-auc:0.804466
[54]	eval-auc:0.71403	train-auc:0.805816
[55]	eval-auc:0.714414	train-auc:0.806287
[56]	eval-auc:0.714391	train-auc:0.806016
[57]	eval-auc:0.714729	train-auc:0.806437
[58]	eval-auc:0.713279	train-auc:0.807178
[59]	eval-auc:0.713767	train-auc:0.809586
[60]	eval-auc:0.712759	train-auc:0.81128
[61]	eval-auc:0.712063	train-auc:0.812527
[62]	eval-auc:0.712426	train-auc:0.812541
[63]	eval-auc:0.712259	train-auc:0.813385
[64]	eval-auc:0.712064	train-auc:0.813571
[65]	eval-auc:0.712271	train-auc:0.813607
[66]	eval-auc:0.71286	train-auc:0.815138
[67]	eval-auc:0.712902	train-auc:0.815498
[68]	eval-auc:0.713077	train-auc:0.81539
[69]	eval-auc:0.713383	train-auc:0.81697
[70]	eval-auc:0.713494	train-auc:0.81791
[71]	eval-auc:0.713206	train-auc:0.819266
[72]	eval-auc:0.712526	train-auc:0.820042
[73]	eval-auc:0.713486	train-auc:0.822161
[74]	eval-auc:0.713551	train-auc:0.823238
[75]	eval-auc:0.713348	train-auc:0.823416
[76]	eval-auc:0.713397	train-auc:0.8236
[77]	eval-auc:0.712104	train-auc:0.823992
[78]	eval-auc:0.713242	train-auc:0.825079
[79]	eval-auc:0.713971	train-auc:0.825992
[80]	eval-auc:0.714442	train-auc:0.827558
[81]	eval-auc:0.7142	train-auc:0.829133
[82]	eval-auc:0.713679	train-auc:0.830765
[83]	eval-auc:0.712945	train-auc:0.831622
[84]	eval-auc:0.71266	train-auc:0.832762
[85]	eval-auc:0.713411	train-auc:0.83485
[86]	eval-auc:0.713859	train-auc:0.83527
[87]	eval-auc:0.714051	train-auc:0.835343
[88]	eval-auc:0.714141	train-auc:0.836041
[89]	eval-auc:0.713381	train-auc:0.836352
[90]	eval-auc:0.713447	train-auc:0.836379
[91]	eval-auc:0.71332	train-auc:0.836903
[92]	eval-auc:0.712809	train-auc:0.83793
[93]	eval-auc:0.712288	train-auc:0.838441
[94]	eval-auc:0.7127	train-auc:0.839224
[95]	eval-auc:0.712248	train-auc:0.839556
[96]	eval-auc:0.712123	train-auc:0.839949
[97]	eval-auc:0.711845	train-auc:0.840679
[98]	eval-auc:0.712209	train-auc:0.842167
[99]	eval-auc:0.712271	train-auc:0.842181
[100]	eval-auc:0.712292	train-auc:0.842349
[101]	eval-auc:0.712485	train-auc:0.842942
[102]	eval-auc:0.712758	train-auc:0.844403
[103]	eval-auc:0.713445	train-auc:0.844896
[104]	eval-auc:0.713331	train-auc:0.845295
[105]	eval-auc:0.712353	train-auc:0.846064
[106]	eval-auc:0.712357	train-auc:0.84618
[107]	eval-auc:0.712214	train-auc:0.846664
[108]	eval-auc:0.711719	train-auc:0.847799
[109]	eval-auc:0.711299	train-auc:0.84849
[110]	eval-auc:0.711028	train-auc:0.848761
[111]	eval-auc:0.710894	train-auc:0.848993
[112]	eval-auc:0.711016	train-auc:0.850112
[113]	eval-auc:0.711375	train-auc:0.850824
[114]	eval-auc:0.71206	train-auc:0.85187
[115]	eval-auc:0.71138	train-auc:0.852522
[116]	eval-auc:0.710886	train-auc:0.852871
[117]	eval-auc:0.710466	train-auc:0.853455
[118]	eval-auc:0.710234	train-auc:0.854268
[119]	eval-auc:0.70997	train-auc:0.854417
[120]	eval-auc:0.711476	train-auc:0.85548
[121]	eval-auc:0.711163	train-auc:0.856176
[122]	eval-auc:0.711467	train-auc:0.857351
[123]	eval-auc:0.711431	train-auc:0.857763
[124]	eval-auc:0.711295	train-auc:0.858554
[125]	eval-auc:0.711265	train-auc:0.858986
[126]	eval-auc:0.712379	train-auc:0.859861
[127]	eval-auc:0.712201	train-auc:0.860351
[128]	eval-auc:0.712486	train-auc:0.860909
[129]	eval-auc:0.712361	train-auc:0.861955
[130]	eval-auc:0.712719	train-auc:0.862479
[131]	eval-auc:0.712967	train-auc:0.8636
[132]	eval-auc:0.71306	train-auc:0.864116
[133]	eval-auc:0.712155	train-auc:0.864371
[134]	eval-auc:0.712282	train-auc:0.865563
[135]	eval-auc:0.712626	train-auc:0.865971
[136]	eval-auc:0.712361	train-auc:0.866063
[137]	eval-auc:0.711406	train-auc:0.867427
[138]	eval-auc:0.712769	train-auc:0.867858
[139]	eval-auc:0.712588	train-auc:0.868203
[140]	eval-auc:0.712679	train-auc:0.868234
[141]	eval-auc:0.712847	train-auc:0.868844
[142]	eval-auc:0.712533	train-auc:0.869461
[143]	eval-auc:0.712474	train-auc:0.870339
[144]	eval-auc:0.712755	train-auc:0.871321
[145]	eval-auc:0.712434	train-auc:0.871787
[146]	eval-auc:0.712253	train-auc:0.872381
[147]	eval-auc:0.712256	train-auc:0.872712
[148]	eval-auc:0.712129	train-auc:0.872837
[149]	eval-auc:0.711747	train-auc:0.873428
[150]	eval-auc:0.711561	train-auc:0.874159
[151]	eval-auc:0.711685	train-auc:0.874755
[152]	eval-auc:0.711982	train-auc:0.874592
	Score 0.7119818124231018


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 102.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694776	train-auc:0.727936
[2]	eval-auc:0.697765	train-auc:0.73018
[3]	eval-auc:0.699652	train-auc:0.735206
[4]	eval-auc:0.701913	train-auc:0.735448
[5]	eval-auc:0.699921	train-auc:0.739712
[6]	eval-auc:0.697816	train-auc:0.74113
[7]	eval-auc:0.697875	train-auc:0.741967
[8]	eval-auc:0.702326	train-auc:0.744212
[9]	eval-auc:0.70558	train-auc:0.744508
[10]	eval-auc:0.705455	train-auc:0.746146
[11]	eval-auc:0.705795	train-auc:0.752259
[12]	eval-auc:0.702826	train-auc:0.750289
[13]	eval-auc:0.702724	train-auc:0.749204
[14]	eval-auc:0.702488	train-auc:0.748039
[15]	eval-auc:0.70232	train-auc:0.750841
[16]	eval-auc:0.701522	train-auc:0.752149
[17]	eval-auc:0.700918	train-auc:0.756043
[18]	eval-auc:0.699193	train-auc:0.75709
[19]	eval-auc:0.699029	train-auc:0.757815
[20]	eval-auc:0.700116	train-auc:0.75632
[21]	eval-auc:0.699865	train-auc:0.759243
[22]	eval-auc:0.699175	train-auc:0.760859
[23]	eval-auc:0.700251	train-auc:0.763607
[24]	eval-auc:0.700981	train-auc:0.765783
[25]	eval-auc:0.700793	train-auc:0.767367
[26]	eval-auc:0.699992	train-auc:0.768798
[27]	eval-auc:0.700736	train-auc:0.771026
[28]	eval-auc:0.701588	train-auc:0.770298
[29]	eval-auc:0.702334	train-auc:0.7712
[30]	eval-auc:0.701213	train-auc:0.773196
[31]	eval-auc:0.701508	train-auc:0.775106
[32]	eval-auc:0.702305	train-auc:0.774911
[33]	eval-auc:0.702281	train-auc:0.777382
[34]	eval-auc:0.702258	train-auc:0.779523
[35]	eval-auc:0.703767	train-auc:0.780967
[36]	eval-auc:0.704404	train-auc:0.782921
[37]	eval-auc:0.705208	train-auc:0.78425
[38]	eval-auc:0.705678	train-auc:0.785387
[39]	eval-auc:0.70563	train-auc:0.786265
[40]	eval-auc:0.705802	train-auc:0.787856
[41]	eval-auc:0.706074	train-auc:0.787929
[42]	eval-auc:0.706027	train-auc:0.788827
[43]	eval-auc:0.706005	train-auc:0.791306
[44]	eval-auc:0.706715	train-auc:0.791898
[45]	eval-auc:0.707104	train-auc:0.792924
[46]	eval-auc:0.707774	train-auc:0.793334
[47]	eval-auc:0.707663	train-auc:0.793577
[48]	eval-auc:0.707919	train-auc:0.793711
[49]	eval-auc:0.707377	train-auc:0.794235
[50]	eval-auc:0.707592	train-auc:0.794561
[51]	eval-auc:0.707116	train-auc:0.796253
[52]	eval-auc:0.708665	train-auc:0.797882
[53]	eval-auc:0.709226	train-auc:0.801001
[54]	eval-auc:0.709535	train-auc:0.80163
[55]	eval-auc:0.70959	train-auc:0.802214
[56]	eval-auc:0.709524	train-auc:0.802016
[57]	eval-auc:0.708787	train-auc:0.802429
[58]	eval-auc:0.707756	train-auc:0.804095
[59]	eval-auc:0.709116	train-auc:0.80752
[60]	eval-auc:0.709836	train-auc:0.807589
[61]	eval-auc:0.710177	train-auc:0.808044
[62]	eval-auc:0.710488	train-auc:0.808265
[63]	eval-auc:0.709581	train-auc:0.809548
[64]	eval-auc:0.709371	train-auc:0.811086
[65]	eval-auc:0.709446	train-auc:0.811073
[66]	eval-auc:0.70956	train-auc:0.813375
[67]	eval-auc:0.709679	train-auc:0.813734
[68]	eval-auc:0.709888	train-auc:0.814519
[69]	eval-auc:0.709603	train-auc:0.815898
[70]	eval-auc:0.709285	train-auc:0.817575
[71]	eval-auc:0.709122	train-auc:0.818027
[72]	eval-auc:0.70857	train-auc:0.820706
[73]	eval-auc:0.709115	train-auc:0.821235
[74]	eval-auc:0.709051	train-auc:0.821561
[75]	eval-auc:0.709159	train-auc:0.822052
[76]	eval-auc:0.709956	train-auc:0.823155
[77]	eval-auc:0.709698	train-auc:0.824255
[78]	eval-auc:0.71056	train-auc:0.82622
[79]	eval-auc:0.711621	train-auc:0.827026
[80]	eval-auc:0.712256	train-auc:0.828492
[81]	eval-auc:0.711992	train-auc:0.829857
[82]	eval-auc:0.711807	train-auc:0.831516
[83]	eval-auc:0.712311	train-auc:0.830482
[84]	eval-auc:0.712994	train-auc:0.831905
[85]	eval-auc:0.712898	train-auc:0.832139
[86]	eval-auc:0.712133	train-auc:0.83322
[87]	eval-auc:0.712198	train-auc:0.834677
[88]	eval-auc:0.712266	train-auc:0.835574
[89]	eval-auc:0.71332	train-auc:0.836647
[90]	eval-auc:0.713082	train-auc:0.836757
[91]	eval-auc:0.71299	train-auc:0.836602
[92]	eval-auc:0.712433	train-auc:0.838255
[93]	eval-auc:0.712766	train-auc:0.838547
[94]	eval-auc:0.712684	train-auc:0.838776
[95]	eval-auc:0.713369	train-auc:0.839545
[96]	eval-auc:0.713483	train-auc:0.839748
[97]	eval-auc:0.713535	train-auc:0.840263
[98]	eval-auc:0.712792	train-auc:0.841515
[99]	eval-auc:0.712903	train-auc:0.842627
[100]	eval-auc:0.712912	train-auc:0.84277
[101]	eval-auc:0.713494	train-auc:0.843372
	Score 0.7134938907770834


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.42500000000000004, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 143.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.703427	train-auc:0.732031
[2]	eval-auc:0.701974	train-auc:0.739642
[3]	eval-auc:0.705277	train-auc:0.746692
[4]	eval-auc:0.705423	train-auc:0.753669
[5]	eval-auc:0.706832	train-auc:0.76371
[6]	eval-auc:0.714867	train-auc:0.771132
[7]	eval-auc:0.722233	train-auc:0.778058
[8]	eval-auc:0.718992	train-auc:0.787248
[9]	eval-auc:0.719268	train-auc:0.788224
[10]	eval-auc:0.715368	train-auc:0.794443
[11]	eval-auc:0.715398	train-auc:0.795876
[12]	eval-auc:0.717327	train-auc:0.805901
[13]	eval-auc:0.715693	train-auc:0.808708
[14]	eval-auc:0.715912	train-auc:0.812042
[15]	eval-auc:0.713975	train-auc:0.814564
[16]	eval-auc:0.71243	train-auc:0.816739
[17]	eval-auc:0.712983	train-auc:0.820913
[18]	eval-auc:0.708843	train-auc:0.824203
[19]	eval-auc:0.707979	train-auc:0.827626
[20]	eval-auc:0.707137	train-auc:0.831753
[21]	eval-auc:0.70701	train-auc:0.835487
[22]	eval-auc:0.704239	train-auc:0.838836
[23]	eval-auc:0.704432	train-auc:0.839075
[24]	eval-auc:0.704345	train-auc:0.843256
[25]	eval-auc:0.702553	train-auc:0.848548
[26]	eval-auc:0.700441	train-auc:0.852795
[27]	eval-auc:0.701987	train-auc:0.853989
[28]	eval-auc:0.703735	train-auc:0.856465
[29]	eval-auc:0.700051	train-auc:0.858816
[30]	eval-auc:0.699523	train-auc:0.860111
[31]	eval-auc:0.699387	train-auc:0.861886
[32]	eval-auc:0.699821	train-auc:0.864885
[33]	eval-auc:0.702263	train-auc:0.866051
[34]	eval-auc:0.699434	train-auc:0.869149
[35]	eval-auc:0.700251	train-auc:0.871258
[36]	eval-auc:0.701085	train-auc:0.874928
[37]	eval-auc:0.701792	train-auc:0.877178
[38]	eval-auc:0.70179	train-auc:0.879396
[39]	eval-auc:0.700937	train-auc:0.880901
[40]	eval-auc:0.700068	train-auc:0.883321
[41]	eval-auc:0.698834	train-auc:0.883404
[42]	eval-auc:0.698772	train-auc:0.885992
[43]	eval-auc:0.69874	train-auc:0.886468
[44]	eval-auc:0.698646	train-auc:0.888731
[45]	eval-auc:0.699951	train-auc:0.890909
[46]	eval-auc:0.699089	train-auc:0.893329
[47]	eval-auc:0.70052	train-auc:0.894705
[48]	eval-auc:0.700503	train-auc:0.894915
[49]	eval-auc:0.701081	train-auc:0.897564
[50]	eval-auc:0.701586	train-auc:0.898287
[51]	eval-auc:0.70086	train-auc:0.899985
[52]	eval-auc:0.7028	train-auc:0.901682
[53]	eval-auc:0.705323	train-auc:0.903523
[54]	eval-auc:0.705321	train-auc:0.905633
[55]	eval-auc:0.703799	train-auc:0.90732
[56]	eval-auc:0.703063	train-auc:0.908372
[57]	eval-auc:0.702474	train-auc:0.908622
[58]	eval-auc:0.700875	train-auc:0.909149
[59]	eval-auc:0.700866	train-auc:0.909428
[60]	eval-auc:0.699887	train-auc:0.911681
[61]	eval-auc:0.699196	train-auc:0.913161
[62]	eval-auc:0.700348	train-auc:0.91342
[63]	eval-auc:0.70098	train-auc:0.914837
[64]	eval-auc:0.700788	train-auc:0.917281
[65]	eval-auc:0.701444	train-auc:0.917465
[66]	eval-auc:0.701335	train-auc:0.918749
[67]	eval-auc:0.701228	train-auc:0.918999
[68]	eval-auc:0.701935	train-auc:0.919583
[69]	eval-auc:0.702238	train-auc:0.919774
[70]	eval-auc:0.702486	train-auc:0.920518
[71]	eval-auc:0.701661	train-auc:0.921363
[72]	eval-auc:0.701009	train-auc:0.921769
[73]	eval-auc:0.700931	train-auc:0.92271
[74]	eval-auc:0.701306	train-auc:0.923347
[75]	eval-auc:0.700645	train-auc:0.92414
[76]	eval-auc:0.701441	train-auc:0.924745
[77]	eval-auc:0.699335	train-auc:0.925398
[78]	eval-auc:0.699396	train-auc:0.926046
[79]	eval-auc:0.700517	train-auc:0.926346
[80]	eval-auc:0.699989	train-auc:0.927262
[81]	eval-auc:0.700357	train-auc:0.928259
[82]	eval-auc:0.70052	train-auc:0.929298
[83]	eval-auc:0.700604	train-auc:0.928946
[84]	eval-auc:0.70118	train-auc:0.930319
[85]	eval-auc:0.701537	train-auc:0.931794
[86]	eval-auc:0.703576	train-auc:0.932908
[87]	eval-auc:0.703325	train-auc:0.933747
[88]	eval-auc:0.702839	train-auc:0.933871
[89]	eval-auc:0.703456	train-auc:0.935031
[90]	eval-auc:0.701665	train-auc:0.935653
[91]	eval-auc:0.699492	train-auc:0.93582
[92]	eval-auc:0.698583	train-auc:0.937711
[93]	eval-auc:0.699882	train-auc:0.938519
[94]	eval-auc:0.698938	train-auc:0.939887
[95]	eval-auc:0.703118	train-auc:0.940255
[96]	eval-auc:0.703276	train-auc:0.940411
[97]	eval-auc:0.703375	train-auc:0.940951
[98]	eval-auc:0.703506	train-auc:0.94163
[99]	eval-auc:0.703091	train-auc:0.942223
[100]	eval-auc:0.703939	train-auc:0.942549
[101]	eval-auc:0.703946	train-auc:0.942756
[102]	eval-auc:0.704027	train-auc:0.943443
[103]	eval-auc:0.705075	train-auc:0.944641
[104]	eval-auc:0.705874	train-auc:0.945292
[105]	eval-auc:0.706383	train-auc:0.946446
[106]	eval-auc:0.705576	train-auc:0.947217
[107]	eval-auc:0.705393	train-auc:0.947804
[108]	eval-auc:0.70512	train-auc:0.948545
[109]	eval-auc:0.70449	train-auc:0.94929
[110]	eval-auc:0.705063	train-auc:0.949534
[111]	eval-auc:0.704849	train-auc:0.950391
[112]	eval-auc:0.705688	train-auc:0.950954
[113]	eval-auc:0.705433	train-auc:0.951135
[114]	eval-auc:0.706514	train-auc:0.951991
[115]	eval-auc:0.707555	train-auc:0.953022
[116]	eval-auc:0.707729	train-auc:0.953268
[117]	eval-auc:0.707321	train-auc:0.954139
[118]	eval-auc:0.707238	train-auc:0.954625
[119]	eval-auc:0.706468	train-auc:0.955337
[120]	eval-auc:0.705471	train-auc:0.9556
[121]	eval-auc:0.70566	train-auc:0.956325
[122]	eval-auc:0.706286	train-auc:0.957665
[123]	eval-auc:0.70572	train-auc:0.957955
[124]	eval-auc:0.706393	train-auc:0.958793
[125]	eval-auc:0.707934	train-auc:0.959713
[126]	eval-auc:0.707706	train-auc:0.960353
[127]	eval-auc:0.708521	train-auc:0.961152
[128]	eval-auc:0.707627	train-auc:0.961886
[129]	eval-auc:0.70738	train-auc:0.962108
[130]	eval-auc:0.708684	train-auc:0.962401
[131]	eval-auc:0.708486	train-auc:0.962856
[132]	eval-auc:0.708483	train-auc:0.963313
[133]	eval-auc:0.708242	train-auc:0.963589
[134]	eval-auc:0.708114	train-auc:0.963996
[135]	eval-auc:0.705793	train-auc:0.964606
[136]	eval-auc:0.705236	train-auc:0.964354
[137]	eval-auc:0.704426	train-auc:0.96501
[138]	eval-auc:0.70496	train-auc:0.965108
[139]	eval-auc:0.705935	train-auc:0.965297
[140]	eval-auc:0.70424	train-auc:0.966059
[141]	eval-auc:0.704359	train-auc:0.966083
[142]	eval-auc:0.701562	train-auc:0.966335
	Score 0.7015617195970227


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 115.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694776	train-auc:0.727936
[2]	eval-auc:0.698884	train-auc:0.729071
[3]	eval-auc:0.698281	train-auc:0.732545
[4]	eval-auc:0.701269	train-auc:0.734383
[5]	eval-auc:0.692622	train-auc:0.740709
[6]	eval-auc:0.690651	train-auc:0.740716
[7]	eval-auc:0.691983	train-auc:0.742816
[8]	eval-auc:0.6947	train-auc:0.743738
[9]	eval-auc:0.700091	train-auc:0.741069
[10]	eval-auc:0.700034	train-auc:0.741803
[11]	eval-auc:0.700682	train-auc:0.748541
[12]	eval-auc:0.699536	train-auc:0.744646
[13]	eval-auc:0.701801	train-auc:0.745224
[14]	eval-auc:0.701344	train-auc:0.743994
[15]	eval-auc:0.700732	train-auc:0.746238
[16]	eval-auc:0.699667	train-auc:0.748369
[17]	eval-auc:0.69873	train-auc:0.749924
[18]	eval-auc:0.697896	train-auc:0.752576
[19]	eval-auc:0.698008	train-auc:0.752594
[20]	eval-auc:0.698566	train-auc:0.750265
[21]	eval-auc:0.698135	train-auc:0.753051
[22]	eval-auc:0.699485	train-auc:0.754136
[23]	eval-auc:0.699826	train-auc:0.755871
[24]	eval-auc:0.70069	train-auc:0.757737
[25]	eval-auc:0.700529	train-auc:0.759525
[26]	eval-auc:0.699028	train-auc:0.760838
[27]	eval-auc:0.699556	train-auc:0.762679
[28]	eval-auc:0.699533	train-auc:0.761058
[29]	eval-auc:0.699854	train-auc:0.761825
[30]	eval-auc:0.699572	train-auc:0.763282
[31]	eval-auc:0.700117	train-auc:0.764486
[32]	eval-auc:0.701691	train-auc:0.766252
[33]	eval-auc:0.701151	train-auc:0.766633
[34]	eval-auc:0.701135	train-auc:0.768968
[35]	eval-auc:0.70199	train-auc:0.769395
[36]	eval-auc:0.701831	train-auc:0.771032
[37]	eval-auc:0.701729	train-auc:0.770791
[38]	eval-auc:0.702465	train-auc:0.77059
[39]	eval-auc:0.70229	train-auc:0.770942
[40]	eval-auc:0.701505	train-auc:0.771855
[41]	eval-auc:0.701379	train-auc:0.771692
[42]	eval-auc:0.702181	train-auc:0.772041
[43]	eval-auc:0.702845	train-auc:0.77334
[44]	eval-auc:0.703006	train-auc:0.773703
[45]	eval-auc:0.702936	train-auc:0.774574
[46]	eval-auc:0.703407	train-auc:0.774916
[47]	eval-auc:0.703244	train-auc:0.776496
[48]	eval-auc:0.703668	train-auc:0.778045
[49]	eval-auc:0.703678	train-auc:0.77967
[50]	eval-auc:0.703914	train-auc:0.780259
[51]	eval-auc:0.702908	train-auc:0.781558
[52]	eval-auc:0.703918	train-auc:0.782355
[53]	eval-auc:0.704438	train-auc:0.782902
[54]	eval-auc:0.704143	train-auc:0.783652
[55]	eval-auc:0.704397	train-auc:0.784414
[56]	eval-auc:0.704235	train-auc:0.785199
[57]	eval-auc:0.704334	train-auc:0.784439
[58]	eval-auc:0.704387	train-auc:0.785499
[59]	eval-auc:0.703844	train-auc:0.786853
[60]	eval-auc:0.704308	train-auc:0.787244
[61]	eval-auc:0.704326	train-auc:0.78742
[62]	eval-auc:0.704857	train-auc:0.787951
[63]	eval-auc:0.704111	train-auc:0.789661
[64]	eval-auc:0.704003	train-auc:0.78988
[65]	eval-auc:0.704171	train-auc:0.789822
[66]	eval-auc:0.70445	train-auc:0.79173
[67]	eval-auc:0.704621	train-auc:0.79178
[68]	eval-auc:0.704587	train-auc:0.792204
[69]	eval-auc:0.704056	train-auc:0.793563
[70]	eval-auc:0.704114	train-auc:0.795116
[71]	eval-auc:0.704019	train-auc:0.795179
[72]	eval-auc:0.704691	train-auc:0.795756
[73]	eval-auc:0.705061	train-auc:0.796337
[74]	eval-auc:0.70512	train-auc:0.796606
[75]	eval-auc:0.705257	train-auc:0.797466
[76]	eval-auc:0.705516	train-auc:0.797792
[77]	eval-auc:0.704555	train-auc:0.798832
[78]	eval-auc:0.704299	train-auc:0.798422
[79]	eval-auc:0.705226	train-auc:0.799007
[80]	eval-auc:0.705321	train-auc:0.800618
[81]	eval-auc:0.705457	train-auc:0.800567
[82]	eval-auc:0.705457	train-auc:0.802057
[83]	eval-auc:0.705874	train-auc:0.801273
[84]	eval-auc:0.706386	train-auc:0.803036
[85]	eval-auc:0.706372	train-auc:0.803265
[86]	eval-auc:0.706352	train-auc:0.804192
[87]	eval-auc:0.706369	train-auc:0.804349
[88]	eval-auc:0.706777	train-auc:0.805676
[89]	eval-auc:0.706101	train-auc:0.805976
[90]	eval-auc:0.705929	train-auc:0.806153
[91]	eval-auc:0.706177	train-auc:0.806215
[92]	eval-auc:0.705513	train-auc:0.807438
[93]	eval-auc:0.705571	train-auc:0.808085
[94]	eval-auc:0.705614	train-auc:0.809401
[95]	eval-auc:0.705688	train-auc:0.80972
[96]	eval-auc:0.706121	train-auc:0.810503
[97]	eval-auc:0.706281	train-auc:0.811177
[98]	eval-auc:0.705941	train-auc:0.811867
[99]	eval-auc:0.706584	train-auc:0.812878
[100]	eval-auc:0.706824	train-auc:0.812732
[101]	eval-auc:0.707525	train-auc:0.813397
[102]	eval-auc:0.707229	train-auc:0.813652
[103]	eval-auc:0.707325	train-auc:0.814403
[104]	eval-auc:0.707382	train-auc:0.815663
[105]	eval-auc:0.707361	train-auc:0.816496
[106]	eval-auc:0.70739	train-auc:0.816792
[107]	eval-auc:0.707481	train-auc:0.817161
[108]	eval-auc:0.707639	train-auc:0.817209
[109]	eval-auc:0.707423	train-auc:0.817864
[110]	eval-auc:0.707587	train-auc:0.817717
[111]	eval-auc:0.70775	train-auc:0.818538
[112]	eval-auc:0.707474	train-auc:0.818948
[113]	eval-auc:0.706824	train-auc:0.81978
[114]	eval-auc:0.706156	train-auc:0.820229
	Score 0.7061558186845984


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 188.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.651958	train-auc:0.692866
[1]	eval-auc:0.661664	train-auc:0.706728
[2]	eval-auc:0.676344	train-auc:0.719578
[3]	eval-auc:0.670511	train-auc:0.726634
[4]	eval-auc:0.674424	train-auc:0.737992
[5]	eval-auc:0.677487	train-auc:0.732396
[6]	eval-auc:0.678915	train-auc:0.736394
[7]	eval-auc:0.678884	train-auc:0.733602
[8]	eval-auc:0.68521	train-auc:0.739873
[9]	eval-auc:0.689547	train-auc:0.737376
[10]	eval-auc:0.691817	train-auc:0.740568
[11]	eval-auc:0.688606	train-auc:0.743099
[12]	eval-auc:0.689258	train-auc:0.740877
[13]	eval-auc:0.692696	train-auc:0.739856
[14]	eval-auc:0.694097	train-auc:0.7397
[15]	eval-auc:0.691374	train-auc:0.74222
[16]	eval-auc:0.690653	train-auc:0.743925
[17]	eval-auc:0.690035	train-auc:0.746213
[18]	eval-auc:0.691394	train-auc:0.748924
[19]	eval-auc:0.69254	train-auc:0.751713
[20]	eval-auc:0.693999	train-auc:0.750374
[21]	eval-auc:0.694152	train-auc:0.754915
[22]	eval-auc:0.693887	train-auc:0.755862
[23]	eval-auc:0.694971	train-auc:0.757637
[24]	eval-auc:0.696429	train-auc:0.76063
[25]	eval-auc:0.696923	train-auc:0.760531
[26]	eval-auc:0.697773	train-auc:0.762425
[27]	eval-auc:0.697816	train-auc:0.765145
[28]	eval-auc:0.698547	train-auc:0.764554
[29]	eval-auc:0.699425	train-auc:0.764063
[30]	eval-auc:0.699777	train-auc:0.765582
[31]	eval-auc:0.700631	train-auc:0.765918
[32]	eval-auc:0.70188	train-auc:0.767122
[33]	eval-auc:0.701011	train-auc:0.768994
[34]	eval-auc:0.701735	train-auc:0.770693
[35]	eval-auc:0.701627	train-auc:0.773933
[36]	eval-auc:0.701122	train-auc:0.775138
[37]	eval-auc:0.703119	train-auc:0.775795
[38]	eval-auc:0.703231	train-auc:0.776736
[39]	eval-auc:0.703604	train-auc:0.777812
[40]	eval-auc:0.703993	train-auc:0.779224
[41]	eval-auc:0.703847	train-auc:0.780501
[42]	eval-auc:0.703787	train-auc:0.781753
[43]	eval-auc:0.703633	train-auc:0.784209
[44]	eval-auc:0.703482	train-auc:0.784232
[45]	eval-auc:0.703768	train-auc:0.785507
[46]	eval-auc:0.702073	train-auc:0.787053
[47]	eval-auc:0.702287	train-auc:0.787986
[48]	eval-auc:0.701415	train-auc:0.788503
[49]	eval-auc:0.70161	train-auc:0.788883
[50]	eval-auc:0.701433	train-auc:0.790229
[51]	eval-auc:0.701643	train-auc:0.791775
[52]	eval-auc:0.701601	train-auc:0.79369
[53]	eval-auc:0.70168	train-auc:0.793762
[54]	eval-auc:0.702632	train-auc:0.795281
[55]	eval-auc:0.702847	train-auc:0.795477
[56]	eval-auc:0.702798	train-auc:0.797242
[57]	eval-auc:0.702492	train-auc:0.798152
[58]	eval-auc:0.703039	train-auc:0.798355
[59]	eval-auc:0.703161	train-auc:0.799797
[60]	eval-auc:0.703724	train-auc:0.800277
[61]	eval-auc:0.704737	train-auc:0.801303
[62]	eval-auc:0.704992	train-auc:0.80147
[63]	eval-auc:0.704729	train-auc:0.802724
[64]	eval-auc:0.704429	train-auc:0.802931
[65]	eval-auc:0.704394	train-auc:0.802802
[66]	eval-auc:0.704312	train-auc:0.80501
[67]	eval-auc:0.70426	train-auc:0.805007
[68]	eval-auc:0.70449	train-auc:0.807316
[69]	eval-auc:0.705146	train-auc:0.807936
[70]	eval-auc:0.705002	train-auc:0.808768
[71]	eval-auc:0.70502	train-auc:0.809449
[72]	eval-auc:0.705516	train-auc:0.809722
[73]	eval-auc:0.70592	train-auc:0.810241
[74]	eval-auc:0.705477	train-auc:0.811213
[75]	eval-auc:0.706023	train-auc:0.812472
[76]	eval-auc:0.705883	train-auc:0.813104
[77]	eval-auc:0.704868	train-auc:0.814427
[78]	eval-auc:0.705564	train-auc:0.816806
[79]	eval-auc:0.705602	train-auc:0.817336
[80]	eval-auc:0.705819	train-auc:0.819312
[81]	eval-auc:0.706045	train-auc:0.820206
[82]	eval-auc:0.706009	train-auc:0.820372
[83]	eval-auc:0.705783	train-auc:0.819848
[84]	eval-auc:0.706731	train-auc:0.822044
[85]	eval-auc:0.706827	train-auc:0.822149
[86]	eval-auc:0.706341	train-auc:0.82308
[87]	eval-auc:0.705981	train-auc:0.824779
[88]	eval-auc:0.705869	train-auc:0.825502
[89]	eval-auc:0.706383	train-auc:0.825581
[90]	eval-auc:0.706493	train-auc:0.825519
[91]	eval-auc:0.706856	train-auc:0.826172
[92]	eval-auc:0.706837	train-auc:0.827442
[93]	eval-auc:0.706859	train-auc:0.828113
[94]	eval-auc:0.70709	train-auc:0.828927
[95]	eval-auc:0.707466	train-auc:0.829603
[96]	eval-auc:0.707067	train-auc:0.830396
[97]	eval-auc:0.706926	train-auc:0.830823
[98]	eval-auc:0.707414	train-auc:0.832198
[99]	eval-auc:0.707273	train-auc:0.833407
[100]	eval-auc:0.707267	train-auc:0.833248
[101]	eval-auc:0.707545	train-auc:0.833799
[102]	eval-auc:0.70652	train-auc:0.834789
[103]	eval-auc:0.706143	train-auc:0.835903
[104]	eval-auc:0.707577	train-auc:0.837508
[105]	eval-auc:0.705953	train-auc:0.838743
[106]	eval-auc:0.704162	train-auc:0.840426
[107]	eval-auc:0.704262	train-auc:0.84095
[108]	eval-auc:0.704405	train-auc:0.841044
[109]	eval-auc:0.704588	train-auc:0.841567
[110]	eval-auc:0.704795	train-auc:0.843365
[111]	eval-auc:0.704444	train-auc:0.843551
[112]	eval-auc:0.70431	train-auc:0.844012
[113]	eval-auc:0.704744	train-auc:0.844866
[114]	eval-auc:0.704133	train-auc:0.845605
[115]	eval-auc:0.704506	train-auc:0.846659
[116]	eval-auc:0.704712	train-auc:0.846499
[117]	eval-auc:0.704897	train-auc:0.847246
[118]	eval-auc:0.704957	train-auc:0.84766
[119]	eval-auc:0.704573	train-auc:0.849091
[120]	eval-auc:0.704434	train-auc:0.849457
[121]	eval-auc:0.704672	train-auc:0.849991
[122]	eval-auc:0.705164	train-auc:0.850838
[123]	eval-auc:0.704948	train-auc:0.851694
[124]	eval-auc:0.704687	train-auc:0.851436
[125]	eval-auc:0.70545	train-auc:0.85217
[126]	eval-auc:0.705063	train-auc:0.853668
[127]	eval-auc:0.704297	train-auc:0.854616
[128]	eval-auc:0.704789	train-auc:0.855922
[129]	eval-auc:0.704561	train-auc:0.856571
[130]	eval-auc:0.704711	train-auc:0.856902
[131]	eval-auc:0.704266	train-auc:0.857289
[132]	eval-auc:0.704615	train-auc:0.858099
[133]	eval-auc:0.704537	train-auc:0.858745
[134]	eval-auc:0.704696	train-auc:0.859068
[135]	eval-auc:0.704315	train-auc:0.8595
[136]	eval-auc:0.703753	train-auc:0.859468
[137]	eval-auc:0.702905	train-auc:0.860509
[138]	eval-auc:0.70267	train-auc:0.861644
[139]	eval-auc:0.702558	train-auc:0.862307
[140]	eval-auc:0.702507	train-auc:0.862635
[141]	eval-auc:0.70223	train-auc:0.862971
[142]	eval-auc:0.702125	train-auc:0.863034
[143]	eval-auc:0.702028	train-auc:0.863972
[144]	eval-auc:0.702265	train-auc:0.863981
[145]	eval-auc:0.702582	train-auc:0.864646
[146]	eval-auc:0.701592	train-auc:0.865836
[147]	eval-auc:0.701715	train-auc:0.866172
[148]	eval-auc:0.702471	train-auc:0.866806
[149]	eval-auc:0.70281	train-auc:0.867663
[150]	eval-auc:0.702481	train-auc:0.868209
[151]	eval-auc:0.702763	train-auc:0.868866
[152]	eval-auc:0.702809	train-auc:0.869706
[153]	eval-auc:0.703564	train-auc:0.869929
[154]	eval-auc:0.70382	train-auc:0.870534
[155]	eval-auc:0.704438	train-auc:0.871405
[156]	eval-auc:0.704868	train-auc:0.871706
[157]	eval-auc:0.704933	train-auc:0.87196
[158]	eval-auc:0.704766	train-auc:0.872734
[159]	eval-auc:0.704744	train-auc:0.873491
[160]	eval-auc:0.704636	train-auc:0.873797
[161]	eval-auc:0.704887	train-auc:0.874502
[162]	eval-auc:0.705079	train-auc:0.874575
[163]	eval-auc:0.703907	train-auc:0.875124
[164]	eval-auc:0.704122	train-auc:0.875539
[165]	eval-auc:0.704539	train-auc:0.87616
[166]	eval-auc:0.704765	train-auc:0.876877
[167]	eval-auc:0.704784	train-auc:0.878222
[168]	eval-auc:0.70422	train-auc:0.878379
[169]	eval-auc:0.704181	train-auc:0.878359
[170]	eval-auc:0.704044	train-auc:0.878733
[171]	eval-auc:0.704463	train-auc:0.878782
[172]	eval-auc:0.704357	train-auc:0.879039
[173]	eval-auc:0.703907	train-auc:0.879135
[174]	eval-auc:0.70428	train-auc:0.879638
[175]	eval-auc:0.704284	train-auc:0.879865
[176]	eval-auc:0.704079	train-auc:0.880787
[177]	eval-auc:0.704149	train-auc:0.880614
[178]	eval-auc:0.704887	train-auc:0.881267
[179]	eval-auc:0.70526	train-auc:0.882158
[180]	eval-auc:0.705372	train-auc:0.882261
[181]	eval-auc:0.705151	train-auc:0.882755
[182]	eval-auc:0.705268	train-auc:0.88273
[183]	eval-auc:0.705131	train-auc:0.883157
[184]	eval-auc:0.705184	train-auc:0.88345
[185]	eval-auc:0.705515	train-auc:0.883395
[186]	eval-auc:0.705242	train-auc:0.883873
[187]	eval-auc:0.705005	train-auc:0.884583
	Score 0.7050046291220505


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 968.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694317	train-auc:0.727301
[2]	eval-auc:0.698872	train-auc:0.729074
[3]	eval-auc:0.701402	train-auc:0.733353
[4]	eval-auc:0.703051	train-auc:0.733921
[5]	eval-auc:0.697619	train-auc:0.735373
[6]	eval-auc:0.694078	train-auc:0.737411
[7]	eval-auc:0.69476	train-auc:0.738717
[8]	eval-auc:0.69825	train-auc:0.740283
[9]	eval-auc:0.702933	train-auc:0.738339
[10]	eval-auc:0.703002	train-auc:0.739015
[11]	eval-auc:0.702982	train-auc:0.744355
[12]	eval-auc:0.699791	train-auc:0.741744
[13]	eval-auc:0.704552	train-auc:0.74088
[14]	eval-auc:0.703292	train-auc:0.739972
[15]	eval-auc:0.703537	train-auc:0.742752
[16]	eval-auc:0.702567	train-auc:0.743685
[17]	eval-auc:0.701457	train-auc:0.745696
[18]	eval-auc:0.700667	train-auc:0.746692
[19]	eval-auc:0.700169	train-auc:0.747609
[20]	eval-auc:0.699531	train-auc:0.745757
[21]	eval-auc:0.700376	train-auc:0.74808
[22]	eval-auc:0.701125	train-auc:0.748253
[23]	eval-auc:0.701655	train-auc:0.749628
[24]	eval-auc:0.702602	train-auc:0.751385
[25]	eval-auc:0.701741	train-auc:0.752575
[26]	eval-auc:0.701805	train-auc:0.7543
[27]	eval-auc:0.70152	train-auc:0.756126
[28]	eval-auc:0.701422	train-auc:0.75376
[29]	eval-auc:0.701383	train-auc:0.752771
[30]	eval-auc:0.701279	train-auc:0.754003
[31]	eval-auc:0.701691	train-auc:0.754135
[32]	eval-auc:0.702829	train-auc:0.755164
[33]	eval-auc:0.702484	train-auc:0.755667
[34]	eval-auc:0.702845	train-auc:0.757515
[35]	eval-auc:0.703366	train-auc:0.758238
[36]	eval-auc:0.703088	train-auc:0.759084
[37]	eval-auc:0.702161	train-auc:0.757604
[38]	eval-auc:0.703306	train-auc:0.757081
[39]	eval-auc:0.702844	train-auc:0.756074
[40]	eval-auc:0.702778	train-auc:0.755241
[41]	eval-auc:0.702989	train-auc:0.754388
[42]	eval-auc:0.703555	train-auc:0.754434
[43]	eval-auc:0.703825	train-auc:0.75538
[44]	eval-auc:0.703669	train-auc:0.756076
[45]	eval-auc:0.703764	train-auc:0.755594
[46]	eval-auc:0.704008	train-auc:0.756028
[47]	eval-auc:0.705171	train-auc:0.756553
[48]	eval-auc:0.705215	train-auc:0.757829
[49]	eval-auc:0.705012	train-auc:0.758683
[50]	eval-auc:0.705079	train-auc:0.759411
[51]	eval-auc:0.704801	train-auc:0.760754
[52]	eval-auc:0.703959	train-auc:0.761737
[53]	eval-auc:0.703203	train-auc:0.762614
[54]	eval-auc:0.703718	train-auc:0.763995
[55]	eval-auc:0.703792	train-auc:0.764631
[56]	eval-auc:0.703611	train-auc:0.765932
[57]	eval-auc:0.703755	train-auc:0.766457
[58]	eval-auc:0.70422	train-auc:0.766793
[59]	eval-auc:0.703739	train-auc:0.767501
[60]	eval-auc:0.703468	train-auc:0.767868
[61]	eval-auc:0.703693	train-auc:0.767294
[62]	eval-auc:0.703443	train-auc:0.767968
[63]	eval-auc:0.703454	train-auc:0.768617
[64]	eval-auc:0.703403	train-auc:0.769093
[65]	eval-auc:0.703495	train-auc:0.769045
[66]	eval-auc:0.703205	train-auc:0.769639
[67]	eval-auc:0.703579	train-auc:0.770284
[68]	eval-auc:0.703825	train-auc:0.770769
[69]	eval-auc:0.704303	train-auc:0.770993
[70]	eval-auc:0.704051	train-auc:0.771768
[71]	eval-auc:0.703994	train-auc:0.772532
[72]	eval-auc:0.703888	train-auc:0.773126
[73]	eval-auc:0.703809	train-auc:0.773384
[74]	eval-auc:0.704061	train-auc:0.773398
[75]	eval-auc:0.704069	train-auc:0.774137
[76]	eval-auc:0.703059	train-auc:0.773914
[77]	eval-auc:0.702795	train-auc:0.774724
[78]	eval-auc:0.702494	train-auc:0.77427
[79]	eval-auc:0.702987	train-auc:0.774462
[80]	eval-auc:0.702593	train-auc:0.775315
[81]	eval-auc:0.702574	train-auc:0.775364
[82]	eval-auc:0.703227	train-auc:0.775192
[83]	eval-auc:0.703556	train-auc:0.77519
[84]	eval-auc:0.70366	train-auc:0.775456
[85]	eval-auc:0.703748	train-auc:0.776182
[86]	eval-auc:0.704031	train-auc:0.776671
[87]	eval-auc:0.703754	train-auc:0.777935
[88]	eval-auc:0.704053	train-auc:0.778376
[89]	eval-auc:0.704832	train-auc:0.779098
[90]	eval-auc:0.704124	train-auc:0.778899
[91]	eval-auc:0.704233	train-auc:0.779823
[92]	eval-auc:0.704632	train-auc:0.78036
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[768]	eval-auc:0.709969	train-auc:0.919121
[769]	eval-auc:0.710078	train-auc:0.919214
[770]	eval-auc:0.709923	train-auc:0.919391
[771]	eval-auc:0.709987	train-auc:0.919482
[772]	eval-auc:0.709995	train-auc:0.919594
[773]	eval-auc:0.710126	train-auc:0.919841
[774]	eval-auc:0.710119	train-auc:0.919897
[775]	eval-auc:0.709961	train-auc:0.919961
[776]	eval-auc:0.710058	train-auc:0.91999
[777]	eval-auc:0.710019	train-auc:0.920062
[778]	eval-auc:0.710083	train-auc:0.920265
[779]	eval-auc:0.710238	train-auc:0.920367
[780]	eval-auc:0.710349	train-auc:0.920445
[781]	eval-auc:0.71033	train-auc:0.920498
[782]	eval-auc:0.71029	train-auc:0.920573
[783]	eval-auc:0.710359	train-auc:0.920607
[784]	eval-auc:0.7104	train-auc:0.920761
[785]	eval-auc:0.710349	train-auc:0.920979
[786]	eval-auc:0.710349	train-auc:0.921075
[787]	eval-auc:0.710388	train-auc:0.92109
[788]	eval-auc:0.710483	train-auc:0.921132
[789]	eval-auc:0.710461	train-auc:0.921174
[790]	eval-auc:0.710508	train-auc:0.921272
[791]	eval-auc:0.710633	train-auc:0.921267
[792]	eval-auc:0.710433	train-auc:0.921377
[793]	eval-auc:0.710494	train-auc:0.921461
[794]	eval-auc:0.710467	train-auc:0.921488
[795]	eval-auc:0.710496	train-auc:0.921556
[796]	eval-auc:0.710333	train-auc:0.921691
[797]	eval-auc:0.710351	train-auc:0.921819
[798]	eval-auc:0.710246	train-auc:0.921957
[799]	eval-auc:0.710161	train-auc:0.922127
[800]	eval-auc:0.710089	train-auc:0.922265
[801]	eval-auc:0.710112	train-auc:0.92234
[802]	eval-auc:0.710282	train-auc:0.922372
[803]	eval-auc:0.710226	train-auc:0.922515
[804]	eval-auc:0.71036	train-auc:0.922591
[805]	eval-auc:0.710275	train-auc:0.92286
[806]	eval-auc:0.710258	train-auc:0.923006
[807]	eval-auc:0.710305	train-auc:0.923109
[808]	eval-auc:0.710468	train-auc:0.923204
[809]	eval-auc:0.71052	train-auc:0.923265
[810]	eval-auc:0.710555	train-auc:0.923303
[811]	eval-auc:0.710537	train-auc:0.923317
[812]	eval-auc:0.710665	train-auc:0.923344
[813]	eval-auc:0.710659	train-auc:0.923566
[814]	eval-auc:0.710666	train-auc:0.923711
[815]	eval-auc:0.710537	train-auc:0.923863
[816]	eval-auc:0.710607	train-auc:0.924
[817]	eval-auc:0.71079	train-auc:0.924111
[818]	eval-auc:0.710861	train-auc:0.92415
[819]	eval-auc:0.710933	train-auc:0.924187
[820]	eval-auc:0.710908	train-auc:0.924361
[821]	eval-auc:0.710783	train-auc:0.924459
[822]	eval-auc:0.71086	train-auc:0.924601
[823]	eval-auc:0.710911	train-auc:0.924632
[824]	eval-auc:0.71064	train-auc:0.924679
[825]	eval-auc:0.710684	train-auc:0.924764
[826]	eval-auc:0.710622	train-auc:0.924879
[827]	eval-auc:0.710633	train-auc:0.925094
[828]	eval-auc:0.710666	train-auc:0.925078
[829]	eval-auc:0.710678	train-auc:0.925112
[830]	eval-auc:0.710761	train-auc:0.925155
[831]	eval-auc:0.710911	train-auc:0.925386
[832]	eval-auc:0.710761	train-auc:0.925389
[833]	eval-auc:0.710739	train-auc:0.925403
[834]	eval-auc:0.711012	train-auc:0.925526
[835]	eval-auc:0.711096	train-auc:0.925633
[836]	eval-auc:0.710998	train-auc:0.925701
[837]	eval-auc:0.711074	train-auc:0.92574
[838]	eval-auc:0.711246	train-auc:0.92586
[839]	eval-auc:0.711429	train-auc:0.925911
[840]	eval-auc:0.711313	train-auc:0.925894
[841]	eval-auc:0.711321	train-auc:0.925944
[842]	eval-auc:0.711479	train-auc:0.926157
[843]	eval-auc:0.711386	train-auc:0.926188
[844]	eval-auc:0.71131	train-auc:0.92622
[845]	eval-auc:0.711255	train-auc:0.926272
[846]	eval-auc:0.711354	train-auc:0.926379
[847]	eval-auc:0.711278	train-auc:0.926457
[848]	eval-auc:0.711148	train-auc:0.926467
[849]	eval-auc:0.711109	train-auc:0.926734
[850]	eval-auc:0.710979	train-auc:0.92689
[851]	eval-auc:0.711051	train-auc:0.926994
[852]	eval-auc:0.711088	train-auc:0.927152
[853]	eval-auc:0.71106	train-auc:0.927153
[854]	eval-auc:0.711013	train-auc:0.927175
[855]	eval-auc:0.711286	train-auc:0.927365
[856]	eval-auc:0.71108	train-auc:0.927501
[857]	eval-auc:0.711158	train-auc:0.927569
[858]	eval-auc:0.710847	train-auc:0.927645
[859]	eval-auc:0.710607	train-auc:0.927723
[860]	eval-auc:0.710582	train-auc:0.927724
[861]	eval-auc:0.710659	train-auc:0.927891
[862]	eval-auc:0.710687	train-auc:0.927985
[863]	eval-auc:0.710613	train-auc:0.928057
[864]	eval-auc:0.710694	train-auc:0.928011
[865]	eval-auc:0.710613	train-auc:0.928027
[866]	eval-auc:0.710531	train-auc:0.928155
[867]	eval-auc:0.71061	train-auc:0.928198
[868]	eval-auc:0.71059	train-auc:0.928202
[869]	eval-auc:0.710546	train-auc:0.928346
[870]	eval-auc:0.71062	train-auc:0.928469
[871]	eval-auc:0.710541	train-auc:0.92847
[872]	eval-auc:0.710648	train-auc:0.928613
[873]	eval-auc:0.710538	train-auc:0.928682
[874]	eval-auc:0.710546	train-auc:0.928729
[875]	eval-auc:0.710697	train-auc:0.928871
[876]	eval-auc:0.710622	train-auc:0.928977
[877]	eval-auc:0.710654	train-auc:0.929063
[878]	eval-auc:0.710739	train-auc:0.92914
[879]	eval-auc:0.71073	train-auc:0.929151
[880]	eval-auc:0.710777	train-auc:0.929207
[881]	eval-auc:0.710838	train-auc:0.929243
[882]	eval-auc:0.710828	train-auc:0.929276
[883]	eval-auc:0.710755	train-auc:0.929323
[884]	eval-auc:0.710729	train-auc:0.92936
[885]	eval-auc:0.710751	train-auc:0.929578
[886]	eval-auc:0.710904	train-auc:0.929759
[887]	eval-auc:0.710989	train-auc:0.929844
[888]	eval-auc:0.711086	train-auc:0.929949
[889]	eval-auc:0.711057	train-auc:0.930065
[890]	eval-auc:0.710875	train-auc:0.930261
[891]	eval-auc:0.711085	train-auc:0.930233
[892]	eval-auc:0.711074	train-auc:0.930194
[893]	eval-auc:0.711093	train-auc:0.930205
[894]	eval-auc:0.711004	train-auc:0.93035
[895]	eval-auc:0.710927	train-auc:0.930442
[896]	eval-auc:0.710879	train-auc:0.930475
[897]	eval-auc:0.711067	train-auc:0.930602
[898]	eval-auc:0.711304	train-auc:0.930724
[899]	eval-auc:0.71124	train-auc:0.930761
[900]	eval-auc:0.711303	train-auc:0.930824
[901]	eval-auc:0.711336	train-auc:0.930865
[902]	eval-auc:0.711327	train-auc:0.930887
[903]	eval-auc:0.711228	train-auc:0.93098
[904]	eval-auc:0.71103	train-auc:0.931123
[905]	eval-auc:0.71097	train-auc:0.931193
[906]	eval-auc:0.710831	train-auc:0.931126
[907]	eval-auc:0.710835	train-auc:0.931146
[908]	eval-auc:0.710811	train-auc:0.931153
[909]	eval-auc:0.710659	train-auc:0.9313
[910]	eval-auc:0.710512	train-auc:0.931324
[911]	eval-auc:0.710544	train-auc:0.9314
[912]	eval-auc:0.710579	train-auc:0.931528
[913]	eval-auc:0.710325	train-auc:0.931695
[914]	eval-auc:0.710148	train-auc:0.93176
[915]	eval-auc:0.710174	train-auc:0.931937
[916]	eval-auc:0.710159	train-auc:0.931956
[917]	eval-auc:0.710057	train-auc:0.932068
[918]	eval-auc:0.710145	train-auc:0.932108
[919]	eval-auc:0.710237	train-auc:0.932214
[920]	eval-auc:0.710333	train-auc:0.932294
[921]	eval-auc:0.710249	train-auc:0.932337
[922]	eval-auc:0.710226	train-auc:0.932475
[923]	eval-auc:0.709926	train-auc:0.932644
[924]	eval-auc:0.709941	train-auc:0.93265
[925]	eval-auc:0.710088	train-auc:0.93276
[926]	eval-auc:0.710072	train-auc:0.932787
[927]	eval-auc:0.710054	train-auc:0.932837
[928]	eval-auc:0.709967	train-auc:0.933012
[929]	eval-auc:0.709937	train-auc:0.933091
[930]	eval-auc:0.709852	train-auc:0.933154
[931]	eval-auc:0.709998	train-auc:0.933216
[932]	eval-auc:0.709964	train-auc:0.933369
[933]	eval-auc:0.710065	train-auc:0.933442
[934]	eval-auc:0.709944	train-auc:0.933449
[935]	eval-auc:0.710001	train-auc:0.933516
[936]	eval-auc:0.709954	train-auc:0.933573
[937]	eval-auc:0.710021	train-auc:0.933626
[938]	eval-auc:0.710103	train-auc:0.933727
[939]	eval-auc:0.710252	train-auc:0.933897
[940]	eval-auc:0.710276	train-auc:0.933939
[941]	eval-auc:0.71017	train-auc:0.934114
[942]	eval-auc:0.710421	train-auc:0.934303
[943]	eval-auc:0.71034	train-auc:0.934422
[944]	eval-auc:0.710206	train-auc:0.934457
[945]	eval-auc:0.710124	train-auc:0.934455
[946]	eval-auc:0.709955	train-auc:0.934541
[947]	eval-auc:0.709903	train-auc:0.934503
[948]	eval-auc:0.709972	train-auc:0.934643
[949]	eval-auc:0.709972	train-auc:0.934642
[950]	eval-auc:0.709813	train-auc:0.934853
[951]	eval-auc:0.709708	train-auc:0.934923
[952]	eval-auc:0.709719	train-auc:0.934945
[953]	eval-auc:0.709573	train-auc:0.935006
[954]	eval-auc:0.709387	train-auc:0.935183
[955]	eval-auc:0.709436	train-auc:0.935297
[956]	eval-auc:0.709407	train-auc:0.935285
[957]	eval-auc:0.709457	train-auc:0.935394
[958]	eval-auc:0.709475	train-auc:0.935482
[959]	eval-auc:0.70945	train-auc:0.935495
[960]	eval-auc:0.709507	train-auc:0.935492
[961]	eval-auc:0.70941	train-auc:0.935613
[962]	eval-auc:0.709367	train-auc:0.935606
[963]	eval-auc:0.709364	train-auc:0.935657
[964]	eval-auc:0.709526	train-auc:0.935655
[965]	eval-auc:0.70949	train-auc:0.935814
[966]	eval-auc:0.709616	train-auc:0.935906
[967]	eval-auc:0.70966	train-auc:0.935946
	Score 0.7096603990790483


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 132.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694776	train-auc:0.727936
[2]	eval-auc:0.698568	train-auc:0.732823
[3]	eval-auc:0.705053	train-auc:0.738284
[4]	eval-auc:0.70263	train-auc:0.740353
[5]	eval-auc:0.700685	train-auc:0.744713
[6]	eval-auc:0.704188	train-auc:0.748013
[7]	eval-auc:0.703208	train-auc:0.749733
[8]	eval-auc:0.704113	train-auc:0.753252
[9]	eval-auc:0.705404	train-auc:0.755922
[10]	eval-auc:0.707554	train-auc:0.761077
[11]	eval-auc:0.710691	train-auc:0.765463
[12]	eval-auc:0.704999	train-auc:0.765283
[13]	eval-auc:0.708285	train-auc:0.769558
[14]	eval-auc:0.709649	train-auc:0.771336
[15]	eval-auc:0.711332	train-auc:0.773056
[16]	eval-auc:0.712493	train-auc:0.775867
[17]	eval-auc:0.71197	train-auc:0.780707
[18]	eval-auc:0.711907	train-auc:0.781754
[19]	eval-auc:0.711715	train-auc:0.781712
[20]	eval-auc:0.711766	train-auc:0.781575
[21]	eval-auc:0.711678	train-auc:0.783019
[22]	eval-auc:0.713798	train-auc:0.786547
[23]	eval-auc:0.713498	train-auc:0.788542
[24]	eval-auc:0.713748	train-auc:0.791169
[25]	eval-auc:0.711959	train-auc:0.793514
[26]	eval-auc:0.711024	train-auc:0.796052
[27]	eval-auc:0.712342	train-auc:0.79869
[28]	eval-auc:0.711326	train-auc:0.79774
[29]	eval-auc:0.711389	train-auc:0.797302
[30]	eval-auc:0.711689	train-auc:0.800458
[31]	eval-auc:0.711339	train-auc:0.800561
[32]	eval-auc:0.711175	train-auc:0.801557
[33]	eval-auc:0.712514	train-auc:0.804569
[34]	eval-auc:0.711607	train-auc:0.80564
[35]	eval-auc:0.710592	train-auc:0.806459
[36]	eval-auc:0.70902	train-auc:0.80868
[37]	eval-auc:0.710863	train-auc:0.811346
[38]	eval-auc:0.710965	train-auc:0.813497
[39]	eval-auc:0.711778	train-auc:0.817031
[40]	eval-auc:0.714332	train-auc:0.819725
[41]	eval-auc:0.714065	train-auc:0.820676
[42]	eval-auc:0.712605	train-auc:0.823332
[43]	eval-auc:0.712123	train-auc:0.825373
[44]	eval-auc:0.71242	train-auc:0.827365
[45]	eval-auc:0.711737	train-auc:0.82808
[46]	eval-auc:0.711681	train-auc:0.829807
[47]	eval-auc:0.713472	train-auc:0.831116
[48]	eval-auc:0.71305	train-auc:0.831628
[49]	eval-auc:0.712855	train-auc:0.832072
[50]	eval-auc:0.713496	train-auc:0.832894
[51]	eval-auc:0.713886	train-auc:0.834927
[52]	eval-auc:0.714586	train-auc:0.837044
[53]	eval-auc:0.714921	train-auc:0.839948
[54]	eval-auc:0.714454	train-auc:0.840492
[55]	eval-auc:0.714392	train-auc:0.841031
[56]	eval-auc:0.714812	train-auc:0.841764
[57]	eval-auc:0.714347	train-auc:0.842239
[58]	eval-auc:0.714031	train-auc:0.844262
[59]	eval-auc:0.713193	train-auc:0.845586
[60]	eval-auc:0.714594	train-auc:0.845893
[61]	eval-auc:0.715403	train-auc:0.847137
[62]	eval-auc:0.715138	train-auc:0.847358
[63]	eval-auc:0.714092	train-auc:0.848645
[64]	eval-auc:0.713871	train-auc:0.849922
[65]	eval-auc:0.713938	train-auc:0.84975
[66]	eval-auc:0.714695	train-auc:0.851945
[67]	eval-auc:0.71496	train-auc:0.851979
[68]	eval-auc:0.714595	train-auc:0.854256
[69]	eval-auc:0.714415	train-auc:0.85606
[70]	eval-auc:0.712114	train-auc:0.857957
[71]	eval-auc:0.711102	train-auc:0.857728
[72]	eval-auc:0.709907	train-auc:0.859542
[73]	eval-auc:0.710198	train-auc:0.859786
[74]	eval-auc:0.709613	train-auc:0.861948
[75]	eval-auc:0.710577	train-auc:0.863452
[76]	eval-auc:0.71058	train-auc:0.864711
[77]	eval-auc:0.710432	train-auc:0.865463
[78]	eval-auc:0.710376	train-auc:0.868188
[79]	eval-auc:0.710681	train-auc:0.869047
[80]	eval-auc:0.710207	train-auc:0.870065
[81]	eval-auc:0.708669	train-auc:0.871555
[82]	eval-auc:0.708824	train-auc:0.872073
[83]	eval-auc:0.708623	train-auc:0.871025
[84]	eval-auc:0.709165	train-auc:0.872291
[85]	eval-auc:0.708921	train-auc:0.874311
[86]	eval-auc:0.708377	train-auc:0.875291
[87]	eval-auc:0.707038	train-auc:0.876654
[88]	eval-auc:0.707281	train-auc:0.877283
[89]	eval-auc:0.708106	train-auc:0.878771
[90]	eval-auc:0.708103	train-auc:0.87885
[91]	eval-auc:0.707851	train-auc:0.879411
[92]	eval-auc:0.708542	train-auc:0.880652
[93]	eval-auc:0.709488	train-auc:0.881484
[94]	eval-auc:0.709401	train-auc:0.882291
[95]	eval-auc:0.710133	train-auc:0.883309
[96]	eval-auc:0.710432	train-auc:0.883571
[97]	eval-auc:0.710713	train-auc:0.884222
[98]	eval-auc:0.710541	train-auc:0.885471
[99]	eval-auc:0.710436	train-auc:0.886121
[100]	eval-auc:0.70976	train-auc:0.886533
[101]	eval-auc:0.709993	train-auc:0.886915
[102]	eval-auc:0.707779	train-auc:0.887863
[103]	eval-auc:0.707166	train-auc:0.88849
[104]	eval-auc:0.708076	train-auc:0.889116
[105]	eval-auc:0.708869	train-auc:0.889889
[106]	eval-auc:0.709303	train-auc:0.892028
[107]	eval-auc:0.709608	train-auc:0.892982
[108]	eval-auc:0.708397	train-auc:0.894276
[109]	eval-auc:0.708489	train-auc:0.895411
[110]	eval-auc:0.709355	train-auc:0.895442
[111]	eval-auc:0.708967	train-auc:0.896034
[112]	eval-auc:0.707758	train-auc:0.897155
[113]	eval-auc:0.707732	train-auc:0.897024
[114]	eval-auc:0.707009	train-auc:0.897371
[115]	eval-auc:0.707334	train-auc:0.898501
[116]	eval-auc:0.708486	train-auc:0.899242
[117]	eval-auc:0.709014	train-auc:0.900073
[118]	eval-auc:0.709392	train-auc:0.900554
[119]	eval-auc:0.709415	train-auc:0.901305
[120]	eval-auc:0.709664	train-auc:0.901607
[121]	eval-auc:0.709823	train-auc:0.902305
[122]	eval-auc:0.709218	train-auc:0.903314
[123]	eval-auc:0.70908	train-auc:0.904309
[124]	eval-auc:0.709472	train-auc:0.90588
[125]	eval-auc:0.710331	train-auc:0.90632
[126]	eval-auc:0.710084	train-auc:0.906708
[127]	eval-auc:0.709999	train-auc:0.906634
[128]	eval-auc:0.710238	train-auc:0.906951
[129]	eval-auc:0.710126	train-auc:0.907478
[130]	eval-auc:0.710261	train-auc:0.908174
[131]	eval-auc:0.709821	train-auc:0.908543
	Score 0.7098210478870494


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 104.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.720253	train-auc:0.715388
[1]	eval-auc:0.703588	train-auc:0.727272
[2]	eval-auc:0.699075	train-auc:0.735054
[3]	eval-auc:0.69891	train-auc:0.736521
[4]	eval-auc:0.70312	train-auc:0.741499
[5]	eval-auc:0.69881	train-auc:0.750846
[6]	eval-auc:0.701853	train-auc:0.75129
[7]	eval-auc:0.702043	train-auc:0.756449
[8]	eval-auc:0.702944	train-auc:0.760714
[9]	eval-auc:0.707602	train-auc:0.767077
[10]	eval-auc:0.709817	train-auc:0.77109
[11]	eval-auc:0.711596	train-auc:0.775024
[12]	eval-auc:0.709003	train-auc:0.776464
[13]	eval-auc:0.709757	train-auc:0.778181
[14]	eval-auc:0.711179	train-auc:0.779374
[15]	eval-auc:0.713042	train-auc:0.782366
[16]	eval-auc:0.712022	train-auc:0.788273
[17]	eval-auc:0.708863	train-auc:0.794652
[18]	eval-auc:0.708422	train-auc:0.796065
[19]	eval-auc:0.708346	train-auc:0.801867
[20]	eval-auc:0.707704	train-auc:0.805034
[21]	eval-auc:0.708409	train-auc:0.806038
[22]	eval-auc:0.708943	train-auc:0.806583
[23]	eval-auc:0.709319	train-auc:0.807354
[24]	eval-auc:0.70905	train-auc:0.809218
[25]	eval-auc:0.707106	train-auc:0.811299
[26]	eval-auc:0.705032	train-auc:0.815607
[27]	eval-auc:0.703598	train-auc:0.818776
[28]	eval-auc:0.70332	train-auc:0.819348
[29]	eval-auc:0.702377	train-auc:0.82104
[30]	eval-auc:0.701627	train-auc:0.82079
[31]	eval-auc:0.704163	train-auc:0.822556
[32]	eval-auc:0.703687	train-auc:0.823704
[33]	eval-auc:0.703818	train-auc:0.825538
[34]	eval-auc:0.70237	train-auc:0.828303
[35]	eval-auc:0.702309	train-auc:0.830336
[36]	eval-auc:0.704202	train-auc:0.832057
[37]	eval-auc:0.706445	train-auc:0.834266
[38]	eval-auc:0.708955	train-auc:0.838906
[39]	eval-auc:0.70698	train-auc:0.841436
[40]	eval-auc:0.707785	train-auc:0.84348
[41]	eval-auc:0.707927	train-auc:0.843862
[42]	eval-auc:0.707546	train-auc:0.844858
[43]	eval-auc:0.708201	train-auc:0.845794
[44]	eval-auc:0.705588	train-auc:0.847223
[45]	eval-auc:0.705976	train-auc:0.847276
[46]	eval-auc:0.705882	train-auc:0.848576
[47]	eval-auc:0.706434	train-auc:0.849784
[48]	eval-auc:0.706522	train-auc:0.850423
[49]	eval-auc:0.708394	train-auc:0.853229
[50]	eval-auc:0.707943	train-auc:0.854645
[51]	eval-auc:0.707362	train-auc:0.856703
[52]	eval-auc:0.708585	train-auc:0.857132
[53]	eval-auc:0.708591	train-auc:0.860069
[54]	eval-auc:0.709102	train-auc:0.861156
[55]	eval-auc:0.706599	train-auc:0.863833
[56]	eval-auc:0.706916	train-auc:0.86433
[57]	eval-auc:0.706924	train-auc:0.864721
[58]	eval-auc:0.706463	train-auc:0.865801
[59]	eval-auc:0.708001	train-auc:0.867898
[60]	eval-auc:0.707297	train-auc:0.869316
[61]	eval-auc:0.706479	train-auc:0.869846
[62]	eval-auc:0.706726	train-auc:0.870096
[63]	eval-auc:0.706335	train-auc:0.871476
[64]	eval-auc:0.70834	train-auc:0.873095
[65]	eval-auc:0.708809	train-auc:0.873513
[66]	eval-auc:0.707952	train-auc:0.87489
[67]	eval-auc:0.708464	train-auc:0.87491
[68]	eval-auc:0.70853	train-auc:0.875758
[69]	eval-auc:0.708087	train-auc:0.87616
[70]	eval-auc:0.708892	train-auc:0.877211
[71]	eval-auc:0.708744	train-auc:0.878536
[72]	eval-auc:0.708962	train-auc:0.880374
[73]	eval-auc:0.709331	train-auc:0.882741
[74]	eval-auc:0.710985	train-auc:0.884838
[75]	eval-auc:0.711504	train-auc:0.886261
[76]	eval-auc:0.711849	train-auc:0.887419
[77]	eval-auc:0.711419	train-auc:0.887734
[78]	eval-auc:0.711231	train-auc:0.888612
[79]	eval-auc:0.711132	train-auc:0.88968
[80]	eval-auc:0.711184	train-auc:0.890629
[81]	eval-auc:0.710301	train-auc:0.89123
[82]	eval-auc:0.709387	train-auc:0.892746
[83]	eval-auc:0.709619	train-auc:0.893535
[84]	eval-auc:0.710744	train-auc:0.895168
[85]	eval-auc:0.712612	train-auc:0.897082
[86]	eval-auc:0.712192	train-auc:0.898053
[87]	eval-auc:0.710987	train-auc:0.898575
[88]	eval-auc:0.711274	train-auc:0.898749
[89]	eval-auc:0.710856	train-auc:0.898639
[90]	eval-auc:0.711045	train-auc:0.898728
[91]	eval-auc:0.710927	train-auc:0.899051
[92]	eval-auc:0.709539	train-auc:0.900419
[93]	eval-auc:0.710161	train-auc:0.90064
[94]	eval-auc:0.711357	train-auc:0.901202
[95]	eval-auc:0.711892	train-auc:0.903245
[96]	eval-auc:0.710687	train-auc:0.9047
[97]	eval-auc:0.710247	train-auc:0.90646
[98]	eval-auc:0.710898	train-auc:0.906589
[99]	eval-auc:0.710231	train-auc:0.907631
[100]	eval-auc:0.710518	train-auc:0.908021
[101]	eval-auc:0.709247	train-auc:0.909009
[102]	eval-auc:0.709716	train-auc:0.910203
[103]	eval-auc:0.709507	train-auc:0.910981
	Score 0.7095073639586302


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.375, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 155.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.708987	train-auc:0.715522
[1]	eval-auc:0.698579	train-auc:0.731339
[2]	eval-auc:0.693946	train-auc:0.733775
[3]	eval-auc:0.693215	train-auc:0.738567
[4]	eval-auc:0.687479	train-auc:0.74518
[5]	eval-auc:0.690697	train-auc:0.759648
[6]	eval-auc:0.695503	train-auc:0.762125
[7]	eval-auc:0.700104	train-auc:0.76707
[8]	eval-auc:0.70041	train-auc:0.775992
[9]	eval-auc:0.69982	train-auc:0.776517
[10]	eval-auc:0.702333	train-auc:0.778698
[11]	eval-auc:0.702136	train-auc:0.780596
[12]	eval-auc:0.704719	train-auc:0.787699
[13]	eval-auc:0.706412	train-auc:0.789622
[14]	eval-auc:0.705555	train-auc:0.791955
[15]	eval-auc:0.703837	train-auc:0.798272
[16]	eval-auc:0.702985	train-auc:0.804926
[17]	eval-auc:0.702575	train-auc:0.809854
[18]	eval-auc:0.702114	train-auc:0.815229
[19]	eval-auc:0.701738	train-auc:0.818219
[20]	eval-auc:0.701167	train-auc:0.82198
[21]	eval-auc:0.702201	train-auc:0.825946
[22]	eval-auc:0.702155	train-auc:0.82673
[23]	eval-auc:0.701974	train-auc:0.828587
[24]	eval-auc:0.70105	train-auc:0.831066
[25]	eval-auc:0.700952	train-auc:0.836775
[26]	eval-auc:0.699131	train-auc:0.839704
[27]	eval-auc:0.694086	train-auc:0.842329
[28]	eval-auc:0.694803	train-auc:0.844002
[29]	eval-auc:0.694224	train-auc:0.84583
[30]	eval-auc:0.695188	train-auc:0.84923
[31]	eval-auc:0.695838	train-auc:0.850704
[32]	eval-auc:0.697459	train-auc:0.852944
[33]	eval-auc:0.695263	train-auc:0.85516
[34]	eval-auc:0.695429	train-auc:0.856207
[35]	eval-auc:0.695802	train-auc:0.857022
[36]	eval-auc:0.698755	train-auc:0.858364
[37]	eval-auc:0.697277	train-auc:0.861415
[38]	eval-auc:0.695221	train-auc:0.864492
[39]	eval-auc:0.693653	train-auc:0.865825
[40]	eval-auc:0.696205	train-auc:0.86852
[41]	eval-auc:0.697767	train-auc:0.870531
[42]	eval-auc:0.696657	train-auc:0.871363
[43]	eval-auc:0.698506	train-auc:0.874672
[44]	eval-auc:0.699384	train-auc:0.874416
[45]	eval-auc:0.699774	train-auc:0.876919
[46]	eval-auc:0.697785	train-auc:0.878439
[47]	eval-auc:0.697032	train-auc:0.881214
[48]	eval-auc:0.697589	train-auc:0.884363
[49]	eval-auc:0.698376	train-auc:0.887782
[50]	eval-auc:0.696582	train-auc:0.88924
[51]	eval-auc:0.697947	train-auc:0.890368
[52]	eval-auc:0.693764	train-auc:0.890264
[53]	eval-auc:0.693264	train-auc:0.891079
[54]	eval-auc:0.690753	train-auc:0.893006
[55]	eval-auc:0.689992	train-auc:0.893369
[56]	eval-auc:0.688754	train-auc:0.894247
[57]	eval-auc:0.689902	train-auc:0.895865
[58]	eval-auc:0.689965	train-auc:0.896173
[59]	eval-auc:0.692316	train-auc:0.897571
[60]	eval-auc:0.69234	train-auc:0.900276
[61]	eval-auc:0.692747	train-auc:0.900115
[62]	eval-auc:0.693063	train-auc:0.901568
[63]	eval-auc:0.689873	train-auc:0.902299
[64]	eval-auc:0.690744	train-auc:0.903324
[65]	eval-auc:0.692281	train-auc:0.903691
[66]	eval-auc:0.692744	train-auc:0.905242
[67]	eval-auc:0.692139	train-auc:0.905537
[68]	eval-auc:0.691784	train-auc:0.907155
[69]	eval-auc:0.690893	train-auc:0.909079
[70]	eval-auc:0.690539	train-auc:0.909393
[71]	eval-auc:0.690102	train-auc:0.910086
[72]	eval-auc:0.691011	train-auc:0.911195
[73]	eval-auc:0.691129	train-auc:0.911924
[74]	eval-auc:0.6904	train-auc:0.912488
[75]	eval-auc:0.68969	train-auc:0.913339
[76]	eval-auc:0.6895	train-auc:0.914136
[77]	eval-auc:0.688603	train-auc:0.914197
[78]	eval-auc:0.689179	train-auc:0.914749
[79]	eval-auc:0.691005	train-auc:0.91644
[80]	eval-auc:0.691206	train-auc:0.917544
[81]	eval-auc:0.691588	train-auc:0.918948
[82]	eval-auc:0.693024	train-auc:0.919231
[83]	eval-auc:0.692954	train-auc:0.919226
[84]	eval-auc:0.694018	train-auc:0.919387
[85]	eval-auc:0.696171	train-auc:0.921509
[86]	eval-auc:0.695763	train-auc:0.922431
[87]	eval-auc:0.696325	train-auc:0.923244
[88]	eval-auc:0.694656	train-auc:0.924308
[89]	eval-auc:0.694321	train-auc:0.925459
[90]	eval-auc:0.695128	train-auc:0.925683
[91]	eval-auc:0.695819	train-auc:0.926412
[92]	eval-auc:0.696197	train-auc:0.927074
[93]	eval-auc:0.695181	train-auc:0.927527
[94]	eval-auc:0.692702	train-auc:0.928802
[95]	eval-auc:0.692724	train-auc:0.929391
[96]	eval-auc:0.694543	train-auc:0.930644
[97]	eval-auc:0.694818	train-auc:0.930806
[98]	eval-auc:0.694578	train-auc:0.93224
[99]	eval-auc:0.693942	train-auc:0.932703
[100]	eval-auc:0.693523	train-auc:0.93329
[101]	eval-auc:0.694269	train-auc:0.933676
[102]	eval-auc:0.695133	train-auc:0.93447
[103]	eval-auc:0.694632	train-auc:0.935441
[104]	eval-auc:0.695632	train-auc:0.936134
[105]	eval-auc:0.696014	train-auc:0.936464
[106]	eval-auc:0.695996	train-auc:0.937366
[107]	eval-auc:0.696156	train-auc:0.938027
[108]	eval-auc:0.697315	train-auc:0.939478
[109]	eval-auc:0.696299	train-auc:0.939388
[110]	eval-auc:0.695468	train-auc:0.939784
[111]	eval-auc:0.696576	train-auc:0.940593
[112]	eval-auc:0.696674	train-auc:0.94186
[113]	eval-auc:0.697156	train-auc:0.942459
[114]	eval-auc:0.697688	train-auc:0.942575
[115]	eval-auc:0.696828	train-auc:0.943146
[116]	eval-auc:0.696715	train-auc:0.943677
[117]	eval-auc:0.695888	train-auc:0.944075
[118]	eval-auc:0.696028	train-auc:0.944937
[119]	eval-auc:0.696687	train-auc:0.94562
[120]	eval-auc:0.696199	train-auc:0.945882
[121]	eval-auc:0.695544	train-auc:0.946411
[122]	eval-auc:0.694234	train-auc:0.947419
[123]	eval-auc:0.69354	train-auc:0.947663
[124]	eval-auc:0.69426	train-auc:0.948317
[125]	eval-auc:0.692597	train-auc:0.949152
[126]	eval-auc:0.692567	train-auc:0.95019
[127]	eval-auc:0.693066	train-auc:0.951039
[128]	eval-auc:0.691684	train-auc:0.951672
[129]	eval-auc:0.692737	train-auc:0.95199
[130]	eval-auc:0.692003	train-auc:0.95234
[131]	eval-auc:0.692054	train-auc:0.952808
[132]	eval-auc:0.690683	train-auc:0.953302
[133]	eval-auc:0.690915	train-auc:0.95395
[134]	eval-auc:0.690694	train-auc:0.954314
[135]	eval-auc:0.692235	train-auc:0.955139
[136]	eval-auc:0.692779	train-auc:0.955697
[137]	eval-auc:0.691965	train-auc:0.956229
[138]	eval-auc:0.692302	train-auc:0.957304
[139]	eval-auc:0.692007	train-auc:0.957125
[140]	eval-auc:0.69121	train-auc:0.957728
[141]	eval-auc:0.69098	train-auc:0.957747
[142]	eval-auc:0.690974	train-auc:0.958037
[143]	eval-auc:0.690618	train-auc:0.958242
[144]	eval-auc:0.690898	train-auc:0.958728
[145]	eval-auc:0.690466	train-auc:0.958916
[146]	eval-auc:0.690639	train-auc:0.959361
[147]	eval-auc:0.69132	train-auc:0.959982
[148]	eval-auc:0.692374	train-auc:0.960369
[149]	eval-auc:0.692171	train-auc:0.960496
[150]	eval-auc:0.691941	train-auc:0.960528
[151]	eval-auc:0.692169	train-auc:0.961079
[152]	eval-auc:0.691699	train-auc:0.961763
[153]	eval-auc:0.691641	train-auc:0.962118
[154]	eval-auc:0.691981	train-auc:0.962661
	Score 0.6919806551425891


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 2.0, 'n_estimators': 692.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.720253	train-auc:0.715388
[1]	eval-auc:0.702941	train-auc:0.726016
[2]	eval-auc:0.698786	train-auc:0.734754
[3]	eval-auc:0.699088	train-auc:0.735262
[4]	eval-auc:0.701591	train-auc:0.736424
[5]	eval-auc:0.696624	train-auc:0.743987
[6]	eval-auc:0.699484	train-auc:0.743693
[7]	eval-auc:0.700691	train-auc:0.746308
[8]	eval-auc:0.701271	train-auc:0.746656
[9]	eval-auc:0.703773	train-auc:0.746143
[10]	eval-auc:0.705701	train-auc:0.750023
[11]	eval-auc:0.706486	train-auc:0.755557
[12]	eval-auc:0.706717	train-auc:0.754992
[13]	eval-auc:0.705968	train-auc:0.755971
[14]	eval-auc:0.704271	train-auc:0.755653
[15]	eval-auc:0.703381	train-auc:0.758083
[16]	eval-auc:0.701878	train-auc:0.760201
[17]	eval-auc:0.700912	train-auc:0.76312
[18]	eval-auc:0.700476	train-auc:0.763514
[19]	eval-auc:0.69891	train-auc:0.765282
[20]	eval-auc:0.700794	train-auc:0.765027
[21]	eval-auc:0.701387	train-auc:0.767033
[22]	eval-auc:0.701451	train-auc:0.768312
[23]	eval-auc:0.700205	train-auc:0.771809
[24]	eval-auc:0.700059	train-auc:0.773986
[25]	eval-auc:0.699224	train-auc:0.775755
[26]	eval-auc:0.69984	train-auc:0.778577
[27]	eval-auc:0.700226	train-auc:0.781055
[28]	eval-auc:0.702199	train-auc:0.781491
[29]	eval-auc:0.702842	train-auc:0.782553
[30]	eval-auc:0.703553	train-auc:0.784621
[31]	eval-auc:0.704064	train-auc:0.785864
[32]	eval-auc:0.704565	train-auc:0.786951
[33]	eval-auc:0.703182	train-auc:0.789896
[34]	eval-auc:0.703363	train-auc:0.79184
[35]	eval-auc:0.702821	train-auc:0.793066
[36]	eval-auc:0.703771	train-auc:0.794525
[37]	eval-auc:0.705406	train-auc:0.795833
[38]	eval-auc:0.705869	train-auc:0.796002
[39]	eval-auc:0.70742	train-auc:0.80009
[40]	eval-auc:0.707511	train-auc:0.800212
[41]	eval-auc:0.708054	train-auc:0.800696
[42]	eval-auc:0.708407	train-auc:0.800989
[43]	eval-auc:0.707666	train-auc:0.80321
[44]	eval-auc:0.708688	train-auc:0.805238
[45]	eval-auc:0.708303	train-auc:0.806181
[46]	eval-auc:0.707945	train-auc:0.807825
[47]	eval-auc:0.708384	train-auc:0.808279
[48]	eval-auc:0.708562	train-auc:0.810856
[49]	eval-auc:0.707012	train-auc:0.812577
[50]	eval-auc:0.706879	train-auc:0.812732
[51]	eval-auc:0.70775	train-auc:0.814011
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[389]	eval-auc:0.704571	train-auc:0.959986
[390]	eval-auc:0.704493	train-auc:0.960018
[391]	eval-auc:0.704216	train-auc:0.960137
[392]	eval-auc:0.704252	train-auc:0.96005
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[395]	eval-auc:0.704136	train-auc:0.960606
[396]	eval-auc:0.704278	train-auc:0.960718
[397]	eval-auc:0.704123	train-auc:0.960719
[398]	eval-auc:0.704172	train-auc:0.960902
[399]	eval-auc:0.704671	train-auc:0.961017
[400]	eval-auc:0.704986	train-auc:0.961126
[401]	eval-auc:0.705196	train-auc:0.961479
[402]	eval-auc:0.705519	train-auc:0.961738
[403]	eval-auc:0.705308	train-auc:0.961892
[404]	eval-auc:0.705472	train-auc:0.962053
[405]	eval-auc:0.705052	train-auc:0.962234
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[407]	eval-auc:0.704711	train-auc:0.962397
[408]	eval-auc:0.704699	train-auc:0.962632
[409]	eval-auc:0.704557	train-auc:0.962706
[410]	eval-auc:0.704348	train-auc:0.962828
[411]	eval-auc:0.704491	train-auc:0.96298
[412]	eval-auc:0.704481	train-auc:0.963215
[413]	eval-auc:0.704461	train-auc:0.963311
[414]	eval-auc:0.704121	train-auc:0.96329
[415]	eval-auc:0.703986	train-auc:0.9634
[416]	eval-auc:0.70422	train-auc:0.963549
[417]	eval-auc:0.704158	train-auc:0.963597
[418]	eval-auc:0.704278	train-auc:0.963612
[419]	eval-auc:0.704487	train-auc:0.963623
[420]	eval-auc:0.704481	train-auc:0.96367
[421]	eval-auc:0.704744	train-auc:0.963663
[422]	eval-auc:0.704781	train-auc:0.963693
[423]	eval-auc:0.704718	train-auc:0.963734
[424]	eval-auc:0.704519	train-auc:0.963757
[425]	eval-auc:0.704942	train-auc:0.96388
[426]	eval-auc:0.705023	train-auc:0.963929
[427]	eval-auc:0.70533	train-auc:0.964012
[428]	eval-auc:0.705299	train-auc:0.96419
[429]	eval-auc:0.70519	train-auc:0.964247
[430]	eval-auc:0.705104	train-auc:0.964283
[431]	eval-auc:0.705057	train-auc:0.964499
[432]	eval-auc:0.704897	train-auc:0.964487
[433]	eval-auc:0.704971	train-auc:0.964546
[434]	eval-auc:0.704548	train-auc:0.964579
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[436]	eval-auc:0.704347	train-auc:0.964798
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[438]	eval-auc:0.704295	train-auc:0.965175
[439]	eval-auc:0.704319	train-auc:0.965467
[440]	eval-auc:0.703847	train-auc:0.965547
[441]	eval-auc:0.703856	train-auc:0.965656
[442]	eval-auc:0.704447	train-auc:0.965889
[443]	eval-auc:0.704335	train-auc:0.96606
[444]	eval-auc:0.704443	train-auc:0.966082
[445]	eval-auc:0.704732	train-auc:0.966142
[446]	eval-auc:0.704601	train-auc:0.966264
[447]	eval-auc:0.704583	train-auc:0.966291
[448]	eval-auc:0.705303	train-auc:0.966648
[449]	eval-auc:0.705113	train-auc:0.966629
[450]	eval-auc:0.705548	train-auc:0.966695
[451]	eval-auc:0.705149	train-auc:0.966886
[452]	eval-auc:0.705128	train-auc:0.966878
[453]	eval-auc:0.704877	train-auc:0.967013
[454]	eval-auc:0.704584	train-auc:0.96712
[455]	eval-auc:0.704565	train-auc:0.967149
[456]	eval-auc:0.704324	train-auc:0.967336
[457]	eval-auc:0.704211	train-auc:0.967496
[458]	eval-auc:0.703911	train-auc:0.967694
[459]	eval-auc:0.703754	train-auc:0.967822
[460]	eval-auc:0.703783	train-auc:0.967956
[461]	eval-auc:0.703959	train-auc:0.968104
[462]	eval-auc:0.704173	train-auc:0.968279
[463]	eval-auc:0.704396	train-auc:0.96839
[464]	eval-auc:0.703902	train-auc:0.968496
[465]	eval-auc:0.703864	train-auc:0.968562
[466]	eval-auc:0.704079	train-auc:0.968704
[467]	eval-auc:0.703861	train-auc:0.968752
[468]	eval-auc:0.703636	train-auc:0.968957
[469]	eval-auc:0.703709	train-auc:0.968938
[470]	eval-auc:0.703593	train-auc:0.969099
[471]	eval-auc:0.703751	train-auc:0.96916
[472]	eval-auc:0.703735	train-auc:0.969111
[473]	eval-auc:0.703907	train-auc:0.969305
[474]	eval-auc:0.703843	train-auc:0.969299
[475]	eval-auc:0.704041	train-auc:0.969459
[476]	eval-auc:0.703671	train-auc:0.969511
[477]	eval-auc:0.703538	train-auc:0.969774
[478]	eval-auc:0.703486	train-auc:0.969957
[479]	eval-auc:0.703447	train-auc:0.970058
[480]	eval-auc:0.703247	train-auc:0.97019
[481]	eval-auc:0.703034	train-auc:0.970194
[482]	eval-auc:0.702658	train-auc:0.970223
[483]	eval-auc:0.702459	train-auc:0.970273
[484]	eval-auc:0.702513	train-auc:0.970263
[485]	eval-auc:0.70292	train-auc:0.970357
[486]	eval-auc:0.702783	train-auc:0.970472
[487]	eval-auc:0.702757	train-auc:0.970492
[488]	eval-auc:0.702684	train-auc:0.970629
[489]	eval-auc:0.702573	train-auc:0.970726
[490]	eval-auc:0.702661	train-auc:0.970721
[491]	eval-auc:0.702201	train-auc:0.970736
[492]	eval-auc:0.702529	train-auc:0.970841
[493]	eval-auc:0.702518	train-auc:0.970874
[494]	eval-auc:0.702597	train-auc:0.971049
[495]	eval-auc:0.702871	train-auc:0.971213
[496]	eval-auc:0.702833	train-auc:0.971316
[497]	eval-auc:0.702847	train-auc:0.971364
[498]	eval-auc:0.70292	train-auc:0.971405
[499]	eval-auc:0.702769	train-auc:0.9716
[500]	eval-auc:0.702979	train-auc:0.971828
[501]	eval-auc:0.702922	train-auc:0.971952
[502]	eval-auc:0.703007	train-auc:0.972076
[503]	eval-auc:0.703057	train-auc:0.972267
[504]	eval-auc:0.702967	train-auc:0.972356
[505]	eval-auc:0.703126	train-auc:0.972437
[506]	eval-auc:0.703588	train-auc:0.972492
[507]	eval-auc:0.703486	train-auc:0.972523
[508]	eval-auc:0.70355	train-auc:0.972667
[509]	eval-auc:0.70384	train-auc:0.972836
[510]	eval-auc:0.703902	train-auc:0.972985
[511]	eval-auc:0.703729	train-auc:0.973046
[512]	eval-auc:0.703569	train-auc:0.973137
[513]	eval-auc:0.703651	train-auc:0.973289
[514]	eval-auc:0.703486	train-auc:0.973315
[515]	eval-auc:0.703672	train-auc:0.973307
[516]	eval-auc:0.703789	train-auc:0.973406
[517]	eval-auc:0.703687	train-auc:0.973566
[518]	eval-auc:0.703582	train-auc:0.973581
[519]	eval-auc:0.703712	train-auc:0.973773
[520]	eval-auc:0.703669	train-auc:0.973795
[521]	eval-auc:0.703427	train-auc:0.973907
[522]	eval-auc:0.703254	train-auc:0.973896
[523]	eval-auc:0.70289	train-auc:0.974004
[524]	eval-auc:0.703071	train-auc:0.974301
[525]	eval-auc:0.702946	train-auc:0.974371
[526]	eval-auc:0.702887	train-auc:0.974372
[527]	eval-auc:0.702955	train-auc:0.974362
[528]	eval-auc:0.702609	train-auc:0.974362
[529]	eval-auc:0.702285	train-auc:0.97437
[530]	eval-auc:0.702405	train-auc:0.974569
[531]	eval-auc:0.702312	train-auc:0.974565
[532]	eval-auc:0.702488	train-auc:0.974668
[533]	eval-auc:0.702698	train-auc:0.974692
[534]	eval-auc:0.702774	train-auc:0.974738
[535]	eval-auc:0.702795	train-auc:0.974768
[536]	eval-auc:0.702771	train-auc:0.974798
[537]	eval-auc:0.70265	train-auc:0.974928
[538]	eval-auc:0.702366	train-auc:0.975
[539]	eval-auc:0.702261	train-auc:0.97502
[540]	eval-auc:0.701933	train-auc:0.975078
[541]	eval-auc:0.701708	train-auc:0.975174
[542]	eval-auc:0.701294	train-auc:0.975211
[543]	eval-auc:0.701429	train-auc:0.975329
[544]	eval-auc:0.701519	train-auc:0.975568
[545]	eval-auc:0.701792	train-auc:0.975764
[546]	eval-auc:0.701563	train-auc:0.975997
[547]	eval-auc:0.701737	train-auc:0.976029
[548]	eval-auc:0.701712	train-auc:0.976257
[549]	eval-auc:0.701493	train-auc:0.976333
[550]	eval-auc:0.701833	train-auc:0.97643
[551]	eval-auc:0.701687	train-auc:0.976493
[552]	eval-auc:0.701618	train-auc:0.976705
[553]	eval-auc:0.701528	train-auc:0.976803
[554]	eval-auc:0.701231	train-auc:0.9769
[555]	eval-auc:0.701521	train-auc:0.976943
[556]	eval-auc:0.701683	train-auc:0.976982
[557]	eval-auc:0.701297	train-auc:0.977088
[558]	eval-auc:0.701111	train-auc:0.977161
[559]	eval-auc:0.701073	train-auc:0.97719
[560]	eval-auc:0.701187	train-auc:0.97716
[561]	eval-auc:0.701117	train-auc:0.97724
[562]	eval-auc:0.70154	train-auc:0.977501
[563]	eval-auc:0.701578	train-auc:0.977539
[564]	eval-auc:0.701591	train-auc:0.977559
[565]	eval-auc:0.701215	train-auc:0.977686
[566]	eval-auc:0.700803	train-auc:0.977641
[567]	eval-auc:0.700858	train-auc:0.977828
[568]	eval-auc:0.700924	train-auc:0.977918
[569]	eval-auc:0.700979	train-auc:0.97808
[570]	eval-auc:0.701085	train-auc:0.978162
[571]	eval-auc:0.701027	train-auc:0.978217
[572]	eval-auc:0.701021	train-auc:0.978225
[573]	eval-auc:0.701199	train-auc:0.978361
[574]	eval-auc:0.701432	train-auc:0.978456
[575]	eval-auc:0.701256	train-auc:0.978472
[576]	eval-auc:0.701379	train-auc:0.978601
[577]	eval-auc:0.701212	train-auc:0.978625
[578]	eval-auc:0.700985	train-auc:0.978731
[579]	eval-auc:0.701015	train-auc:0.978737
[580]	eval-auc:0.701041	train-auc:0.978784
[581]	eval-auc:0.701212	train-auc:0.978818
[582]	eval-auc:0.700866	train-auc:0.978845
[583]	eval-auc:0.700893	train-auc:0.978873
[584]	eval-auc:0.701014	train-auc:0.979034
[585]	eval-auc:0.700508	train-auc:0.979188
[586]	eval-auc:0.700793	train-auc:0.979278
[587]	eval-auc:0.700612	train-auc:0.979277
[588]	eval-auc:0.700461	train-auc:0.979445
[589]	eval-auc:0.700619	train-auc:0.979424
[590]	eval-auc:0.700296	train-auc:0.979535
[591]	eval-auc:0.700176	train-auc:0.979535
[592]	eval-auc:0.700325	train-auc:0.979634
[593]	eval-auc:0.700415	train-auc:0.979749
[594]	eval-auc:0.700305	train-auc:0.979823
[595]	eval-auc:0.70061	train-auc:0.97987
[596]	eval-auc:0.700549	train-auc:0.979883
[597]	eval-auc:0.700767	train-auc:0.97995
[598]	eval-auc:0.700625	train-auc:0.980015
[599]	eval-auc:0.700675	train-auc:0.980099
[600]	eval-auc:0.700432	train-auc:0.980206
[601]	eval-auc:0.700654	train-auc:0.980226
[602]	eval-auc:0.700315	train-auc:0.980267
[603]	eval-auc:0.700324	train-auc:0.980301
[604]	eval-auc:0.699772	train-auc:0.980349
[605]	eval-auc:0.699699	train-auc:0.980366
[606]	eval-auc:0.699501	train-auc:0.980492
[607]	eval-auc:0.699176	train-auc:0.980615
[608]	eval-auc:0.69941	train-auc:0.980688
[609]	eval-auc:0.699323	train-auc:0.980699
[610]	eval-auc:0.699571	train-auc:0.980731
[611]	eval-auc:0.699526	train-auc:0.980757
[612]	eval-auc:0.699421	train-auc:0.980725
[613]	eval-auc:0.699533	train-auc:0.980875
[614]	eval-auc:0.699354	train-auc:0.980908
[615]	eval-auc:0.699395	train-auc:0.980942
[616]	eval-auc:0.699083	train-auc:0.980954
[617]	eval-auc:0.698816	train-auc:0.980973
[618]	eval-auc:0.698707	train-auc:0.98098
[619]	eval-auc:0.698644	train-auc:0.981046
[620]	eval-auc:0.698366	train-auc:0.981116
[621]	eval-auc:0.698177	train-auc:0.981121
[622]	eval-auc:0.697697	train-auc:0.981168
[623]	eval-auc:0.697574	train-auc:0.981234
[624]	eval-auc:0.697913	train-auc:0.981249
[625]	eval-auc:0.697988	train-auc:0.981308
[626]	eval-auc:0.698091	train-auc:0.981368
[627]	eval-auc:0.697889	train-auc:0.981414
[628]	eval-auc:0.698119	train-auc:0.981442
[629]	eval-auc:0.698454	train-auc:0.981572
[630]	eval-auc:0.698496	train-auc:0.981729
[631]	eval-auc:0.69842	train-auc:0.981791
[632]	eval-auc:0.698518	train-auc:0.98193
[633]	eval-auc:0.698528	train-auc:0.981946
[634]	eval-auc:0.698714	train-auc:0.982039
[635]	eval-auc:0.699096	train-auc:0.982128
[636]	eval-auc:0.699067	train-auc:0.982175
[637]	eval-auc:0.699186	train-auc:0.982247
[638]	eval-auc:0.699387	train-auc:0.982329
[639]	eval-auc:0.699504	train-auc:0.982358
[640]	eval-auc:0.699728	train-auc:0.982446
[641]	eval-auc:0.699692	train-auc:0.982459
[642]	eval-auc:0.69985	train-auc:0.982517
[643]	eval-auc:0.69996	train-auc:0.982542
[644]	eval-auc:0.699876	train-auc:0.98262
[645]	eval-auc:0.699779	train-auc:0.982663
[646]	eval-auc:0.699724	train-auc:0.982664
[647]	eval-auc:0.69961	train-auc:0.982678
[648]	eval-auc:0.699867	train-auc:0.982705
[649]	eval-auc:0.699949	train-auc:0.982744
[650]	eval-auc:0.700059	train-auc:0.982855
[651]	eval-auc:0.700141	train-auc:0.982869
[652]	eval-auc:0.700097	train-auc:0.982917
[653]	eval-auc:0.699938	train-auc:0.983043
[654]	eval-auc:0.699893	train-auc:0.983049
[655]	eval-auc:0.699926	train-auc:0.983135
[656]	eval-auc:0.699818	train-auc:0.983179
[657]	eval-auc:0.69979	train-auc:0.983227
[658]	eval-auc:0.699425	train-auc:0.983324
[659]	eval-auc:0.699235	train-auc:0.98343
[660]	eval-auc:0.699258	train-auc:0.983463
[661]	eval-auc:0.698885	train-auc:0.98345
[662]	eval-auc:0.698938	train-auc:0.983521
[663]	eval-auc:0.699246	train-auc:0.98355
[664]	eval-auc:0.699418	train-auc:0.983586
[665]	eval-auc:0.699725	train-auc:0.983723
[666]	eval-auc:0.699902	train-auc:0.983782
[667]	eval-auc:0.699693	train-auc:0.983874
[668]	eval-auc:0.69961	train-auc:0.983852
[669]	eval-auc:0.699666	train-auc:0.983872
[670]	eval-auc:0.699492	train-auc:0.983904
[671]	eval-auc:0.699447	train-auc:0.983921
[672]	eval-auc:0.69892	train-auc:0.984026
[673]	eval-auc:0.699005	train-auc:0.98404
[674]	eval-auc:0.698662	train-auc:0.984084
[675]	eval-auc:0.69872	train-auc:0.984101
[676]	eval-auc:0.69881	train-auc:0.984128
[677]	eval-auc:0.698767	train-auc:0.984104
[678]	eval-auc:0.698758	train-auc:0.984139
[679]	eval-auc:0.698729	train-auc:0.984158
[680]	eval-auc:0.69885	train-auc:0.984244
[681]	eval-auc:0.698784	train-auc:0.984307
[682]	eval-auc:0.698924	train-auc:0.984317
[683]	eval-auc:0.698646	train-auc:0.9843
[684]	eval-auc:0.698961	train-auc:0.984338
[685]	eval-auc:0.698786	train-auc:0.984374
[686]	eval-auc:0.698553	train-auc:0.98445
[687]	eval-auc:0.698416	train-auc:0.984497
[688]	eval-auc:0.698299	train-auc:0.984493
[689]	eval-auc:0.698032	train-auc:0.984487
[690]	eval-auc:0.698117	train-auc:0.984509
[691]	eval-auc:0.69804	train-auc:0.984519
	Score 0.698039627721132


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 215.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.670001	train-auc:0.693693
[1]	eval-auc:0.670798	train-auc:0.710741
[2]	eval-auc:0.68463	train-auc:0.721482
[3]	eval-auc:0.686442	train-auc:0.731941
[4]	eval-auc:0.697341	train-auc:0.746886
[5]	eval-auc:0.693946	train-auc:0.743084
[6]	eval-auc:0.694403	train-auc:0.74545
[7]	eval-auc:0.692355	train-auc:0.746471
[8]	eval-auc:0.695709	train-auc:0.752652
[9]	eval-auc:0.69751	train-auc:0.760169
[10]	eval-auc:0.696071	train-auc:0.764102
[11]	eval-auc:0.695344	train-auc:0.767303
[12]	eval-auc:0.697066	train-auc:0.771052
[13]	eval-auc:0.698327	train-auc:0.772631
[14]	eval-auc:0.698806	train-auc:0.771965
[15]	eval-auc:0.699289	train-auc:0.773491
[16]	eval-auc:0.69849	train-auc:0.779137
[17]	eval-auc:0.695844	train-auc:0.783167
[18]	eval-auc:0.69552	train-auc:0.78598
[19]	eval-auc:0.695861	train-auc:0.790406
[20]	eval-auc:0.695921	train-auc:0.790595
[21]	eval-auc:0.69719	train-auc:0.792382
[22]	eval-auc:0.694042	train-auc:0.796843
[23]	eval-auc:0.694241	train-auc:0.800947
[24]	eval-auc:0.692647	train-auc:0.805076
[25]	eval-auc:0.693349	train-auc:0.808388
[26]	eval-auc:0.689828	train-auc:0.811561
[27]	eval-auc:0.691353	train-auc:0.8132
[28]	eval-auc:0.690989	train-auc:0.816893
[29]	eval-auc:0.691043	train-auc:0.818802
[30]	eval-auc:0.692034	train-auc:0.821271
[31]	eval-auc:0.692795	train-auc:0.823932
[32]	eval-auc:0.692344	train-auc:0.825766
[33]	eval-auc:0.692345	train-auc:0.829152
[34]	eval-auc:0.69082	train-auc:0.831277
[35]	eval-auc:0.691365	train-auc:0.833705
[36]	eval-auc:0.692907	train-auc:0.836999
[37]	eval-auc:0.69381	train-auc:0.839655
[38]	eval-auc:0.694192	train-auc:0.843144
[39]	eval-auc:0.69469	train-auc:0.846285
[40]	eval-auc:0.69507	train-auc:0.846747
[41]	eval-auc:0.693663	train-auc:0.849332
[42]	eval-auc:0.693783	train-auc:0.851025
[43]	eval-auc:0.692275	train-auc:0.852339
[44]	eval-auc:0.69323	train-auc:0.854988
[45]	eval-auc:0.695258	train-auc:0.856503
[46]	eval-auc:0.697664	train-auc:0.862999
[47]	eval-auc:0.698799	train-auc:0.864728
[48]	eval-auc:0.699456	train-auc:0.865654
[49]	eval-auc:0.698935	train-auc:0.866664
[50]	eval-auc:0.697947	train-auc:0.866312
[51]	eval-auc:0.697056	train-auc:0.867478
[52]	eval-auc:0.69495	train-auc:0.868413
[53]	eval-auc:0.695819	train-auc:0.87096
[54]	eval-auc:0.69424	train-auc:0.872804
[55]	eval-auc:0.69438	train-auc:0.873165
[56]	eval-auc:0.694784	train-auc:0.874881
[57]	eval-auc:0.693569	train-auc:0.875449
[58]	eval-auc:0.691268	train-auc:0.877493
[59]	eval-auc:0.692448	train-auc:0.879598
[60]	eval-auc:0.690651	train-auc:0.88083
[61]	eval-auc:0.690131	train-auc:0.882825
[62]	eval-auc:0.690204	train-auc:0.883885
[63]	eval-auc:0.690481	train-auc:0.885683
[64]	eval-auc:0.690283	train-auc:0.886391
[65]	eval-auc:0.690941	train-auc:0.887384
[66]	eval-auc:0.691941	train-auc:0.888204
[67]	eval-auc:0.691713	train-auc:0.888533
[68]	eval-auc:0.690804	train-auc:0.890024
[69]	eval-auc:0.691104	train-auc:0.890685
[70]	eval-auc:0.689392	train-auc:0.893185
[71]	eval-auc:0.68858	train-auc:0.89444
[72]	eval-auc:0.688067	train-auc:0.896514
[73]	eval-auc:0.689005	train-auc:0.898726
[74]	eval-auc:0.688791	train-auc:0.899645
[75]	eval-auc:0.689442	train-auc:0.900743
[76]	eval-auc:0.691009	train-auc:0.901862
[77]	eval-auc:0.691018	train-auc:0.902086
[78]	eval-auc:0.691507	train-auc:0.902136
[79]	eval-auc:0.691378	train-auc:0.902636
[80]	eval-auc:0.689538	train-auc:0.903776
[81]	eval-auc:0.688565	train-auc:0.904128
[82]	eval-auc:0.689719	train-auc:0.904907
[83]	eval-auc:0.690318	train-auc:0.903673
[84]	eval-auc:0.690303	train-auc:0.905321
[85]	eval-auc:0.690092	train-auc:0.906475
[86]	eval-auc:0.690414	train-auc:0.906795
[87]	eval-auc:0.690429	train-auc:0.907495
[88]	eval-auc:0.690983	train-auc:0.907761
[89]	eval-auc:0.690696	train-auc:0.909543
[90]	eval-auc:0.690135	train-auc:0.91066
[91]	eval-auc:0.690135	train-auc:0.911434
[92]	eval-auc:0.689404	train-auc:0.912707
[93]	eval-auc:0.689448	train-auc:0.913511
[94]	eval-auc:0.68851	train-auc:0.914466
[95]	eval-auc:0.689189	train-auc:0.915923
[96]	eval-auc:0.688544	train-auc:0.916563
[97]	eval-auc:0.689628	train-auc:0.917521
[98]	eval-auc:0.689395	train-auc:0.91939
[99]	eval-auc:0.689777	train-auc:0.919816
[100]	eval-auc:0.688602	train-auc:0.919928
[101]	eval-auc:0.689456	train-auc:0.920151
[102]	eval-auc:0.689488	train-auc:0.921353
[103]	eval-auc:0.688434	train-auc:0.921588
[104]	eval-auc:0.687472	train-auc:0.922047
[105]	eval-auc:0.6897	train-auc:0.924337
[106]	eval-auc:0.690021	train-auc:0.924654
[107]	eval-auc:0.689028	train-auc:0.925441
[108]	eval-auc:0.688472	train-auc:0.926347
[109]	eval-auc:0.688017	train-auc:0.926935
[110]	eval-auc:0.688172	train-auc:0.926512
[111]	eval-auc:0.687702	train-auc:0.926688
[112]	eval-auc:0.687306	train-auc:0.927103
[113]	eval-auc:0.686394	train-auc:0.928322
[114]	eval-auc:0.686639	train-auc:0.928997
[115]	eval-auc:0.685928	train-auc:0.929622
[116]	eval-auc:0.687071	train-auc:0.931121
[117]	eval-auc:0.687163	train-auc:0.932132
[118]	eval-auc:0.686858	train-auc:0.932494
[119]	eval-auc:0.688184	train-auc:0.933644
[120]	eval-auc:0.68876	train-auc:0.933915
[121]	eval-auc:0.688911	train-auc:0.935261
[122]	eval-auc:0.688309	train-auc:0.935642
[123]	eval-auc:0.688535	train-auc:0.935999
[124]	eval-auc:0.688666	train-auc:0.936544
[125]	eval-auc:0.68962	train-auc:0.937332
[126]	eval-auc:0.68848	train-auc:0.938095
[127]	eval-auc:0.688538	train-auc:0.938878
[128]	eval-auc:0.6891	train-auc:0.939527
[129]	eval-auc:0.688676	train-auc:0.939796
[130]	eval-auc:0.68853	train-auc:0.940209
[131]	eval-auc:0.689305	train-auc:0.940416
[132]	eval-auc:0.689106	train-auc:0.9407
[133]	eval-auc:0.689173	train-auc:0.941124
[134]	eval-auc:0.689931	train-auc:0.941555
[135]	eval-auc:0.690762	train-auc:0.94192
[136]	eval-auc:0.690819	train-auc:0.942689
[137]	eval-auc:0.694041	train-auc:0.94435
[138]	eval-auc:0.695453	train-auc:0.94494
[139]	eval-auc:0.694571	train-auc:0.945753
[140]	eval-auc:0.695241	train-auc:0.945842
[141]	eval-auc:0.695028	train-auc:0.946151
[142]	eval-auc:0.693538	train-auc:0.946272
[143]	eval-auc:0.693103	train-auc:0.946989
[144]	eval-auc:0.69334	train-auc:0.947407
[145]	eval-auc:0.694055	train-auc:0.94795
[146]	eval-auc:0.69364	train-auc:0.948299
[147]	eval-auc:0.693037	train-auc:0.948229
[148]	eval-auc:0.692868	train-auc:0.948767
[149]	eval-auc:0.693733	train-auc:0.949163
[150]	eval-auc:0.694073	train-auc:0.949557
[151]	eval-auc:0.694985	train-auc:0.950223
[152]	eval-auc:0.694359	train-auc:0.950396
[153]	eval-auc:0.694712	train-auc:0.950777
[154]	eval-auc:0.695189	train-auc:0.951764
[155]	eval-auc:0.695608	train-auc:0.952682
[156]	eval-auc:0.696843	train-auc:0.952946
[157]	eval-auc:0.695926	train-auc:0.953517
[158]	eval-auc:0.695392	train-auc:0.953719
[159]	eval-auc:0.695655	train-auc:0.954301
[160]	eval-auc:0.696346	train-auc:0.954681
[161]	eval-auc:0.696092	train-auc:0.955274
[162]	eval-auc:0.697006	train-auc:0.9554
[163]	eval-auc:0.69532	train-auc:0.955361
[164]	eval-auc:0.69544	train-auc:0.955816
[165]	eval-auc:0.69558	train-auc:0.956199
[166]	eval-auc:0.695711	train-auc:0.956393
[167]	eval-auc:0.695722	train-auc:0.956661
[168]	eval-auc:0.696395	train-auc:0.957482
[169]	eval-auc:0.695966	train-auc:0.957703
[170]	eval-auc:0.695823	train-auc:0.957769
[171]	eval-auc:0.6959	train-auc:0.958018
[172]	eval-auc:0.696566	train-auc:0.958454
[173]	eval-auc:0.696922	train-auc:0.958796
[174]	eval-auc:0.697025	train-auc:0.958917
[175]	eval-auc:0.696448	train-auc:0.959111
[176]	eval-auc:0.696687	train-auc:0.959429
[177]	eval-auc:0.697178	train-auc:0.960046
[178]	eval-auc:0.696986	train-auc:0.960359
[179]	eval-auc:0.696486	train-auc:0.960292
[180]	eval-auc:0.696677	train-auc:0.961015
[181]	eval-auc:0.696304	train-auc:0.961149
[182]	eval-auc:0.696086	train-auc:0.961382
[183]	eval-auc:0.695516	train-auc:0.961427
[184]	eval-auc:0.696142	train-auc:0.961671
[185]	eval-auc:0.696185	train-auc:0.962509
[186]	eval-auc:0.697096	train-auc:0.962723
[187]	eval-auc:0.696605	train-auc:0.963111
[188]	eval-auc:0.695944	train-auc:0.963373
[189]	eval-auc:0.696241	train-auc:0.963534
[190]	eval-auc:0.696584	train-auc:0.963451
[191]	eval-auc:0.697555	train-auc:0.963847
[192]	eval-auc:0.696965	train-auc:0.964292
[193]	eval-auc:0.697566	train-auc:0.964662
[194]	eval-auc:0.697714	train-auc:0.964954
[195]	eval-auc:0.696538	train-auc:0.965781
[196]	eval-auc:0.696383	train-auc:0.966096
[197]	eval-auc:0.696025	train-auc:0.96608
[198]	eval-auc:0.695421	train-auc:0.966354
[199]	eval-auc:0.694898	train-auc:0.966823
[200]	eval-auc:0.694952	train-auc:0.966987
[201]	eval-auc:0.695175	train-auc:0.966943
[202]	eval-auc:0.694569	train-auc:0.967277
[203]	eval-auc:0.694257	train-auc:0.967826
[204]	eval-auc:0.694149	train-auc:0.967955
[205]	eval-auc:0.693895	train-auc:0.968604
[206]	eval-auc:0.694656	train-auc:0.969009
[207]	eval-auc:0.694717	train-auc:0.969401
[208]	eval-auc:0.694262	train-auc:0.969583
[209]	eval-auc:0.694609	train-auc:0.969829
[210]	eval-auc:0.694131	train-auc:0.969697
[211]	eval-auc:0.694486	train-auc:0.969738
[212]	eval-auc:0.69446	train-auc:0.97004
[213]	eval-auc:0.694204	train-auc:0.970238
[214]	eval-auc:0.694208	train-auc:0.970719
	Score 0.6942084201293719


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 599.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.720253	train-auc:0.715388
[1]	eval-auc:0.702941	train-auc:0.726016
[2]	eval-auc:0.698786	train-auc:0.734754
[3]	eval-auc:0.699088	train-auc:0.735262
[4]	eval-auc:0.701591	train-auc:0.736424
[5]	eval-auc:0.696624	train-auc:0.743987
[6]	eval-auc:0.699484	train-auc:0.743693
[7]	eval-auc:0.700691	train-auc:0.746308
[8]	eval-auc:0.701271	train-auc:0.746656
[9]	eval-auc:0.703773	train-auc:0.746143
[10]	eval-auc:0.705701	train-auc:0.750023
[11]	eval-auc:0.706486	train-auc:0.755557
[12]	eval-auc:0.706717	train-auc:0.754992
[13]	eval-auc:0.705968	train-auc:0.755971
[14]	eval-auc:0.704271	train-auc:0.755653
[15]	eval-auc:0.703381	train-auc:0.758083
[16]	eval-auc:0.701878	train-auc:0.760201
[17]	eval-auc:0.700912	train-auc:0.76312
[18]	eval-auc:0.700476	train-auc:0.763514
[19]	eval-auc:0.69891	train-auc:0.765282
[20]	eval-auc:0.700794	train-auc:0.765027
[21]	eval-auc:0.701387	train-auc:0.767033
[22]	eval-auc:0.701451	train-auc:0.768312
[23]	eval-auc:0.700205	train-auc:0.771809
[24]	eval-auc:0.700059	train-auc:0.773986
[25]	eval-auc:0.699224	train-auc:0.775755
[26]	eval-auc:0.69984	train-auc:0.778577
[27]	eval-auc:0.700226	train-auc:0.781055
[28]	eval-auc:0.702199	train-auc:0.781491
[29]	eval-auc:0.702842	train-auc:0.782553
[30]	eval-auc:0.703553	train-auc:0.784621
[31]	eval-auc:0.704064	train-auc:0.785864
[32]	eval-auc:0.704565	train-auc:0.786951
[33]	eval-auc:0.703182	train-auc:0.789896
[34]	eval-auc:0.703363	train-auc:0.79184
[35]	eval-auc:0.702821	train-auc:0.793066
[36]	eval-auc:0.703771	train-auc:0.794525
[37]	eval-auc:0.705406	train-auc:0.795833
[38]	eval-auc:0.705869	train-auc:0.796002
[39]	eval-auc:0.70742	train-auc:0.80009
[40]	eval-auc:0.707511	train-auc:0.800212
[41]	eval-auc:0.708054	train-auc:0.800696
[42]	eval-auc:0.708407	train-auc:0.800989
[43]	eval-auc:0.707666	train-auc:0.80321
[44]	eval-auc:0.708688	train-auc:0.805238
[45]	eval-auc:0.708303	train-auc:0.806181
[46]	eval-auc:0.707945	train-auc:0.807825
[47]	eval-auc:0.708384	train-auc:0.808279
[48]	eval-auc:0.708562	train-auc:0.810856
[49]	eval-auc:0.707012	train-auc:0.812577
[50]	eval-auc:0.706879	train-auc:0.812732
[51]	eval-auc:0.70775	train-auc:0.814011
[52]	eval-auc:0.70876	train-auc:0.814307
[53]	eval-auc:0.708884	train-auc:0.816664
[54]	eval-auc:0.710086	train-auc:0.817915
[55]	eval-auc:0.709896	train-auc:0.817745
[56]	eval-auc:0.710014	train-auc:0.817665
[57]	eval-auc:0.710258	train-auc:0.818152
[58]	eval-auc:0.709618	train-auc:0.820313
[59]	eval-auc:0.709552	train-auc:0.822431
[60]	eval-auc:0.709305	train-auc:0.823739
[61]	eval-auc:0.708467	train-auc:0.824889
[62]	eval-auc:0.708255	train-auc:0.826104
[63]	eval-auc:0.709248	train-auc:0.828213
[64]	eval-auc:0.708986	train-auc:0.828479
[65]	eval-auc:0.709185	train-auc:0.828373
[66]	eval-auc:0.709823	train-auc:0.830215
[67]	eval-auc:0.710119	train-auc:0.830554
[68]	eval-auc:0.710341	train-auc:0.833097
[69]	eval-auc:0.711789	train-auc:0.83537
[70]	eval-auc:0.7116	train-auc:0.836106
[71]	eval-auc:0.710707	train-auc:0.837426
[72]	eval-auc:0.709836	train-auc:0.83856
[73]	eval-auc:0.709947	train-auc:0.83857
[74]	eval-auc:0.710442	train-auc:0.84021
[75]	eval-auc:0.710893	train-auc:0.840198
[76]	eval-auc:0.711764	train-auc:0.841212
[77]	eval-auc:0.71194	train-auc:0.841774
[78]	eval-auc:0.711689	train-auc:0.843053
[79]	eval-auc:0.713036	train-auc:0.843884
[80]	eval-auc:0.712665	train-auc:0.845001
[81]	eval-auc:0.712763	train-auc:0.845139
[82]	eval-auc:0.711196	train-auc:0.846567
[83]	eval-auc:0.710299	train-auc:0.847443
[84]	eval-auc:0.709504	train-auc:0.848477
[85]	eval-auc:0.710794	train-auc:0.850165
[86]	eval-auc:0.71124	train-auc:0.850083
[87]	eval-auc:0.710819	train-auc:0.851714
[88]	eval-auc:0.710342	train-auc:0.853487
[89]	eval-auc:0.709885	train-auc:0.853671
[90]	eval-auc:0.710148	train-auc:0.853838
[91]	eval-auc:0.709947	train-auc:0.854477
[92]	eval-auc:0.709855	train-auc:0.855491
[93]	eval-auc:0.710078	train-auc:0.855439
[94]	eval-auc:0.7109	train-auc:0.85733
[95]	eval-auc:0.710426	train-auc:0.85764
[96]	eval-auc:0.709867	train-auc:0.858168
[97]	eval-auc:0.709979	train-auc:0.859109
[98]	eval-auc:0.709162	train-auc:0.860536
[99]	eval-auc:0.709468	train-auc:0.861012
[100]	eval-auc:0.709381	train-auc:0.860915
[101]	eval-auc:0.709979	train-auc:0.861612
[102]	eval-auc:0.710669	train-auc:0.862832
[103]	eval-auc:0.710444	train-auc:0.86339
[104]	eval-auc:0.710922	train-auc:0.864463
[105]	eval-auc:0.709699	train-auc:0.865162
[106]	eval-auc:0.709596	train-auc:0.865297
[107]	eval-auc:0.709454	train-auc:0.86574
[108]	eval-auc:0.709118	train-auc:0.866532
[109]	eval-auc:0.708853	train-auc:0.867643
[110]	eval-auc:0.708574	train-auc:0.867948
[111]	eval-auc:0.708821	train-auc:0.868638
[112]	eval-auc:0.708945	train-auc:0.869384
[113]	eval-auc:0.708615	train-auc:0.869908
[114]	eval-auc:0.709346	train-auc:0.871069
[115]	eval-auc:0.709061	train-auc:0.871456
[116]	eval-auc:0.709206	train-auc:0.872809
[117]	eval-auc:0.70878	train-auc:0.873749
[118]	eval-auc:0.708582	train-auc:0.873994
[119]	eval-auc:0.708713	train-auc:0.874862
[120]	eval-auc:0.70914	train-auc:0.876689
[121]	eval-auc:0.708496	train-auc:0.877555
[122]	eval-auc:0.708804	train-auc:0.878017
[123]	eval-auc:0.709256	train-auc:0.879199
[124]	eval-auc:0.70966	train-auc:0.879297
[125]	eval-auc:0.709829	train-auc:0.879356
[126]	eval-auc:0.709797	train-auc:0.879781
[127]	eval-auc:0.70934	train-auc:0.880306
[128]	eval-auc:0.70974	train-auc:0.880774
[129]	eval-auc:0.710235	train-auc:0.881119
[130]	eval-auc:0.710188	train-auc:0.88218
[131]	eval-auc:0.710401	train-auc:0.883291
[132]	eval-auc:0.710336	train-auc:0.883667
[133]	eval-auc:0.710011	train-auc:0.883836
[134]	eval-auc:0.709644	train-auc:0.884981
[135]	eval-auc:0.709704	train-auc:0.88587
[136]	eval-auc:0.709086	train-auc:0.886015
[137]	eval-auc:0.708713	train-auc:0.887811
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[476]	eval-auc:0.70422	train-auc:0.968439
[477]	eval-auc:0.704158	train-auc:0.968595
[478]	eval-auc:0.704161	train-auc:0.968616
[479]	eval-auc:0.704065	train-auc:0.968759
[480]	eval-auc:0.703652	train-auc:0.968863
[481]	eval-auc:0.703359	train-auc:0.968841
[482]	eval-auc:0.703468	train-auc:0.96889
[483]	eval-auc:0.703671	train-auc:0.968866
[484]	eval-auc:0.703703	train-auc:0.968852
[485]	eval-auc:0.703372	train-auc:0.96907
[486]	eval-auc:0.703642	train-auc:0.969138
[487]	eval-auc:0.703544	train-auc:0.969147
[488]	eval-auc:0.70377	train-auc:0.969308
[489]	eval-auc:0.70385	train-auc:0.969383
[490]	eval-auc:0.703616	train-auc:0.96937
[491]	eval-auc:0.703112	train-auc:0.969365
[492]	eval-auc:0.70292	train-auc:0.96955
[493]	eval-auc:0.702981	train-auc:0.969559
[494]	eval-auc:0.702876	train-auc:0.969647
[495]	eval-auc:0.703013	train-auc:0.96966
[496]	eval-auc:0.703066	train-auc:0.969765
[497]	eval-auc:0.70311	train-auc:0.969762
[498]	eval-auc:0.702909	train-auc:0.969916
[499]	eval-auc:0.703113	train-auc:0.970111
[500]	eval-auc:0.703072	train-auc:0.970123
[501]	eval-auc:0.702858	train-auc:0.970109
[502]	eval-auc:0.702515	train-auc:0.970349
[503]	eval-auc:0.702538	train-auc:0.970591
[504]	eval-auc:0.702051	train-auc:0.970671
[505]	eval-auc:0.701942	train-auc:0.97093
[506]	eval-auc:0.701912	train-auc:0.971048
[507]	eval-auc:0.701917	train-auc:0.971231
[508]	eval-auc:0.702044	train-auc:0.971452
[509]	eval-auc:0.70192	train-auc:0.971681
[510]	eval-auc:0.702051	train-auc:0.971718
[511]	eval-auc:0.702239	train-auc:0.971735
[512]	eval-auc:0.702267	train-auc:0.97184
[513]	eval-auc:0.702166	train-auc:0.97179
[514]	eval-auc:0.702244	train-auc:0.971852
[515]	eval-auc:0.702561	train-auc:0.971945
[516]	eval-auc:0.702366	train-auc:0.972118
[517]	eval-auc:0.702072	train-auc:0.972244
[518]	eval-auc:0.702002	train-auc:0.972284
[519]	eval-auc:0.70234	train-auc:0.972476
[520]	eval-auc:0.702401	train-auc:0.9725
[521]	eval-auc:0.702396	train-auc:0.972551
[522]	eval-auc:0.702255	train-auc:0.972546
[523]	eval-auc:0.701985	train-auc:0.972539
[524]	eval-auc:0.701907	train-auc:0.972544
[525]	eval-auc:0.701589	train-auc:0.972571
[526]	eval-auc:0.70162	train-auc:0.972555
[527]	eval-auc:0.701553	train-auc:0.972622
[528]	eval-auc:0.701458	train-auc:0.972619
[529]	eval-auc:0.700867	train-auc:0.972664
[530]	eval-auc:0.700918	train-auc:0.972867
[531]	eval-auc:0.700951	train-auc:0.972834
[532]	eval-auc:0.700995	train-auc:0.972936
[533]	eval-auc:0.701132	train-auc:0.972945
[534]	eval-auc:0.701135	train-auc:0.973
[535]	eval-auc:0.701266	train-auc:0.973038
[536]	eval-auc:0.701379	train-auc:0.97314
[537]	eval-auc:0.701457	train-auc:0.973353
[538]	eval-auc:0.701295	train-auc:0.973408
[539]	eval-auc:0.70121	train-auc:0.973512
[540]	eval-auc:0.701228	train-auc:0.973538
[541]	eval-auc:0.701212	train-auc:0.973676
[542]	eval-auc:0.701247	train-auc:0.9738
[543]	eval-auc:0.701447	train-auc:0.973846
[544]	eval-auc:0.701132	train-auc:0.973884
[545]	eval-auc:0.701208	train-auc:0.974098
[546]	eval-auc:0.701056	train-auc:0.974294
[547]	eval-auc:0.701219	train-auc:0.974326
[548]	eval-auc:0.701163	train-auc:0.974638
[549]	eval-auc:0.700972	train-auc:0.974709
[550]	eval-auc:0.701103	train-auc:0.974835
[551]	eval-auc:0.701452	train-auc:0.97488
[552]	eval-auc:0.701793	train-auc:0.975053
[553]	eval-auc:0.701865	train-auc:0.975024
[554]	eval-auc:0.701481	train-auc:0.975108
[555]	eval-auc:0.70162	train-auc:0.975214
[556]	eval-auc:0.702003	train-auc:0.975279
[557]	eval-auc:0.701661	train-auc:0.975352
[558]	eval-auc:0.701677	train-auc:0.975434
[559]	eval-auc:0.701636	train-auc:0.975657
[560]	eval-auc:0.701694	train-auc:0.975694
[561]	eval-auc:0.701705	train-auc:0.975928
[562]	eval-auc:0.701798	train-auc:0.976146
[563]	eval-auc:0.702003	train-auc:0.976225
[564]	eval-auc:0.702247	train-auc:0.97625
[565]	eval-auc:0.702396	train-auc:0.976264
[566]	eval-auc:0.702367	train-auc:0.976313
[567]	eval-auc:0.702414	train-auc:0.976496
[568]	eval-auc:0.702366	train-auc:0.976537
[569]	eval-auc:0.702462	train-auc:0.976617
[570]	eval-auc:0.702337	train-auc:0.976693
[571]	eval-auc:0.702343	train-auc:0.976746
[572]	eval-auc:0.702533	train-auc:0.976774
[573]	eval-auc:0.702344	train-auc:0.976861
[574]	eval-auc:0.702556	train-auc:0.976971
[575]	eval-auc:0.702212	train-auc:0.977041
[576]	eval-auc:0.702343	train-auc:0.977176
[577]	eval-auc:0.702544	train-auc:0.97726
[578]	eval-auc:0.702743	train-auc:0.977316
[579]	eval-auc:0.702721	train-auc:0.97745
[580]	eval-auc:0.702777	train-auc:0.977485
[581]	eval-auc:0.70259	train-auc:0.977549
[582]	eval-auc:0.70246	train-auc:0.977645
[583]	eval-auc:0.702509	train-auc:0.977671
[584]	eval-auc:0.702145	train-auc:0.977734
[585]	eval-auc:0.701731	train-auc:0.977853
[586]	eval-auc:0.701754	train-auc:0.977979
[587]	eval-auc:0.701749	train-auc:0.977998
[588]	eval-auc:0.701719	train-auc:0.978129
[589]	eval-auc:0.701665	train-auc:0.978107
[590]	eval-auc:0.701344	train-auc:0.978169
[591]	eval-auc:0.701218	train-auc:0.978172
[592]	eval-auc:0.701568	train-auc:0.978228
[593]	eval-auc:0.70163	train-auc:0.978352
[594]	eval-auc:0.701397	train-auc:0.978408
[595]	eval-auc:0.701607	train-auc:0.978446
[596]	eval-auc:0.701495	train-auc:0.978453
[597]	eval-auc:0.701346	train-auc:0.978464
[598]	eval-auc:0.701356	train-auc:0.978506
	Score 0.7013561500322819


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 3, 'min_child_weight': 2.0, 'n_estimators': 325.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694776	train-auc:0.727936
[2]	eval-auc:0.698884	train-auc:0.729071
[3]	eval-auc:0.698281	train-auc:0.732545
[4]	eval-auc:0.701269	train-auc:0.734383
[5]	eval-auc:0.692622	train-auc:0.740709
[6]	eval-auc:0.690651	train-auc:0.740716
[7]	eval-auc:0.691983	train-auc:0.742816
[8]	eval-auc:0.6947	train-auc:0.743738
[9]	eval-auc:0.700091	train-auc:0.741069
[10]	eval-auc:0.700034	train-auc:0.741803
[11]	eval-auc:0.700682	train-auc:0.748541
[12]	eval-auc:0.699536	train-auc:0.744646
[13]	eval-auc:0.701801	train-auc:0.745224
[14]	eval-auc:0.701344	train-auc:0.743994
[15]	eval-auc:0.700732	train-auc:0.746238
[16]	eval-auc:0.699667	train-auc:0.748369
[17]	eval-auc:0.69873	train-auc:0.749924
[18]	eval-auc:0.697896	train-auc:0.752576
[19]	eval-auc:0.698008	train-auc:0.752594
[20]	eval-auc:0.698566	train-auc:0.750265
[21]	eval-auc:0.698135	train-auc:0.753051
[22]	eval-auc:0.699485	train-auc:0.754136
[23]	eval-auc:0.699826	train-auc:0.755871
[24]	eval-auc:0.70069	train-auc:0.757737
[25]	eval-auc:0.700529	train-auc:0.759525
[26]	eval-auc:0.699028	train-auc:0.760838
[27]	eval-auc:0.699556	train-auc:0.762679
[28]	eval-auc:0.699533	train-auc:0.761058
[29]	eval-auc:0.699854	train-auc:0.761825
[30]	eval-auc:0.699572	train-auc:0.763282
[31]	eval-auc:0.700117	train-auc:0.764486
[32]	eval-auc:0.701691	train-auc:0.766252
[33]	eval-auc:0.701151	train-auc:0.766633
[34]	eval-auc:0.701135	train-auc:0.768968
[35]	eval-auc:0.70199	train-auc:0.769395
[36]	eval-auc:0.701831	train-auc:0.771032
[37]	eval-auc:0.701729	train-auc:0.770791
[38]	eval-auc:0.702465	train-auc:0.77059
[39]	eval-auc:0.70229	train-auc:0.770942
[40]	eval-auc:0.701505	train-auc:0.771855
[41]	eval-auc:0.701379	train-auc:0.771692
[42]	eval-auc:0.702181	train-auc:0.772041
[43]	eval-auc:0.702845	train-auc:0.77334
[44]	eval-auc:0.703006	train-auc:0.773703
[45]	eval-auc:0.702936	train-auc:0.774574
[46]	eval-auc:0.703407	train-auc:0.774916
[47]	eval-auc:0.703244	train-auc:0.776496
[48]	eval-auc:0.703668	train-auc:0.778045
[49]	eval-auc:0.703727	train-auc:0.779599
[50]	eval-auc:0.703972	train-auc:0.780112
[51]	eval-auc:0.702954	train-auc:0.781433
[52]	eval-auc:0.703962	train-auc:0.782219
[53]	eval-auc:0.704478	train-auc:0.782765
[54]	eval-auc:0.704193	train-auc:0.783515
[55]	eval-auc:0.704447	train-auc:0.784276
[56]	eval-auc:0.704302	train-auc:0.785058
[57]	eval-auc:0.704395	train-auc:0.784295
[58]	eval-auc:0.704447	train-auc:0.785344
[59]	eval-auc:0.703903	train-auc:0.786716
[60]	eval-auc:0.704364	train-auc:0.78711
[61]	eval-auc:0.704405	train-auc:0.787286
[62]	eval-auc:0.704935	train-auc:0.787815
[63]	eval-auc:0.704182	train-auc:0.789517
[64]	eval-auc:0.704073	train-auc:0.789766
[65]	eval-auc:0.704239	train-auc:0.789706
[66]	eval-auc:0.704523	train-auc:0.791612
[67]	eval-auc:0.704687	train-auc:0.791659
[68]	eval-auc:0.704658	train-auc:0.79208
[69]	eval-auc:0.704121	train-auc:0.793435
[70]	eval-auc:0.704182	train-auc:0.794999
[71]	eval-auc:0.704089	train-auc:0.79506
[72]	eval-auc:0.704759	train-auc:0.795636
[73]	eval-auc:0.705117	train-auc:0.796218
[74]	eval-auc:0.705189	train-auc:0.796481
[75]	eval-auc:0.70533	train-auc:0.797338
[76]	eval-auc:0.705587	train-auc:0.797668
[77]	eval-auc:0.704619	train-auc:0.798706
[78]	eval-auc:0.704363	train-auc:0.798286
[79]	eval-auc:0.705312	train-auc:0.798873
[80]	eval-auc:0.705403	train-auc:0.800483
[81]	eval-auc:0.705541	train-auc:0.800432
[82]	eval-auc:0.705539	train-auc:0.80194
[83]	eval-auc:0.705952	train-auc:0.801145
[84]	eval-auc:0.706442	train-auc:0.802916
[85]	eval-auc:0.70645	train-auc:0.803154
[86]	eval-auc:0.706433	train-auc:0.804077
[87]	eval-auc:0.706438	train-auc:0.804234
[88]	eval-auc:0.706847	train-auc:0.805562
[89]	eval-auc:0.706176	train-auc:0.805851
[90]	eval-auc:0.706008	train-auc:0.806049
[91]	eval-auc:0.70624	train-auc:0.806042
[92]	eval-auc:0.705589	train-auc:0.807257
[93]	eval-auc:0.705621	train-auc:0.807906
[94]	eval-auc:0.705653	train-auc:0.809215
[95]	eval-auc:0.705745	train-auc:0.80954
[96]	eval-auc:0.706192	train-auc:0.810324
[97]	eval-auc:0.70634	train-auc:0.811
[98]	eval-auc:0.706013	train-auc:0.811675
[99]	eval-auc:0.706654	train-auc:0.812694
[100]	eval-auc:0.706888	train-auc:0.812545
[101]	eval-auc:0.707578	train-auc:0.813209
[102]	eval-auc:0.707283	train-auc:0.813466
[103]	eval-auc:0.707368	train-auc:0.814224
[104]	eval-auc:0.707437	train-auc:0.81549
[105]	eval-auc:0.707414	train-auc:0.816323
[106]	eval-auc:0.707449	train-auc:0.816613
[107]	eval-auc:0.707542	train-auc:0.816982
[108]	eval-auc:0.707686	train-auc:0.817031
[109]	eval-auc:0.707479	train-auc:0.817685
[110]	eval-auc:0.707646	train-auc:0.817542
[111]	eval-auc:0.7078	train-auc:0.818356
[112]	eval-auc:0.70753	train-auc:0.818769
[113]	eval-auc:0.706881	train-auc:0.819614
[114]	eval-auc:0.706211	train-auc:0.820067
[115]	eval-auc:0.706116	train-auc:0.820688
[116]	eval-auc:0.705973	train-auc:0.820806
[117]	eval-auc:0.705924	train-auc:0.822074
[118]	eval-auc:0.705661	train-auc:0.822532
[119]	eval-auc:0.705696	train-auc:0.823688
[120]	eval-auc:0.70513	train-auc:0.824764
[121]	eval-auc:0.705161	train-auc:0.825099
[122]	eval-auc:0.704918	train-auc:0.826174
[123]	eval-auc:0.705713	train-auc:0.827079
[124]	eval-auc:0.705332	train-auc:0.827734
[125]	eval-auc:0.705143	train-auc:0.828431
[126]	eval-auc:0.705994	train-auc:0.8295
[127]	eval-auc:0.705771	train-auc:0.830236
[128]	eval-auc:0.706637	train-auc:0.831708
[129]	eval-auc:0.706488	train-auc:0.831817
[130]	eval-auc:0.707031	train-auc:0.832583
[131]	eval-auc:0.707232	train-auc:0.832668
[132]	eval-auc:0.707124	train-auc:0.833134
[133]	eval-auc:0.70735	train-auc:0.834185
[134]	eval-auc:0.706847	train-auc:0.834571
[135]	eval-auc:0.706471	train-auc:0.835199
[136]	eval-auc:0.706459	train-auc:0.835349
[137]	eval-auc:0.707118	train-auc:0.836574
[138]	eval-auc:0.706923	train-auc:0.837051
[139]	eval-auc:0.707182	train-auc:0.837553
[140]	eval-auc:0.706597	train-auc:0.838085
[141]	eval-auc:0.706591	train-auc:0.83837
[142]	eval-auc:0.706894	train-auc:0.83913
[143]	eval-auc:0.706785	train-auc:0.839206
[144]	eval-auc:0.706526	train-auc:0.840051
[145]	eval-auc:0.707072	train-auc:0.840878
[146]	eval-auc:0.706999	train-auc:0.841682
[147]	eval-auc:0.707004	train-auc:0.841839
[148]	eval-auc:0.706709	train-auc:0.842203
[149]	eval-auc:0.706305	train-auc:0.842861
[150]	eval-auc:0.706089	train-auc:0.843254
[151]	eval-auc:0.706104	train-auc:0.844323
[152]	eval-auc:0.705987	train-auc:0.844246
[153]	eval-auc:0.706669	train-auc:0.844453
[154]	eval-auc:0.706849	train-auc:0.845083
[155]	eval-auc:0.707286	train-auc:0.846083
[156]	eval-auc:0.707534	train-auc:0.846848
[157]	eval-auc:0.707185	train-auc:0.847276
[158]	eval-auc:0.707188	train-auc:0.847931
[159]	eval-auc:0.707051	train-auc:0.848281
[160]	eval-auc:0.706911	train-auc:0.848797
[161]	eval-auc:0.707152	train-auc:0.849647
[162]	eval-auc:0.706896	train-auc:0.849886
[163]	eval-auc:0.705796	train-auc:0.85021
[164]	eval-auc:0.706092	train-auc:0.85072
[165]	eval-auc:0.705749	train-auc:0.851068
[166]	eval-auc:0.705445	train-auc:0.85164
[167]	eval-auc:0.705565	train-auc:0.851604
[168]	eval-auc:0.705361	train-auc:0.851798
[169]	eval-auc:0.705676	train-auc:0.852835
[170]	eval-auc:0.705929	train-auc:0.853297
[171]	eval-auc:0.706348	train-auc:0.853603
[172]	eval-auc:0.706325	train-auc:0.853882
[173]	eval-auc:0.706279	train-auc:0.854012
[174]	eval-auc:0.706106	train-auc:0.854162
[175]	eval-auc:0.705946	train-auc:0.854488
[176]	eval-auc:0.705787	train-auc:0.855328
[177]	eval-auc:0.705862	train-auc:0.855531
[178]	eval-auc:0.705037	train-auc:0.856148
[179]	eval-auc:0.704935	train-auc:0.856221
[180]	eval-auc:0.70507	train-auc:0.856418
[181]	eval-auc:0.704982	train-auc:0.856848
[182]	eval-auc:0.705048	train-auc:0.857166
[183]	eval-auc:0.704657	train-auc:0.857481
[184]	eval-auc:0.705115	train-auc:0.858038
[185]	eval-auc:0.705384	train-auc:0.858284
[186]	eval-auc:0.70576	train-auc:0.858898
[187]	eval-auc:0.705594	train-auc:0.859474
[188]	eval-auc:0.705705	train-auc:0.859806
[189]	eval-auc:0.705343	train-auc:0.860144
[190]	eval-auc:0.705533	train-auc:0.860599
[191]	eval-auc:0.705647	train-auc:0.8611
[192]	eval-auc:0.705833	train-auc:0.860995
[193]	eval-auc:0.706104	train-auc:0.861096
[194]	eval-auc:0.706153	train-auc:0.862082
[195]	eval-auc:0.706687	train-auc:0.863027
[196]	eval-auc:0.706348	train-auc:0.862845
[197]	eval-auc:0.706498	train-auc:0.862641
[198]	eval-auc:0.705952	train-auc:0.863414
[199]	eval-auc:0.705702	train-auc:0.863663
[200]	eval-auc:0.706011	train-auc:0.864149
[201]	eval-auc:0.705844	train-auc:0.86438
[202]	eval-auc:0.705742	train-auc:0.864392
[203]	eval-auc:0.706008	train-auc:0.864868
[204]	eval-auc:0.706035	train-auc:0.865132
[205]	eval-auc:0.706599	train-auc:0.865911
[206]	eval-auc:0.706275	train-auc:0.86659
[207]	eval-auc:0.706211	train-auc:0.866744
[208]	eval-auc:0.706585	train-auc:0.867506
[209]	eval-auc:0.706963	train-auc:0.867632
[210]	eval-auc:0.706744	train-auc:0.86759
[211]	eval-auc:0.706961	train-auc:0.867771
[212]	eval-auc:0.707211	train-auc:0.868197
[213]	eval-auc:0.707246	train-auc:0.868451
[214]	eval-auc:0.707292	train-auc:0.868824
[215]	eval-auc:0.707616	train-auc:0.869578
[216]	eval-auc:0.708015	train-auc:0.869833
[217]	eval-auc:0.707957	train-auc:0.8701
[218]	eval-auc:0.708597	train-auc:0.870307
[219]	eval-auc:0.708834	train-auc:0.870694
[220]	eval-auc:0.70899	train-auc:0.871419
[221]	eval-auc:0.709099	train-auc:0.871829
[222]	eval-auc:0.708985	train-auc:0.871784
[223]	eval-auc:0.708813	train-auc:0.872038
[224]	eval-auc:0.708953	train-auc:0.872276
[225]	eval-auc:0.708356	train-auc:0.872949
[226]	eval-auc:0.708342	train-auc:0.873143
[227]	eval-auc:0.708071	train-auc:0.873259
[228]	eval-auc:0.707774	train-auc:0.873546
[229]	eval-auc:0.707717	train-auc:0.874218
[230]	eval-auc:0.707605	train-auc:0.874295
[231]	eval-auc:0.707446	train-auc:0.874382
[232]	eval-auc:0.707511	train-auc:0.874657
[233]	eval-auc:0.707482	train-auc:0.874918
[234]	eval-auc:0.707371	train-auc:0.875229
[235]	eval-auc:0.707738	train-auc:0.875664
[236]	eval-auc:0.707965	train-auc:0.875839
[237]	eval-auc:0.707986	train-auc:0.876368
[238]	eval-auc:0.707864	train-auc:0.87671
[239]	eval-auc:0.707956	train-auc:0.877189
[240]	eval-auc:0.707826	train-auc:0.877672
[241]	eval-auc:0.707835	train-auc:0.877895
[242]	eval-auc:0.707473	train-auc:0.878233
[243]	eval-auc:0.707642	train-auc:0.878414
[244]	eval-auc:0.707408	train-auc:0.87931
[245]	eval-auc:0.70701	train-auc:0.879451
[246]	eval-auc:0.707059	train-auc:0.87978
[247]	eval-auc:0.707144	train-auc:0.880229
[248]	eval-auc:0.707181	train-auc:0.880199
[249]	eval-auc:0.707203	train-auc:0.880436
[250]	eval-auc:0.706853	train-auc:0.881193
[251]	eval-auc:0.706972	train-auc:0.881627
[252]	eval-auc:0.707182	train-auc:0.882097
[253]	eval-auc:0.707344	train-auc:0.882241
[254]	eval-auc:0.707388	train-auc:0.882326
[255]	eval-auc:0.706829	train-auc:0.882888
[256]	eval-auc:0.707193	train-auc:0.883093
[257]	eval-auc:0.706909	train-auc:0.883264
[258]	eval-auc:0.707067	train-auc:0.883606
[259]	eval-auc:0.707213	train-auc:0.884075
[260]	eval-auc:0.707305	train-auc:0.884086
[261]	eval-auc:0.707309	train-auc:0.884137
[262]	eval-auc:0.707188	train-auc:0.884041
[263]	eval-auc:0.707286	train-auc:0.884365
[264]	eval-auc:0.706767	train-auc:0.884823
[265]	eval-auc:0.70677	train-auc:0.884672
[266]	eval-auc:0.706736	train-auc:0.885102
[267]	eval-auc:0.706841	train-auc:0.885604
[268]	eval-auc:0.707086	train-auc:0.886021
[269]	eval-auc:0.707423	train-auc:0.886482
[270]	eval-auc:0.707538	train-auc:0.886868
[271]	eval-auc:0.707264	train-auc:0.887285
[272]	eval-auc:0.706955	train-auc:0.887514
[273]	eval-auc:0.707152	train-auc:0.888487
[274]	eval-auc:0.707267	train-auc:0.888593
[275]	eval-auc:0.707069	train-auc:0.88879
[276]	eval-auc:0.706645	train-auc:0.888828
[277]	eval-auc:0.706747	train-auc:0.889651
[278]	eval-auc:0.706725	train-auc:0.889582
[279]	eval-auc:0.707152	train-auc:0.889734
[280]	eval-auc:0.707351	train-auc:0.89009
[281]	eval-auc:0.707377	train-auc:0.890781
[282]	eval-auc:0.707499	train-auc:0.890937
[283]	eval-auc:0.707506	train-auc:0.89119
[284]	eval-auc:0.70777	train-auc:0.891502
[285]	eval-auc:0.707938	train-auc:0.891645
[286]	eval-auc:0.708058	train-auc:0.891587
[287]	eval-auc:0.708	train-auc:0.891725
[288]	eval-auc:0.708189	train-auc:0.892026
[289]	eval-auc:0.70791	train-auc:0.89206
[290]	eval-auc:0.707956	train-auc:0.892297
[291]	eval-auc:0.707586	train-auc:0.892784
[292]	eval-auc:0.707455	train-auc:0.893143
[293]	eval-auc:0.707526	train-auc:0.893288
[294]	eval-auc:0.707602	train-auc:0.89334
[295]	eval-auc:0.707782	train-auc:0.89377
[296]	eval-auc:0.70753	train-auc:0.894161
[297]	eval-auc:0.707985	train-auc:0.894425
[298]	eval-auc:0.707998	train-auc:0.894773
[299]	eval-auc:0.70803	train-auc:0.895302
[300]	eval-auc:0.707822	train-auc:0.895863
[301]	eval-auc:0.707919	train-auc:0.896099
[302]	eval-auc:0.708228	train-auc:0.89645
[303]	eval-auc:0.708234	train-auc:0.896629
[304]	eval-auc:0.708327	train-auc:0.896833
[305]	eval-auc:0.708111	train-auc:0.896806
[306]	eval-auc:0.708205	train-auc:0.896861
[307]	eval-auc:0.707529	train-auc:0.89744
[308]	eval-auc:0.707732	train-auc:0.897545
[309]	eval-auc:0.707986	train-auc:0.897569
[310]	eval-auc:0.707637	train-auc:0.89778
[311]	eval-auc:0.70761	train-auc:0.898007
[312]	eval-auc:0.707714	train-auc:0.898431
[313]	eval-auc:0.707774	train-auc:0.898587
[314]	eval-auc:0.707535	train-auc:0.898552
[315]	eval-auc:0.707753	train-auc:0.898833
[316]	eval-auc:0.707783	train-auc:0.899231
[317]	eval-auc:0.707924	train-auc:0.899475
[318]	eval-auc:0.707988	train-auc:0.899876
[319]	eval-auc:0.707663	train-auc:0.899908
[320]	eval-auc:0.707301	train-auc:0.900472
[321]	eval-auc:0.707325	train-auc:0.900676
[322]	eval-auc:0.707339	train-auc:0.900879
[323]	eval-auc:0.707232	train-auc:0.901164
[324]	eval-auc:0.707493	train-auc:0.901473
	Score 0.7074927822241712


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 3, 'min_child_weight': 2.0, 'n_estimators': 237.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.708987	train-auc:0.715522
[1]	eval-auc:0.699609	train-auc:0.726221
[2]	eval-auc:0.699452	train-auc:0.73127
[3]	eval-auc:0.697807	train-auc:0.736765
[4]	eval-auc:0.694054	train-auc:0.736643
[5]	eval-auc:0.691317	train-auc:0.743636
[6]	eval-auc:0.690586	train-auc:0.743019
[7]	eval-auc:0.694011	train-auc:0.743728
[8]	eval-auc:0.696781	train-auc:0.746982
[9]	eval-auc:0.699074	train-auc:0.743455
[10]	eval-auc:0.698565	train-auc:0.744833
[11]	eval-auc:0.697549	train-auc:0.745872
[12]	eval-auc:0.69682	train-auc:0.744052
[13]	eval-auc:0.698979	train-auc:0.74184
[14]	eval-auc:0.699094	train-auc:0.740562
[15]	eval-auc:0.697348	train-auc:0.74235
[16]	eval-auc:0.696379	train-auc:0.743117
[17]	eval-auc:0.694192	train-auc:0.744608
[18]	eval-auc:0.693806	train-auc:0.746178
[19]	eval-auc:0.693492	train-auc:0.747211
[20]	eval-auc:0.693956	train-auc:0.745835
[21]	eval-auc:0.695297	train-auc:0.746654
[22]	eval-auc:0.69692	train-auc:0.746355
[23]	eval-auc:0.697267	train-auc:0.746791
[24]	eval-auc:0.697016	train-auc:0.748227
[25]	eval-auc:0.698209	train-auc:0.750151
[26]	eval-auc:0.698178	train-auc:0.751145
[27]	eval-auc:0.699285	train-auc:0.752427
[28]	eval-auc:0.698778	train-auc:0.750479
[29]	eval-auc:0.698659	train-auc:0.749309
[30]	eval-auc:0.698322	train-auc:0.750528
[31]	eval-auc:0.698721	train-auc:0.751501
[32]	eval-auc:0.698909	train-auc:0.753501
[33]	eval-auc:0.699157	train-auc:0.75383
[34]	eval-auc:0.698648	train-auc:0.755501
[35]	eval-auc:0.6985	train-auc:0.756755
[36]	eval-auc:0.69828	train-auc:0.757654
[37]	eval-auc:0.697814	train-auc:0.755887
[38]	eval-auc:0.698434	train-auc:0.755859
[39]	eval-auc:0.698282	train-auc:0.755113
[40]	eval-auc:0.697758	train-auc:0.75448
[41]	eval-auc:0.698213	train-auc:0.75387
[42]	eval-auc:0.698325	train-auc:0.753931
[43]	eval-auc:0.698436	train-auc:0.754805
[44]	eval-auc:0.698667	train-auc:0.755267
[45]	eval-auc:0.699259	train-auc:0.755578
[46]	eval-auc:0.698567	train-auc:0.756279
[47]	eval-auc:0.700003	train-auc:0.756637
[48]	eval-auc:0.700605	train-auc:0.757838
[49]	eval-auc:0.700489	train-auc:0.758501
[50]	eval-auc:0.700329	train-auc:0.75984
[51]	eval-auc:0.700162	train-auc:0.760786
[52]	eval-auc:0.700669	train-auc:0.761932
[53]	eval-auc:0.700615	train-auc:0.763132
[54]	eval-auc:0.701362	train-auc:0.764552
[55]	eval-auc:0.701826	train-auc:0.764984
[56]	eval-auc:0.701371	train-auc:0.766847
[57]	eval-auc:0.702147	train-auc:0.766923
[58]	eval-auc:0.702756	train-auc:0.767142
[59]	eval-auc:0.702181	train-auc:0.767868
[60]	eval-auc:0.702057	train-auc:0.768482
[61]	eval-auc:0.702341	train-auc:0.767822
[62]	eval-auc:0.702349	train-auc:0.769025
[63]	eval-auc:0.702536	train-auc:0.769808
[64]	eval-auc:0.702822	train-auc:0.770427
[65]	eval-auc:0.702971	train-auc:0.77052
[66]	eval-auc:0.702925	train-auc:0.770898
[67]	eval-auc:0.702645	train-auc:0.771667
[68]	eval-auc:0.703253	train-auc:0.771908
[69]	eval-auc:0.703772	train-auc:0.773153
[70]	eval-auc:0.703743	train-auc:0.773417
[71]	eval-auc:0.704259	train-auc:0.774106
[72]	eval-auc:0.703889	train-auc:0.774674
[73]	eval-auc:0.703917	train-auc:0.775097
[74]	eval-auc:0.704129	train-auc:0.776322
[75]	eval-auc:0.704118	train-auc:0.776275
[76]	eval-auc:0.704265	train-auc:0.775983
[77]	eval-auc:0.703735	train-auc:0.77655
[78]	eval-auc:0.703329	train-auc:0.775864
[79]	eval-auc:0.703323	train-auc:0.776126
[80]	eval-auc:0.703276	train-auc:0.776602
[81]	eval-auc:0.703726	train-auc:0.777132
[82]	eval-auc:0.70434	train-auc:0.776617
[83]	eval-auc:0.704417	train-auc:0.776907
[84]	eval-auc:0.704905	train-auc:0.777789
[85]	eval-auc:0.704705	train-auc:0.778416
[86]	eval-auc:0.704564	train-auc:0.778791
[87]	eval-auc:0.705024	train-auc:0.779115
[88]	eval-auc:0.705573	train-auc:0.779526
[89]	eval-auc:0.706045	train-auc:0.779915
[90]	eval-auc:0.705192	train-auc:0.779488
[91]	eval-auc:0.704819	train-auc:0.7803
[92]	eval-auc:0.704316	train-auc:0.781488
[93]	eval-auc:0.704628	train-auc:0.781604
[94]	eval-auc:0.704878	train-auc:0.783033
[95]	eval-auc:0.704525	train-auc:0.783328
[96]	eval-auc:0.704538	train-auc:0.783272
[97]	eval-auc:0.704779	train-auc:0.783196
[98]	eval-auc:0.704168	train-auc:0.783797
[99]	eval-auc:0.704388	train-auc:0.784564
[100]	eval-auc:0.704534	train-auc:0.785019
[101]	eval-auc:0.704289	train-auc:0.784746
[102]	eval-auc:0.704318	train-auc:0.785467
[103]	eval-auc:0.704546	train-auc:0.785597
[104]	eval-auc:0.704444	train-auc:0.785715
[105]	eval-auc:0.704632	train-auc:0.78609
[106]	eval-auc:0.704923	train-auc:0.786263
[107]	eval-auc:0.704737	train-auc:0.786921
[108]	eval-auc:0.704842	train-auc:0.787153
[109]	eval-auc:0.705104	train-auc:0.787259
[110]	eval-auc:0.704878	train-auc:0.787595
[111]	eval-auc:0.705102	train-auc:0.788221
[112]	eval-auc:0.705084	train-auc:0.788729
[113]	eval-auc:0.705364	train-auc:0.788749
[114]	eval-auc:0.705522	train-auc:0.789217
[115]	eval-auc:0.705669	train-auc:0.790132
[116]	eval-auc:0.705199	train-auc:0.790695
[117]	eval-auc:0.705804	train-auc:0.791435
[118]	eval-auc:0.705755	train-auc:0.791695
[119]	eval-auc:0.706134	train-auc:0.792308
[120]	eval-auc:0.706221	train-auc:0.792738
[121]	eval-auc:0.706169	train-auc:0.793434
[122]	eval-auc:0.706151	train-auc:0.79399
[123]	eval-auc:0.7059	train-auc:0.794325
[124]	eval-auc:0.705757	train-auc:0.794026
[125]	eval-auc:0.705952	train-auc:0.794371
[126]	eval-auc:0.705968	train-auc:0.795162
[127]	eval-auc:0.705764	train-auc:0.795029
[128]	eval-auc:0.706014	train-auc:0.795876
[129]	eval-auc:0.706138	train-auc:0.796978
[130]	eval-auc:0.706134	train-auc:0.797682
[131]	eval-auc:0.706089	train-auc:0.79809
[132]	eval-auc:0.706096	train-auc:0.798148
[133]	eval-auc:0.705962	train-auc:0.798257
[134]	eval-auc:0.705653	train-auc:0.79874
[135]	eval-auc:0.705335	train-auc:0.799827
[136]	eval-auc:0.705107	train-auc:0.800256
[137]	eval-auc:0.704929	train-auc:0.800085
[138]	eval-auc:0.705034	train-auc:0.800708
[139]	eval-auc:0.705216	train-auc:0.801196
[140]	eval-auc:0.70525	train-auc:0.801311
[141]	eval-auc:0.705267	train-auc:0.80173
[142]	eval-auc:0.705406	train-auc:0.801967
[143]	eval-auc:0.705608	train-auc:0.802168
[144]	eval-auc:0.705673	train-auc:0.802436
[145]	eval-auc:0.70571	train-auc:0.802414
[146]	eval-auc:0.705691	train-auc:0.802544
[147]	eval-auc:0.705743	train-auc:0.802411
[148]	eval-auc:0.70555	train-auc:0.802797
[149]	eval-auc:0.705363	train-auc:0.80363
[150]	eval-auc:0.705455	train-auc:0.804392
[151]	eval-auc:0.70567	train-auc:0.804865
[152]	eval-auc:0.705932	train-auc:0.805216
[153]	eval-auc:0.706188	train-auc:0.805686
[154]	eval-auc:0.706112	train-auc:0.8064
[155]	eval-auc:0.706124	train-auc:0.807357
[156]	eval-auc:0.706768	train-auc:0.80794
[157]	eval-auc:0.707057	train-auc:0.808584
[158]	eval-auc:0.707068	train-auc:0.808859
[159]	eval-auc:0.707038	train-auc:0.809411
[160]	eval-auc:0.707242	train-auc:0.810039
[161]	eval-auc:0.707108	train-auc:0.810453
[162]	eval-auc:0.706996	train-auc:0.811083
[163]	eval-auc:0.70609	train-auc:0.811843
[164]	eval-auc:0.706383	train-auc:0.812292
[165]	eval-auc:0.706689	train-auc:0.812575
[166]	eval-auc:0.707351	train-auc:0.812696
[167]	eval-auc:0.707372	train-auc:0.813079
[168]	eval-auc:0.707041	train-auc:0.813406
[169]	eval-auc:0.707083	train-auc:0.813734
[170]	eval-auc:0.707123	train-auc:0.813839
[171]	eval-auc:0.707152	train-auc:0.813822
[172]	eval-auc:0.707115	train-auc:0.813836
[173]	eval-auc:0.707109	train-auc:0.813792
[174]	eval-auc:0.707298	train-auc:0.81438
[175]	eval-auc:0.707348	train-auc:0.81493
[176]	eval-auc:0.707347	train-auc:0.815514
[177]	eval-auc:0.707409	train-auc:0.815642
[178]	eval-auc:0.707639	train-auc:0.816346
[179]	eval-auc:0.707749	train-auc:0.816346
[180]	eval-auc:0.707599	train-auc:0.816203
[181]	eval-auc:0.707817	train-auc:0.816356
[182]	eval-auc:0.707808	train-auc:0.816338
[183]	eval-auc:0.707697	train-auc:0.816499
[184]	eval-auc:0.707764	train-auc:0.81662
[185]	eval-auc:0.707743	train-auc:0.816696
[186]	eval-auc:0.707838	train-auc:0.817333
[187]	eval-auc:0.707901	train-auc:0.818069
[188]	eval-auc:0.707902	train-auc:0.818204
[189]	eval-auc:0.707904	train-auc:0.818431
[190]	eval-auc:0.708196	train-auc:0.818519
[191]	eval-auc:0.708563	train-auc:0.81879
[192]	eval-auc:0.708472	train-auc:0.818929
[193]	eval-auc:0.708243	train-auc:0.819822
[194]	eval-auc:0.70849	train-auc:0.820158
[195]	eval-auc:0.708128	train-auc:0.82057
[196]	eval-auc:0.708193	train-auc:0.820713
[197]	eval-auc:0.708148	train-auc:0.821253
[198]	eval-auc:0.708141	train-auc:0.821408
[199]	eval-auc:0.708085	train-auc:0.821284
[200]	eval-auc:0.708183	train-auc:0.821777
[201]	eval-auc:0.708297	train-auc:0.822089
[202]	eval-auc:0.708379	train-auc:0.822413
[203]	eval-auc:0.708191	train-auc:0.822732
[204]	eval-auc:0.708228	train-auc:0.823171
[205]	eval-auc:0.708129	train-auc:0.823209
[206]	eval-auc:0.707858	train-auc:0.823967
[207]	eval-auc:0.707799	train-auc:0.82448
[208]	eval-auc:0.708213	train-auc:0.825437
[209]	eval-auc:0.707997	train-auc:0.825933
[210]	eval-auc:0.707615	train-auc:0.825944
[211]	eval-auc:0.707558	train-auc:0.826057
[212]	eval-auc:0.707299	train-auc:0.826944
[213]	eval-auc:0.707555	train-auc:0.826979
[214]	eval-auc:0.707771	train-auc:0.826953
[215]	eval-auc:0.707665	train-auc:0.827275
[216]	eval-auc:0.707729	train-auc:0.827536
[217]	eval-auc:0.707969	train-auc:0.828229
[218]	eval-auc:0.708067	train-auc:0.828348
[219]	eval-auc:0.707884	train-auc:0.828715
[220]	eval-auc:0.7081	train-auc:0.828867
[221]	eval-auc:0.708186	train-auc:0.829337
[222]	eval-auc:0.707972	train-auc:0.829297
[223]	eval-auc:0.708006	train-auc:0.829521
[224]	eval-auc:0.708036	train-auc:0.829654
[225]	eval-auc:0.708014	train-auc:0.829997
[226]	eval-auc:0.708247	train-auc:0.830044
[227]	eval-auc:0.70821	train-auc:0.830184
[228]	eval-auc:0.708508	train-auc:0.830473
[229]	eval-auc:0.708702	train-auc:0.831244
[230]	eval-auc:0.708568	train-auc:0.831166
[231]	eval-auc:0.708623	train-auc:0.831348
[232]	eval-auc:0.708495	train-auc:0.831537
[233]	eval-auc:0.708572	train-auc:0.832142
[234]	eval-auc:0.708518	train-auc:0.832214
[235]	eval-auc:0.708487	train-auc:0.832197
[236]	eval-auc:0.708652	train-auc:0.832433
	Score 0.7086515854743023


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 11, 'min_child_weight': 1.0, 'n_estimators': 551.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.633829	train-auc:0.839149
[1]	eval-auc:0.631552	train-auc:0.914587
[2]	eval-auc:0.616843	train-auc:0.946331
[3]	eval-auc:0.633202	train-auc:0.967209
[4]	eval-auc:0.661725	train-auc:0.978986
[5]	eval-auc:0.655481	train-auc:0.984859
[6]	eval-auc:0.657833	train-auc:0.986397
[7]	eval-auc:0.652329	train-auc:0.987903
[8]	eval-auc:0.6609	train-auc:0.991446
[9]	eval-auc:0.664333	train-auc:0.994557
[10]	eval-auc:0.675038	train-auc:0.996764
[11]	eval-auc:0.671407	train-auc:0.997193
[12]	eval-auc:0.670805	train-auc:0.997548
[13]	eval-auc:0.67201	train-auc:0.998344
[14]	eval-auc:0.670027	train-auc:0.998634
[15]	eval-auc:0.668709	train-auc:0.998787
[16]	eval-auc:0.665592	train-auc:0.998961
[17]	eval-auc:0.673817	train-auc:0.999284
[18]	eval-auc:0.671677	train-auc:0.999332
[19]	eval-auc:0.671649	train-auc:0.999482
[20]	eval-auc:0.673178	train-auc:0.999694
[21]	eval-auc:0.679062	train-auc:0.99976
[22]	eval-auc:0.678861	train-auc:0.999832
[23]	eval-auc:0.682483	train-auc:0.999847
[24]	eval-auc:0.682272	train-auc:0.999907
[25]	eval-auc:0.683697	train-auc:0.999907
[26]	eval-auc:0.683718	train-auc:0.999943
[27]	eval-auc:0.686094	train-auc:0.999967
[28]	eval-auc:0.685512	train-auc:0.999981
[29]	eval-auc:0.685537	train-auc:0.999987
[30]	eval-auc:0.68731	train-auc:0.999989
[31]	eval-auc:0.687848	train-auc:0.99999
[32]	eval-auc:0.688579	train-auc:0.999994
[33]	eval-auc:0.690028	train-auc:0.999993
[34]	eval-auc:0.68892	train-auc:0.999994
[35]	eval-auc:0.691079	train-auc:0.999995
[36]	eval-auc:0.691399	train-auc:0.999995
[37]	eval-auc:0.691169	train-auc:0.999995
[38]	eval-auc:0.690814	train-auc:0.999994
[39]	eval-auc:0.689059	train-auc:0.999994
[40]	eval-auc:0.68813	train-auc:0.999994
[41]	eval-auc:0.68705	train-auc:0.999994
[42]	eval-auc:0.686499	train-auc:0.999997
[43]	eval-auc:0.687144	train-auc:0.999998
[44]	eval-auc:0.689529	train-auc:0.999998
[45]	eval-auc:0.689754	train-auc:0.999999
[46]	eval-auc:0.691359	train-auc:0.999999
[47]	eval-auc:0.692649	train-auc:0.999999
[48]	eval-auc:0.690166	train-auc:1
[49]	eval-auc:0.689768	train-auc:1
[50]	eval-auc:0.689528	train-auc:1
[51]	eval-auc:0.688309	train-auc:1
[52]	eval-auc:0.688019	train-auc:1
[53]	eval-auc:0.68829	train-auc:1
[54]	eval-auc:0.68872	train-auc:1
[55]	eval-auc:0.688171	train-auc:1
[56]	eval-auc:0.687606	train-auc:1
[57]	eval-auc:0.68666	train-auc:1
[58]	eval-auc:0.687821	train-auc:1
[59]	eval-auc:0.689496	train-auc:1
[60]	eval-auc:0.689981	train-auc:1
[61]	eval-auc:0.689546	train-auc:1
[62]	eval-auc:0.689704	train-auc:1
[63]	eval-auc:0.690776	train-auc:1
[64]	eval-auc:0.691181	train-auc:1
[65]	eval-auc:0.692345	train-auc:1
[66]	eval-auc:0.692375	train-auc:1
[67]	eval-auc:0.692198	train-auc:1
[68]	eval-auc:0.691766	train-auc:1
[69]	eval-auc:0.691309	train-auc:1
[70]	eval-auc:0.691752	train-auc:1
[71]	eval-auc:0.692074	train-auc:1
[72]	eval-auc:0.691936	train-auc:1
[73]	eval-auc:0.692282	train-auc:1
[74]	eval-auc:0.692221	train-auc:1
[75]	eval-auc:0.691882	train-auc:1
[76]	eval-auc:0.691556	train-auc:1
[77]	eval-auc:0.691952	train-auc:1
[78]	eval-auc:0.69186	train-auc:1
[79]	eval-auc:0.69135	train-auc:1
[80]	eval-auc:0.691865	train-auc:1
[81]	eval-auc:0.691355	train-auc:1
[82]	eval-auc:0.691708	train-auc:1
[83]	eval-auc:0.692264	train-auc:1
[84]	eval-auc:0.692675	train-auc:1
[85]	eval-auc:0.693098	train-auc:1
[86]	eval-auc:0.693371	train-auc:1
[87]	eval-auc:0.694329	train-auc:1
[88]	eval-auc:0.69407	train-auc:1
[89]	eval-auc:0.693851	train-auc:1
[90]	eval-auc:0.693357	train-auc:1
[91]	eval-auc:0.693362	train-auc:1
[92]	eval-auc:0.692975	train-auc:1
[93]	eval-auc:0.693252	train-auc:1
[94]	eval-auc:0.69335	train-auc:1
[95]	eval-auc:0.693738	train-auc:1
[96]	eval-auc:0.693484	train-auc:1
[97]	eval-auc:0.693315	train-auc:1
[98]	eval-auc:0.693168	train-auc:1
[99]	eval-auc:0.693149	train-auc:1
[100]	eval-auc:0.692794	train-auc:1
[101]	eval-auc:0.692925	train-auc:1
[102]	eval-auc:0.692878	train-auc:1
[103]	eval-auc:0.693056	train-auc:1
[104]	eval-auc:0.693106	train-auc:1
[105]	eval-auc:0.693021	train-auc:1
[106]	eval-auc:0.692884	train-auc:1
[107]	eval-auc:0.69261	train-auc:1
[108]	eval-auc:0.692287	train-auc:1
[109]	eval-auc:0.692195	train-auc:1
[110]	eval-auc:0.692689	train-auc:1
[111]	eval-auc:0.692731	train-auc:1
[112]	eval-auc:0.692884	train-auc:1
[113]	eval-auc:0.692861	train-auc:1
[114]	eval-auc:0.693182	train-auc:1
[115]	eval-auc:0.693511	train-auc:1
[116]	eval-auc:0.693362	train-auc:1
[117]	eval-auc:0.693362	train-auc:1
[118]	eval-auc:0.693564	train-auc:1
[119]	eval-auc:0.693589	train-auc:1
[120]	eval-auc:0.69352	train-auc:1
[121]	eval-auc:0.693653	train-auc:1
[122]	eval-auc:0.693354	train-auc:1
[123]	eval-auc:0.6931	train-auc:1
[124]	eval-auc:0.693263	train-auc:1
[125]	eval-auc:0.693337	train-auc:1
[126]	eval-auc:0.693516	train-auc:1
[127]	eval-auc:0.693809	train-auc:1
[128]	eval-auc:0.693627	train-auc:1
[129]	eval-auc:0.69331	train-auc:1
[130]	eval-auc:0.693791	train-auc:1
[131]	eval-auc:0.693721	train-auc:1
[132]	eval-auc:0.693854	train-auc:1
[133]	eval-auc:0.694099	train-auc:1
[134]	eval-auc:0.694053	train-auc:1
[135]	eval-auc:0.693928	train-auc:1
[136]	eval-auc:0.693409	train-auc:1
[137]	eval-auc:0.693946	train-auc:1
[138]	eval-auc:0.694335	train-auc:1
[139]	eval-auc:0.695197	train-auc:1
[140]	eval-auc:0.695302	train-auc:1
[141]	eval-auc:0.695513	train-auc:1
[142]	eval-auc:0.695436	train-auc:1
[143]	eval-auc:0.695593	train-auc:1
[144]	eval-auc:0.695681	train-auc:1
[145]	eval-auc:0.695985	train-auc:1
[146]	eval-auc:0.696168	train-auc:1
[147]	eval-auc:0.696234	train-auc:1
[148]	eval-auc:0.695982	train-auc:1
[149]	eval-auc:0.695984	train-auc:1
[150]	eval-auc:0.695823	train-auc:1
[151]	eval-auc:0.696176	train-auc:1
[152]	eval-auc:0.696221	train-auc:1
[153]	eval-auc:0.696158	train-auc:1
[154]	eval-auc:0.696048	train-auc:1
[155]	eval-auc:0.69592	train-auc:1
[156]	eval-auc:0.696046	train-auc:1
[157]	eval-auc:0.695932	train-auc:1
[158]	eval-auc:0.696124	train-auc:1
[159]	eval-auc:0.696112	train-auc:1
[160]	eval-auc:0.696092	train-auc:1
[161]	eval-auc:0.695996	train-auc:1
[162]	eval-auc:0.695787	train-auc:1
[163]	eval-auc:0.695935	train-auc:1
[164]	eval-auc:0.69572	train-auc:1
[165]	eval-auc:0.695905	train-auc:1
[166]	eval-auc:0.695669	train-auc:1
[167]	eval-auc:0.695606	train-auc:1
[168]	eval-auc:0.695322	train-auc:1
[169]	eval-auc:0.69534	train-auc:1
[170]	eval-auc:0.695376	train-auc:1
[171]	eval-auc:0.695312	train-auc:1
[172]	eval-auc:0.69519	train-auc:1
[173]	eval-auc:0.695355	train-auc:1
[174]	eval-auc:0.695213	train-auc:1
[175]	eval-auc:0.695084	train-auc:1
[176]	eval-auc:0.69483	train-auc:1
[177]	eval-auc:0.695136	train-auc:1
[178]	eval-auc:0.6953	train-auc:1
[179]	eval-auc:0.695413	train-auc:1
[180]	eval-auc:0.695465	train-auc:1
[181]	eval-auc:0.695384	train-auc:1
[182]	eval-auc:0.695122	train-auc:1
[183]	eval-auc:0.695003	train-auc:1
[184]	eval-auc:0.694971	train-auc:1
[185]	eval-auc:0.695041	train-auc:1
[186]	eval-auc:0.694929	train-auc:1
[187]	eval-auc:0.694521	train-auc:1
[188]	eval-auc:0.694601	train-auc:1
[189]	eval-auc:0.694498	train-auc:1
[190]	eval-auc:0.694449	train-auc:1
[191]	eval-auc:0.694349	train-auc:1
[192]	eval-auc:0.694306	train-auc:1
[193]	eval-auc:0.694351	train-auc:1
[194]	eval-auc:0.69425	train-auc:1
[195]	eval-auc:0.694333	train-auc:1
[196]	eval-auc:0.694282	train-auc:1
[197]	eval-auc:0.69451	train-auc:1
[198]	eval-auc:0.694961	train-auc:1
[199]	eval-auc:0.694958	train-auc:1
[200]	eval-auc:0.694569	train-auc:1
[201]	eval-auc:0.694367	train-auc:1
[202]	eval-auc:0.694487	train-auc:1
[203]	eval-auc:0.69461	train-auc:1
[204]	eval-auc:0.694656	train-auc:1
[205]	eval-auc:0.694655	train-auc:1
[206]	eval-auc:0.69463	train-auc:1
[207]	eval-auc:0.69467	train-auc:1
[208]	eval-auc:0.694904	train-auc:1
[209]	eval-auc:0.694696	train-auc:1
[210]	eval-auc:0.69497	train-auc:1
[211]	eval-auc:0.695258	train-auc:1
[212]	eval-auc:0.69499	train-auc:1
[213]	eval-auc:0.694999	train-auc:1
[214]	eval-auc:0.694935	train-auc:1
[215]	eval-auc:0.694962	train-auc:1
[216]	eval-auc:0.695009	train-auc:1
[217]	eval-auc:0.695326	train-auc:1
[218]	eval-auc:0.695252	train-auc:1
[219]	eval-auc:0.6953	train-auc:1
[220]	eval-auc:0.69559	train-auc:1
[221]	eval-auc:0.695565	train-auc:1
[222]	eval-auc:0.695527	train-auc:1
[223]	eval-auc:0.695622	train-auc:1
[224]	eval-auc:0.695515	train-auc:1
[225]	eval-auc:0.695538	train-auc:1
[226]	eval-auc:0.695416	train-auc:1
[227]	eval-auc:0.695611	train-auc:1
[228]	eval-auc:0.695611	train-auc:1
[229]	eval-auc:0.695574	train-auc:1
[230]	eval-auc:0.695832	train-auc:1
[231]	eval-auc:0.696354	train-auc:1
[232]	eval-auc:0.696471	train-auc:1
[233]	eval-auc:0.697016	train-auc:1
[234]	eval-auc:0.697195	train-auc:1
[235]	eval-auc:0.697053	train-auc:1
[236]	eval-auc:0.696672	train-auc:1
[237]	eval-auc:0.69666	train-auc:1
[238]	eval-auc:0.696534	train-auc:1
[239]	eval-auc:0.696674	train-auc:1
[240]	eval-auc:0.696596	train-auc:1
[241]	eval-auc:0.696479	train-auc:1
[242]	eval-auc:0.696591	train-auc:1
[243]	eval-auc:0.696563	train-auc:1
[244]	eval-auc:0.696576	train-auc:1
[245]	eval-auc:0.696578	train-auc:1
[246]	eval-auc:0.696444	train-auc:1
[247]	eval-auc:0.696444	train-auc:1
[248]	eval-auc:0.696444	train-auc:1
[249]	eval-auc:0.696381	train-auc:1
[250]	eval-auc:0.69647	train-auc:1
[251]	eval-auc:0.696602	train-auc:1
[252]	eval-auc:0.696479	train-auc:1
[253]	eval-auc:0.696511	train-auc:1
[254]	eval-auc:0.696372	train-auc:1
[255]	eval-auc:0.696066	train-auc:1
[256]	eval-auc:0.696156	train-auc:1
[257]	eval-auc:0.696002	train-auc:1
[258]	eval-auc:0.696002	train-auc:1
[259]	eval-auc:0.69597	train-auc:1
[260]	eval-auc:0.695918	train-auc:1
[261]	eval-auc:0.695918	train-auc:1
[262]	eval-auc:0.695918	train-auc:1
[263]	eval-auc:0.695777	train-auc:1
[264]	eval-auc:0.696071	train-auc:1
[265]	eval-auc:0.696071	train-auc:1
[266]	eval-auc:0.696071	train-auc:1
[267]	eval-auc:0.696071	train-auc:1
[268]	eval-auc:0.696083	train-auc:1
[269]	eval-auc:0.696071	train-auc:1
[270]	eval-auc:0.695826	train-auc:1
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[272]	eval-auc:0.695728	train-auc:1
[273]	eval-auc:0.695731	train-auc:1
[274]	eval-auc:0.695753	train-auc:1
[275]	eval-auc:0.695527	train-auc:1
[276]	eval-auc:0.695326	train-auc:1
[277]	eval-auc:0.695349	train-auc:1
[278]	eval-auc:0.69528	train-auc:1
[279]	eval-auc:0.695631	train-auc:1
[280]	eval-auc:0.695669	train-auc:1
[281]	eval-auc:0.69597	train-auc:1
[282]	eval-auc:0.696074	train-auc:1
[283]	eval-auc:0.69615	train-auc:1
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[285]	eval-auc:0.696127	train-auc:1
[286]	eval-auc:0.696055	train-auc:1
[287]	eval-auc:0.696298	train-auc:1
[288]	eval-auc:0.696298	train-auc:1
[289]	eval-auc:0.696211	train-auc:1
[290]	eval-auc:0.695877	train-auc:1
[291]	eval-auc:0.695961	train-auc:1
[292]	eval-auc:0.695818	train-auc:1
[293]	eval-auc:0.695818	train-auc:1
[294]	eval-auc:0.695818	train-auc:1
[295]	eval-auc:0.696314	train-auc:1
[296]	eval-auc:0.696314	train-auc:1
[297]	eval-auc:0.696511	train-auc:1
[298]	eval-auc:0.696362	train-auc:1
[299]	eval-auc:0.696348	train-auc:1
[300]	eval-auc:0.696348	train-auc:1
[301]	eval-auc:0.696316	train-auc:1
[302]	eval-auc:0.696419	train-auc:1
[303]	eval-auc:0.696267	train-auc:1
[304]	eval-auc:0.696084	train-auc:1
[305]	eval-auc:0.695911	train-auc:1
[306]	eval-auc:0.695617	train-auc:1
[307]	eval-auc:0.695894	train-auc:1
[308]	eval-auc:0.695888	train-auc:1
[309]	eval-auc:0.696054	train-auc:1
[310]	eval-auc:0.695909	train-auc:1
[311]	eval-auc:0.695902	train-auc:1
[312]	eval-auc:0.695976	train-auc:1
[313]	eval-auc:0.695941	train-auc:1
[314]	eval-auc:0.695932	train-auc:1
[315]	eval-auc:0.695981	train-auc:1
[316]	eval-auc:0.695915	train-auc:1
[317]	eval-auc:0.6959	train-auc:1
[318]	eval-auc:0.6959	train-auc:1
[319]	eval-auc:0.695874	train-auc:1
[320]	eval-auc:0.695928	train-auc:1
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[323]	eval-auc:0.696217	train-auc:1
[324]	eval-auc:0.696104	train-auc:1
[325]	eval-auc:0.695917	train-auc:1
[326]	eval-auc:0.695918	train-auc:1
[327]	eval-auc:0.695952	train-auc:1
[328]	eval-auc:0.696058	train-auc:1
[329]	eval-auc:0.696058	train-auc:1
[330]	eval-auc:0.695934	train-auc:1
[331]	eval-auc:0.696028	train-auc:1
[332]	eval-auc:0.695794	train-auc:1
[333]	eval-auc:0.695591	train-auc:1
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[336]	eval-auc:0.695821	train-auc:1
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[345]	eval-auc:0.695719	train-auc:1
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[347]	eval-auc:0.695629	train-auc:1
[348]	eval-auc:0.695632	train-auc:1
[349]	eval-auc:0.695623	train-auc:1
[350]	eval-auc:0.695626	train-auc:1
[351]	eval-auc:0.695414	train-auc:1
[352]	eval-auc:0.695652	train-auc:1
[353]	eval-auc:0.695538	train-auc:1
[354]	eval-auc:0.695366	train-auc:1
[355]	eval-auc:0.695413	train-auc:1
[356]	eval-auc:0.695382	train-auc:1
[357]	eval-auc:0.695382	train-auc:1
[358]	eval-auc:0.69536	train-auc:1
[359]	eval-auc:0.695262	train-auc:1
[360]	eval-auc:0.695248	train-auc:1
[361]	eval-auc:0.695248	train-auc:1
[362]	eval-auc:0.69521	train-auc:1
[363]	eval-auc:0.695317	train-auc:1
[364]	eval-auc:0.695317	train-auc:1
[365]	eval-auc:0.695302	train-auc:1
[366]	eval-auc:0.695203	train-auc:1
[367]	eval-auc:0.695256	train-auc:1
[368]	eval-auc:0.695186	train-auc:1
[369]	eval-auc:0.69511	train-auc:1
[370]	eval-auc:0.695047	train-auc:1
[371]	eval-auc:0.695047	train-auc:1
[372]	eval-auc:0.695061	train-auc:1
[373]	eval-auc:0.695061	train-auc:1
[374]	eval-auc:0.69513	train-auc:1
[375]	eval-auc:0.69513	train-auc:1
[376]	eval-auc:0.695692	train-auc:1
[377]	eval-auc:0.695685	train-auc:1
[378]	eval-auc:0.695685	train-auc:1
[379]	eval-auc:0.695685	train-auc:1
[380]	eval-auc:0.69557	train-auc:1
[381]	eval-auc:0.69569	train-auc:1
[382]	eval-auc:0.695725	train-auc:1
[383]	eval-auc:0.695711	train-auc:1
[384]	eval-auc:0.695851	train-auc:1
[385]	eval-auc:0.695847	train-auc:1
[386]	eval-auc:0.695847	train-auc:1
[387]	eval-auc:0.696016	train-auc:1
[388]	eval-auc:0.696016	train-auc:1
[389]	eval-auc:0.696091	train-auc:1
[390]	eval-auc:0.695996	train-auc:1
[391]	eval-auc:0.695806	train-auc:1
[392]	eval-auc:0.69597	train-auc:1
[393]	eval-auc:0.695985	train-auc:1
[394]	eval-auc:0.695946	train-auc:1
[395]	eval-auc:0.695946	train-auc:1
[396]	eval-auc:0.695938	train-auc:1
[397]	eval-auc:0.695938	train-auc:1
[398]	eval-auc:0.695938	train-auc:1
[399]	eval-auc:0.695938	train-auc:1
[400]	eval-auc:0.695953	train-auc:1
[401]	eval-auc:0.695946	train-auc:1
[402]	eval-auc:0.696005	train-auc:1
[403]	eval-auc:0.696005	train-auc:1
[404]	eval-auc:0.69608	train-auc:1
[405]	eval-auc:0.69595	train-auc:1
[406]	eval-auc:0.69595	train-auc:1
[407]	eval-auc:0.695886	train-auc:1
[408]	eval-auc:0.695963	train-auc:1
[409]	eval-auc:0.695938	train-auc:1
[410]	eval-auc:0.695938	train-auc:1
[411]	eval-auc:0.695928	train-auc:1
[412]	eval-auc:0.695835	train-auc:1
[413]	eval-auc:0.695946	train-auc:1
[414]	eval-auc:0.695946	train-auc:1
[415]	eval-auc:0.695926	train-auc:1
[416]	eval-auc:0.695926	train-auc:1
[417]	eval-auc:0.69571	train-auc:1
[418]	eval-auc:0.69571	train-auc:1
[419]	eval-auc:0.695996	train-auc:1
[420]	eval-auc:0.695941	train-auc:1
[421]	eval-auc:0.695941	train-auc:1
[422]	eval-auc:0.695941	train-auc:1
[423]	eval-auc:0.695941	train-auc:1
[424]	eval-auc:0.695908	train-auc:1
[425]	eval-auc:0.696065	train-auc:1
[426]	eval-auc:0.696153	train-auc:1
[427]	eval-auc:0.696164	train-auc:1
[428]	eval-auc:0.696164	train-auc:1
[429]	eval-auc:0.696091	train-auc:1
[430]	eval-auc:0.696091	train-auc:1
[431]	eval-auc:0.696054	train-auc:1
[432]	eval-auc:0.69613	train-auc:1
[433]	eval-auc:0.696066	train-auc:1
[434]	eval-auc:0.696218	train-auc:1
[435]	eval-auc:0.696218	train-auc:1
[436]	eval-auc:0.696273	train-auc:1
[437]	eval-auc:0.696273	train-auc:1
[438]	eval-auc:0.696313	train-auc:1
[439]	eval-auc:0.696359	train-auc:1
[440]	eval-auc:0.696359	train-auc:1
[441]	eval-auc:0.696314	train-auc:1
[442]	eval-auc:0.696439	train-auc:1
[443]	eval-auc:0.696439	train-auc:1
[444]	eval-auc:0.696439	train-auc:1
[445]	eval-auc:0.696439	train-auc:1
[446]	eval-auc:0.696439	train-auc:1
[447]	eval-auc:0.696439	train-auc:1
[448]	eval-auc:0.696439	train-auc:1
[449]	eval-auc:0.696369	train-auc:1
[450]	eval-auc:0.696369	train-auc:1
[451]	eval-auc:0.696575	train-auc:1
[452]	eval-auc:0.696566	train-auc:1
[453]	eval-auc:0.696604	train-auc:1
[454]	eval-auc:0.696604	train-auc:1
[455]	eval-auc:0.696604	train-auc:1
[456]	eval-auc:0.696575	train-auc:1
[457]	eval-auc:0.696605	train-auc:1
[458]	eval-auc:0.696535	train-auc:1
[459]	eval-auc:0.696535	train-auc:1
[460]	eval-auc:0.696535	train-auc:1
[461]	eval-auc:0.696535	train-auc:1
[462]	eval-auc:0.696535	train-auc:1
[463]	eval-auc:0.696535	train-auc:1
[464]	eval-auc:0.696584	train-auc:1
[465]	eval-auc:0.696588	train-auc:1
[466]	eval-auc:0.696582	train-auc:1
[467]	eval-auc:0.696453	train-auc:1
[468]	eval-auc:0.69655	train-auc:1
[469]	eval-auc:0.696636	train-auc:1
[470]	eval-auc:0.696636	train-auc:1
[471]	eval-auc:0.696636	train-auc:1
[472]	eval-auc:0.696627	train-auc:1
[473]	eval-auc:0.696736	train-auc:1
[474]	eval-auc:0.696736	train-auc:1
[475]	eval-auc:0.696736	train-auc:1
[476]	eval-auc:0.696736	train-auc:1
[477]	eval-auc:0.696736	train-auc:1
[478]	eval-auc:0.696689	train-auc:1
[479]	eval-auc:0.696689	train-auc:1
[480]	eval-auc:0.696674	train-auc:1
[481]	eval-auc:0.696721	train-auc:1
[482]	eval-auc:0.696564	train-auc:1
[483]	eval-auc:0.696611	train-auc:1
[484]	eval-auc:0.696736	train-auc:1
[485]	eval-auc:0.696736	train-auc:1
[486]	eval-auc:0.696718	train-auc:1
[487]	eval-auc:0.696718	train-auc:1
[488]	eval-auc:0.696724	train-auc:1
[489]	eval-auc:0.696631	train-auc:1
[490]	eval-auc:0.696631	train-auc:1
[491]	eval-auc:0.696631	train-auc:1
[492]	eval-auc:0.696631	train-auc:1
[493]	eval-auc:0.696631	train-auc:1
[494]	eval-auc:0.696412	train-auc:1
[495]	eval-auc:0.696412	train-auc:1
[496]	eval-auc:0.696512	train-auc:1
[497]	eval-auc:0.696495	train-auc:1
[498]	eval-auc:0.696296	train-auc:1
[499]	eval-auc:0.696386	train-auc:1
[500]	eval-auc:0.696386	train-auc:1
[501]	eval-auc:0.696386	train-auc:1
[502]	eval-auc:0.696458	train-auc:1
[503]	eval-auc:0.696458	train-auc:1
[504]	eval-auc:0.696465	train-auc:1
[505]	eval-auc:0.696465	train-auc:1
[506]	eval-auc:0.696419	train-auc:1
[507]	eval-auc:0.696348	train-auc:1
[508]	eval-auc:0.696348	train-auc:1
[509]	eval-auc:0.696348	train-auc:1
[510]	eval-auc:0.696474	train-auc:1
[511]	eval-auc:0.696465	train-auc:1
[512]	eval-auc:0.696465	train-auc:1
[513]	eval-auc:0.696465	train-auc:1
[514]	eval-auc:0.696381	train-auc:1
[515]	eval-auc:0.696381	train-auc:1
[516]	eval-auc:0.696415	train-auc:1
[517]	eval-auc:0.696415	train-auc:1
[518]	eval-auc:0.696415	train-auc:1
[519]	eval-auc:0.696415	train-auc:1
[520]	eval-auc:0.696415	train-auc:1
[521]	eval-auc:0.696415	train-auc:1
[522]	eval-auc:0.696415	train-auc:1
[523]	eval-auc:0.696491	train-auc:1
[524]	eval-auc:0.696491	train-auc:1
[525]	eval-auc:0.696491	train-auc:1
[526]	eval-auc:0.696491	train-auc:1
[527]	eval-auc:0.696491	train-auc:1
[528]	eval-auc:0.696491	train-auc:1
[529]	eval-auc:0.696616	train-auc:1
[530]	eval-auc:0.696672	train-auc:1
[531]	eval-auc:0.697167	train-auc:1
[532]	eval-auc:0.697167	train-auc:1
[533]	eval-auc:0.697167	train-auc:1
[534]	eval-auc:0.697167	train-auc:1
[535]	eval-auc:0.697167	train-auc:1
[536]	eval-auc:0.69717	train-auc:1
[537]	eval-auc:0.697045	train-auc:1
[538]	eval-auc:0.697045	train-auc:1
[539]	eval-auc:0.697099	train-auc:1
[540]	eval-auc:0.697099	train-auc:1
[541]	eval-auc:0.697099	train-auc:1
[542]	eval-auc:0.697216	train-auc:1
[543]	eval-auc:0.697179	train-auc:1
[544]	eval-auc:0.697248	train-auc:1
[545]	eval-auc:0.697325	train-auc:1
[546]	eval-auc:0.697325	train-auc:1
[547]	eval-auc:0.697322	train-auc:1
[548]	eval-auc:0.697322	train-auc:1
[549]	eval-auc:0.697322	train-auc:1
[550]	eval-auc:0.697354	train-auc:1
	Score 0.697354395838663


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 476.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.720253	train-auc:0.715388
[1]	eval-auc:0.703195	train-auc:0.726906
[2]	eval-auc:0.699093	train-auc:0.735093
[3]	eval-auc:0.699061	train-auc:0.735253
[4]	eval-auc:0.700723	train-auc:0.736524
[5]	eval-auc:0.697198	train-auc:0.744547
[6]	eval-auc:0.699682	train-auc:0.744711
[7]	eval-auc:0.701334	train-auc:0.748671
[8]	eval-auc:0.702268	train-auc:0.752167
[9]	eval-auc:0.704506	train-auc:0.752231
[10]	eval-auc:0.707579	train-auc:0.756292
[11]	eval-auc:0.7069	train-auc:0.761232
[12]	eval-auc:0.704357	train-auc:0.760653
[13]	eval-auc:0.705374	train-auc:0.762639
[14]	eval-auc:0.702481	train-auc:0.763244
[15]	eval-auc:0.703193	train-auc:0.767585
[16]	eval-auc:0.701535	train-auc:0.770484
[17]	eval-auc:0.701722	train-auc:0.773437
[18]	eval-auc:0.701989	train-auc:0.775528
[19]	eval-auc:0.701983	train-auc:0.77888
[20]	eval-auc:0.702047	train-auc:0.777644
[21]	eval-auc:0.702482	train-auc:0.778986
[22]	eval-auc:0.702902	train-auc:0.782684
[23]	eval-auc:0.703862	train-auc:0.786491
[24]	eval-auc:0.704288	train-auc:0.789077
[25]	eval-auc:0.703938	train-auc:0.79069
[26]	eval-auc:0.704932	train-auc:0.792615
[27]	eval-auc:0.704568	train-auc:0.795885
[28]	eval-auc:0.705763	train-auc:0.797769
[29]	eval-auc:0.705994	train-auc:0.800193
[30]	eval-auc:0.705171	train-auc:0.801866
[31]	eval-auc:0.706734	train-auc:0.803039
[32]	eval-auc:0.707084	train-auc:0.804258
[33]	eval-auc:0.706725	train-auc:0.806335
[34]	eval-auc:0.705697	train-auc:0.807619
[35]	eval-auc:0.704141	train-auc:0.809556
[36]	eval-auc:0.70459	train-auc:0.809837
[37]	eval-auc:0.705547	train-auc:0.81067
[38]	eval-auc:0.705515	train-auc:0.811619
[39]	eval-auc:0.705679	train-auc:0.815317
[40]	eval-auc:0.704922	train-auc:0.817241
[41]	eval-auc:0.706037	train-auc:0.81775
[42]	eval-auc:0.705781	train-auc:0.818294
[43]	eval-auc:0.705067	train-auc:0.820107
[44]	eval-auc:0.705746	train-auc:0.822228
[45]	eval-auc:0.705244	train-auc:0.823161
[46]	eval-auc:0.705577	train-auc:0.823458
[47]	eval-auc:0.705743	train-auc:0.823909
[48]	eval-auc:0.706308	train-auc:0.826847
[49]	eval-auc:0.705427	train-auc:0.827975
[50]	eval-auc:0.704404	train-auc:0.828146
[51]	eval-auc:0.704791	train-auc:0.829769
[52]	eval-auc:0.705319	train-auc:0.83019
[53]	eval-auc:0.70594	train-auc:0.832369
[54]	eval-auc:0.706045	train-auc:0.833534
[55]	eval-auc:0.706409	train-auc:0.834604
[56]	eval-auc:0.706486	train-auc:0.834579
[57]	eval-auc:0.706342	train-auc:0.835042
[58]	eval-auc:0.70631	train-auc:0.836078
[59]	eval-auc:0.707267	train-auc:0.838548
[60]	eval-auc:0.708208	train-auc:0.839271
[61]	eval-auc:0.707339	train-auc:0.840354
[62]	eval-auc:0.707138	train-auc:0.840413
[63]	eval-auc:0.708728	train-auc:0.841765
[64]	eval-auc:0.708534	train-auc:0.841934
[65]	eval-auc:0.708677	train-auc:0.842137
[66]	eval-auc:0.708515	train-auc:0.842895
[67]	eval-auc:0.708961	train-auc:0.843226
[68]	eval-auc:0.7074	train-auc:0.844451
[69]	eval-auc:0.708798	train-auc:0.846987
[70]	eval-auc:0.709931	train-auc:0.848302
[71]	eval-auc:0.709754	train-auc:0.850078
[72]	eval-auc:0.709723	train-auc:0.852261
[73]	eval-auc:0.710567	train-auc:0.853898
[74]	eval-auc:0.710685	train-auc:0.854737
[75]	eval-auc:0.710976	train-auc:0.854676
[76]	eval-auc:0.710437	train-auc:0.856275
[77]	eval-auc:0.710688	train-auc:0.85681
[78]	eval-auc:0.710637	train-auc:0.85692
[79]	eval-auc:0.711893	train-auc:0.857618
[80]	eval-auc:0.711527	train-auc:0.858394
[81]	eval-auc:0.712238	train-auc:0.860142
[82]	eval-auc:0.710542	train-auc:0.861819
[83]	eval-auc:0.711011	train-auc:0.862089
[84]	eval-auc:0.711422	train-auc:0.86308
[85]	eval-auc:0.712858	train-auc:0.864619
[86]	eval-auc:0.712382	train-auc:0.865137
[87]	eval-auc:0.712651	train-auc:0.865789
[88]	eval-auc:0.712091	train-auc:0.867527
[89]	eval-auc:0.711294	train-auc:0.867712
[90]	eval-auc:0.711392	train-auc:0.86775
[91]	eval-auc:0.710608	train-auc:0.869142
[92]	eval-auc:0.710432	train-auc:0.86999
[93]	eval-auc:0.711255	train-auc:0.87089
[94]	eval-auc:0.711852	train-auc:0.873566
[95]	eval-auc:0.711827	train-auc:0.8738
[96]	eval-auc:0.71141	train-auc:0.87402
[97]	eval-auc:0.712158	train-auc:0.875831
[98]	eval-auc:0.712019	train-auc:0.877051
[99]	eval-auc:0.711978	train-auc:0.877662
[100]	eval-auc:0.71217	train-auc:0.878941
[101]	eval-auc:0.712244	train-auc:0.87982
[102]	eval-auc:0.712193	train-auc:0.880425
[103]	eval-auc:0.711679	train-auc:0.881301
[104]	eval-auc:0.711549	train-auc:0.881654
[105]	eval-auc:0.710503	train-auc:0.882099
[106]	eval-auc:0.711262	train-auc:0.883045
[107]	eval-auc:0.711096	train-auc:0.883424
[108]	eval-auc:0.710834	train-auc:0.883914
[109]	eval-auc:0.710581	train-auc:0.884296
[110]	eval-auc:0.710057	train-auc:0.884413
[111]	eval-auc:0.710232	train-auc:0.884943
[112]	eval-auc:0.708306	train-auc:0.886556
[113]	eval-auc:0.707645	train-auc:0.887191
[114]	eval-auc:0.70814	train-auc:0.888508
[115]	eval-auc:0.707456	train-auc:0.889307
[116]	eval-auc:0.70646	train-auc:0.889998
[117]	eval-auc:0.706544	train-auc:0.889992
[118]	eval-auc:0.705634	train-auc:0.89047
[119]	eval-auc:0.70537	train-auc:0.891067
[120]	eval-auc:0.705046	train-auc:0.892574
[121]	eval-auc:0.70571	train-auc:0.89365
[122]	eval-auc:0.706203	train-auc:0.894498
[123]	eval-auc:0.706252	train-auc:0.894948
[124]	eval-auc:0.705484	train-auc:0.895796
[125]	eval-auc:0.705419	train-auc:0.896687
[126]	eval-auc:0.70606	train-auc:0.897936
[127]	eval-auc:0.705367	train-auc:0.898138
[128]	eval-auc:0.705968	train-auc:0.898474
[129]	eval-auc:0.705915	train-auc:0.898655
[130]	eval-auc:0.706212	train-auc:0.899448
[131]	eval-auc:0.706319	train-auc:0.900391
[132]	eval-auc:0.707476	train-auc:0.901042
[133]	eval-auc:0.707021	train-auc:0.901484
[134]	eval-auc:0.706424	train-auc:0.901958
[135]	eval-auc:0.706774	train-auc:0.902523
[136]	eval-auc:0.706556	train-auc:0.902843
[137]	eval-auc:0.706075	train-auc:0.904307
[138]	eval-auc:0.705972	train-auc:0.904768
[139]	eval-auc:0.706908	train-auc:0.905326
[140]	eval-auc:0.707143	train-auc:0.905295
[141]	eval-auc:0.707105	train-auc:0.905443
[142]	eval-auc:0.707048	train-auc:0.905784
[143]	eval-auc:0.706712	train-auc:0.906572
[144]	eval-auc:0.706867	train-auc:0.907232
[145]	eval-auc:0.707304	train-auc:0.907524
[146]	eval-auc:0.705665	train-auc:0.908453
[147]	eval-auc:0.705781	train-auc:0.908838
[148]	eval-auc:0.705531	train-auc:0.909125
[149]	eval-auc:0.705426	train-auc:0.909413
[150]	eval-auc:0.704723	train-auc:0.910381
[151]	eval-auc:0.704696	train-auc:0.911057
[152]	eval-auc:0.704874	train-auc:0.910784
[153]	eval-auc:0.705347	train-auc:0.910928
[154]	eval-auc:0.704881	train-auc:0.911668
[155]	eval-auc:0.705527	train-auc:0.912607
[156]	eval-auc:0.706022	train-auc:0.913067
[157]	eval-auc:0.705586	train-auc:0.913064
[158]	eval-auc:0.705966	train-auc:0.913993
[159]	eval-auc:0.705961	train-auc:0.914131
[160]	eval-auc:0.705707	train-auc:0.914653
[161]	eval-auc:0.705674	train-auc:0.914972
[162]	eval-auc:0.705162	train-auc:0.915443
[163]	eval-auc:0.705736	train-auc:0.915815
[164]	eval-auc:0.705903	train-auc:0.916354
[165]	eval-auc:0.70609	train-auc:0.917055
[166]	eval-auc:0.706434	train-auc:0.917309
[167]	eval-auc:0.705807	train-auc:0.91763
[168]	eval-auc:0.705981	train-auc:0.918133
[169]	eval-auc:0.706265	train-auc:0.918444
[170]	eval-auc:0.706372	train-auc:0.918791
[171]	eval-auc:0.706476	train-auc:0.919111
[172]	eval-auc:0.706332	train-auc:0.919199
[173]	eval-auc:0.706007	train-auc:0.920318
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[175]	eval-auc:0.705164	train-auc:0.921211
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[177]	eval-auc:0.705047	train-auc:0.921833
[178]	eval-auc:0.704724	train-auc:0.922098
[179]	eval-auc:0.705032	train-auc:0.922249
[180]	eval-auc:0.705196	train-auc:0.922431
[181]	eval-auc:0.705152	train-auc:0.923169
[182]	eval-auc:0.705299	train-auc:0.92374
[183]	eval-auc:0.705247	train-auc:0.923826
[184]	eval-auc:0.705536	train-auc:0.923943
[185]	eval-auc:0.704627	train-auc:0.924397
[186]	eval-auc:0.704799	train-auc:0.924773
[187]	eval-auc:0.705145	train-auc:0.925191
[188]	eval-auc:0.705259	train-auc:0.926213
[189]	eval-auc:0.705856	train-auc:0.926493
[190]	eval-auc:0.705937	train-auc:0.92647
[191]	eval-auc:0.705108	train-auc:0.927079
[192]	eval-auc:0.705288	train-auc:0.927455
[193]	eval-auc:0.7055	train-auc:0.927588
[194]	eval-auc:0.704811	train-auc:0.928162
[195]	eval-auc:0.704102	train-auc:0.929016
[196]	eval-auc:0.704304	train-auc:0.929259
[197]	eval-auc:0.704283	train-auc:0.929483
[198]	eval-auc:0.704275	train-auc:0.930511
[199]	eval-auc:0.704062	train-auc:0.930715
[200]	eval-auc:0.704204	train-auc:0.931361
[201]	eval-auc:0.704456	train-auc:0.931794
[202]	eval-auc:0.703292	train-auc:0.931736
[203]	eval-auc:0.703617	train-auc:0.931912
[204]	eval-auc:0.703575	train-auc:0.932518
[205]	eval-auc:0.703866	train-auc:0.933155
[206]	eval-auc:0.704096	train-auc:0.933696
[207]	eval-auc:0.703783	train-auc:0.933895
[208]	eval-auc:0.703949	train-auc:0.934085
[209]	eval-auc:0.703173	train-auc:0.93429
[210]	eval-auc:0.703017	train-auc:0.934611
[211]	eval-auc:0.703407	train-auc:0.935092
[212]	eval-auc:0.703433	train-auc:0.935254
[213]	eval-auc:0.703422	train-auc:0.935482
[214]	eval-auc:0.703267	train-auc:0.935654
[215]	eval-auc:0.703697	train-auc:0.936161
[216]	eval-auc:0.70364	train-auc:0.936522
[217]	eval-auc:0.703659	train-auc:0.93642
[218]	eval-auc:0.703762	train-auc:0.936599
[219]	eval-auc:0.704216	train-auc:0.937655
[220]	eval-auc:0.704062	train-auc:0.937946
[221]	eval-auc:0.703655	train-auc:0.938131
[222]	eval-auc:0.703078	train-auc:0.93871
[223]	eval-auc:0.703159	train-auc:0.939194
[224]	eval-auc:0.703892	train-auc:0.939379
[225]	eval-auc:0.704204	train-auc:0.939734
[226]	eval-auc:0.704692	train-auc:0.939736
[227]	eval-auc:0.704428	train-auc:0.939766
[228]	eval-auc:0.703652	train-auc:0.939806
[229]	eval-auc:0.703392	train-auc:0.940361
[230]	eval-auc:0.702993	train-auc:0.940689
[231]	eval-auc:0.703368	train-auc:0.941018
[232]	eval-auc:0.703928	train-auc:0.941157
[233]	eval-auc:0.704452	train-auc:0.941732
[234]	eval-auc:0.704919	train-auc:0.942259
[235]	eval-auc:0.705149	train-auc:0.942964
[236]	eval-auc:0.704758	train-auc:0.943146
[237]	eval-auc:0.704758	train-auc:0.943328
[238]	eval-auc:0.704476	train-auc:0.943648
[239]	eval-auc:0.704216	train-auc:0.943881
[240]	eval-auc:0.704348	train-auc:0.944314
[241]	eval-auc:0.703529	train-auc:0.944772
[242]	eval-auc:0.703604	train-auc:0.945113
[243]	eval-auc:0.703556	train-auc:0.945147
[244]	eval-auc:0.703065	train-auc:0.945891
[245]	eval-auc:0.703205	train-auc:0.946256
[246]	eval-auc:0.703243	train-auc:0.94632
[247]	eval-auc:0.703142	train-auc:0.946684
[248]	eval-auc:0.703194	train-auc:0.946728
[249]	eval-auc:0.703241	train-auc:0.946796
[250]	eval-auc:0.703279	train-auc:0.946845
[251]	eval-auc:0.703461	train-auc:0.947112
[252]	eval-auc:0.702708	train-auc:0.947465
[253]	eval-auc:0.70289	train-auc:0.94766
[254]	eval-auc:0.702867	train-auc:0.947899
[255]	eval-auc:0.70202	train-auc:0.948187
[256]	eval-auc:0.702223	train-auc:0.94835
[257]	eval-auc:0.702087	train-auc:0.948335
[258]	eval-auc:0.70253	train-auc:0.948584
[259]	eval-auc:0.702708	train-auc:0.948951
[260]	eval-auc:0.702946	train-auc:0.949505
[261]	eval-auc:0.703853	train-auc:0.950054
[262]	eval-auc:0.703874	train-auc:0.950445
[263]	eval-auc:0.70387	train-auc:0.950695
[264]	eval-auc:0.703793	train-auc:0.950835
[265]	eval-auc:0.703788	train-auc:0.95076
[266]	eval-auc:0.703911	train-auc:0.950905
[267]	eval-auc:0.704192	train-auc:0.951106
[268]	eval-auc:0.704423	train-auc:0.951359
[269]	eval-auc:0.705009	train-auc:0.951462
[270]	eval-auc:0.703723	train-auc:0.951735
[271]	eval-auc:0.704475	train-auc:0.952341
[272]	eval-auc:0.704013	train-auc:0.952807
[273]	eval-auc:0.703988	train-auc:0.952738
[274]	eval-auc:0.704377	train-auc:0.952853
[275]	eval-auc:0.703987	train-auc:0.953092
[276]	eval-auc:0.704061	train-auc:0.953337
[277]	eval-auc:0.703363	train-auc:0.9538
[278]	eval-auc:0.703033	train-auc:0.95435
[279]	eval-auc:0.702754	train-auc:0.954462
[280]	eval-auc:0.702471	train-auc:0.954634
[281]	eval-auc:0.702136	train-auc:0.954784
[282]	eval-auc:0.702477	train-auc:0.954886
[283]	eval-auc:0.703107	train-auc:0.955218
[284]	eval-auc:0.702861	train-auc:0.95526
[285]	eval-auc:0.703088	train-auc:0.955356
[286]	eval-auc:0.703191	train-auc:0.955409
[287]	eval-auc:0.703095	train-auc:0.955537
[288]	eval-auc:0.703021	train-auc:0.955581
[289]	eval-auc:0.702433	train-auc:0.955677
[290]	eval-auc:0.702114	train-auc:0.955784
[291]	eval-auc:0.702789	train-auc:0.955814
[292]	eval-auc:0.702574	train-auc:0.955868
[293]	eval-auc:0.702571	train-auc:0.955801
[294]	eval-auc:0.702809	train-auc:0.955884
[295]	eval-auc:0.702934	train-auc:0.956318
[296]	eval-auc:0.702527	train-auc:0.956803
[297]	eval-auc:0.702775	train-auc:0.95696
[298]	eval-auc:0.702882	train-auc:0.957315
[299]	eval-auc:0.702629	train-auc:0.957429
[300]	eval-auc:0.702035	train-auc:0.957673
[301]	eval-auc:0.702382	train-auc:0.957976
[302]	eval-auc:0.702215	train-auc:0.958097
[303]	eval-auc:0.701665	train-auc:0.95847
[304]	eval-auc:0.701808	train-auc:0.958785
[305]	eval-auc:0.701872	train-auc:0.958956
[306]	eval-auc:0.701945	train-auc:0.95892
[307]	eval-auc:0.701965	train-auc:0.959049
[308]	eval-auc:0.702184	train-auc:0.959474
[309]	eval-auc:0.702401	train-auc:0.959619
[310]	eval-auc:0.7017	train-auc:0.959953
[311]	eval-auc:0.701423	train-auc:0.960231
[312]	eval-auc:0.701132	train-auc:0.960368
[313]	eval-auc:0.701017	train-auc:0.96067
[314]	eval-auc:0.701087	train-auc:0.9607
[315]	eval-auc:0.70107	train-auc:0.960764
[316]	eval-auc:0.700781	train-auc:0.960874
[317]	eval-auc:0.70118	train-auc:0.960997
[318]	eval-auc:0.701277	train-auc:0.961125
[319]	eval-auc:0.70142	train-auc:0.961273
[320]	eval-auc:0.701694	train-auc:0.961356
[321]	eval-auc:0.701761	train-auc:0.961475
[322]	eval-auc:0.7019	train-auc:0.961699
[323]	eval-auc:0.70213	train-auc:0.961943
[324]	eval-auc:0.70192	train-auc:0.962298
[325]	eval-auc:0.70193	train-auc:0.962422
[326]	eval-auc:0.701747	train-auc:0.962497
[327]	eval-auc:0.70213	train-auc:0.962906
[328]	eval-auc:0.70223	train-auc:0.963027
[329]	eval-auc:0.701751	train-auc:0.963046
[330]	eval-auc:0.701827	train-auc:0.963116
[331]	eval-auc:0.701976	train-auc:0.963215
[332]	eval-auc:0.701187	train-auc:0.963283
[333]	eval-auc:0.701885	train-auc:0.963549
[334]	eval-auc:0.701804	train-auc:0.963745
[335]	eval-auc:0.701761	train-auc:0.964112
[336]	eval-auc:0.702034	train-auc:0.964322
[337]	eval-auc:0.701709	train-auc:0.96464
[338]	eval-auc:0.701624	train-auc:0.964717
[339]	eval-auc:0.70147	train-auc:0.964705
[340]	eval-auc:0.70137	train-auc:0.964934
[341]	eval-auc:0.701492	train-auc:0.96539
[342]	eval-auc:0.70142	train-auc:0.965623
[343]	eval-auc:0.701594	train-auc:0.965825
[344]	eval-auc:0.700919	train-auc:0.965897
[345]	eval-auc:0.700864	train-auc:0.96621
[346]	eval-auc:0.701129	train-auc:0.966252
[347]	eval-auc:0.700351	train-auc:0.96652
[348]	eval-auc:0.700511	train-auc:0.966948
[349]	eval-auc:0.700647	train-auc:0.966992
[350]	eval-auc:0.700347	train-auc:0.967248
[351]	eval-auc:0.700811	train-auc:0.967257
[352]	eval-auc:0.700497	train-auc:0.967277
[353]	eval-auc:0.700666	train-auc:0.967231
[354]	eval-auc:0.700613	train-auc:0.967283
[355]	eval-auc:0.700379	train-auc:0.967338
[356]	eval-auc:0.700458	train-auc:0.967429
[357]	eval-auc:0.700347	train-auc:0.967623
[358]	eval-auc:0.700496	train-auc:0.967728
[359]	eval-auc:0.700395	train-auc:0.967834
[360]	eval-auc:0.700395	train-auc:0.967974
[361]	eval-auc:0.700998	train-auc:0.96814
[362]	eval-auc:0.701239	train-auc:0.968322
[363]	eval-auc:0.701245	train-auc:0.968502
[364]	eval-auc:0.70156	train-auc:0.968551
[365]	eval-auc:0.701741	train-auc:0.968633
[366]	eval-auc:0.701466	train-auc:0.968808
[367]	eval-auc:0.701577	train-auc:0.969259
[368]	eval-auc:0.701783	train-auc:0.969426
[369]	eval-auc:0.701528	train-auc:0.96952
[370]	eval-auc:0.701977	train-auc:0.969737
[371]	eval-auc:0.701673	train-auc:0.969903
[372]	eval-auc:0.701761	train-auc:0.970093
[373]	eval-auc:0.701732	train-auc:0.970082
[374]	eval-auc:0.702102	train-auc:0.970113
[375]	eval-auc:0.70222	train-auc:0.970104
[376]	eval-auc:0.702906	train-auc:0.97022
[377]	eval-auc:0.702795	train-auc:0.970499
[378]	eval-auc:0.702559	train-auc:0.970537
[379]	eval-auc:0.702518	train-auc:0.970646
[380]	eval-auc:0.702334	train-auc:0.971023
[381]	eval-auc:0.702241	train-auc:0.971117
[382]	eval-auc:0.702233	train-auc:0.971245
[383]	eval-auc:0.702402	train-auc:0.971326
[384]	eval-auc:0.702279	train-auc:0.971529
[385]	eval-auc:0.70144	train-auc:0.971568
[386]	eval-auc:0.701691	train-auc:0.971693
[387]	eval-auc:0.701399	train-auc:0.971815
[388]	eval-auc:0.701594	train-auc:0.972067
[389]	eval-auc:0.701617	train-auc:0.972204
[390]	eval-auc:0.701569	train-auc:0.972253
[391]	eval-auc:0.701578	train-auc:0.972318
[392]	eval-auc:0.701894	train-auc:0.972514
[393]	eval-auc:0.701808	train-auc:0.972663
[394]	eval-auc:0.702084	train-auc:0.972837
[395]	eval-auc:0.701888	train-auc:0.973024
[396]	eval-auc:0.702043	train-auc:0.97299
[397]	eval-auc:0.702099	train-auc:0.972939
[398]	eval-auc:0.701962	train-auc:0.973165
[399]	eval-auc:0.701792	train-auc:0.973186
[400]	eval-auc:0.701693	train-auc:0.973234
[401]	eval-auc:0.702012	train-auc:0.973506
[402]	eval-auc:0.702439	train-auc:0.973627
[403]	eval-auc:0.702376	train-auc:0.973741
[404]	eval-auc:0.702326	train-auc:0.973901
[405]	eval-auc:0.702212	train-auc:0.974042
[406]	eval-auc:0.702113	train-auc:0.974014
[407]	eval-auc:0.70213	train-auc:0.974069
[408]	eval-auc:0.702369	train-auc:0.974272
[409]	eval-auc:0.70198	train-auc:0.974392
[410]	eval-auc:0.702223	train-auc:0.974495
[411]	eval-auc:0.701176	train-auc:0.974699
[412]	eval-auc:0.701213	train-auc:0.974975
[413]	eval-auc:0.700991	train-auc:0.975171
[414]	eval-auc:0.700822	train-auc:0.975224
[415]	eval-auc:0.700802	train-auc:0.975401
[416]	eval-auc:0.70065	train-auc:0.97572
[417]	eval-auc:0.700541	train-auc:0.975732
[418]	eval-auc:0.700446	train-auc:0.975743
[419]	eval-auc:0.701087	train-auc:0.976033
[420]	eval-auc:0.701437	train-auc:0.976198
[421]	eval-auc:0.701655	train-auc:0.976368
[422]	eval-auc:0.701501	train-auc:0.976409
[423]	eval-auc:0.701505	train-auc:0.976275
[424]	eval-auc:0.701518	train-auc:0.976508
[425]	eval-auc:0.701437	train-auc:0.97654
[426]	eval-auc:0.70135	train-auc:0.976552
[427]	eval-auc:0.701117	train-auc:0.976527
[428]	eval-auc:0.701109	train-auc:0.976493
[429]	eval-auc:0.701385	train-auc:0.97657
[430]	eval-auc:0.701483	train-auc:0.976559
[431]	eval-auc:0.701161	train-auc:0.976723
[432]	eval-auc:0.701312	train-auc:0.976759
[433]	eval-auc:0.701473	train-auc:0.976841
[434]	eval-auc:0.701554	train-auc:0.976988
[435]	eval-auc:0.701554	train-auc:0.977176
[436]	eval-auc:0.701444	train-auc:0.977209
[437]	eval-auc:0.701132	train-auc:0.977264
[438]	eval-auc:0.700937	train-auc:0.977255
[439]	eval-auc:0.700983	train-auc:0.977345
[440]	eval-auc:0.700805	train-auc:0.977417
[441]	eval-auc:0.700921	train-auc:0.977624
[442]	eval-auc:0.701172	train-auc:0.977789
[443]	eval-auc:0.701352	train-auc:0.97788
[444]	eval-auc:0.701674	train-auc:0.978023
[445]	eval-auc:0.701885	train-auc:0.97805
[446]	eval-auc:0.701371	train-auc:0.978047
[447]	eval-auc:0.701455	train-auc:0.978063
[448]	eval-auc:0.701426	train-auc:0.978107
[449]	eval-auc:0.700959	train-auc:0.978126
[450]	eval-auc:0.701516	train-auc:0.978389
[451]	eval-auc:0.700863	train-auc:0.97852
[452]	eval-auc:0.701263	train-auc:0.978513
[453]	eval-auc:0.701205	train-auc:0.978621
[454]	eval-auc:0.700921	train-auc:0.978688
[455]	eval-auc:0.700838	train-auc:0.978774
[456]	eval-auc:0.70093	train-auc:0.978847
[457]	eval-auc:0.700972	train-auc:0.978983
[458]	eval-auc:0.700401	train-auc:0.979089
[459]	eval-auc:0.700587	train-auc:0.979162
[460]	eval-auc:0.700838	train-auc:0.979264
[461]	eval-auc:0.700573	train-auc:0.979288
[462]	eval-auc:0.700771	train-auc:0.979405
[463]	eval-auc:0.701007	train-auc:0.979537
[464]	eval-auc:0.700465	train-auc:0.979661
[465]	eval-auc:0.700616	train-auc:0.979833
[466]	eval-auc:0.700581	train-auc:0.979787
[467]	eval-auc:0.700187	train-auc:0.979837
[468]	eval-auc:0.699948	train-auc:0.979941
[469]	eval-auc:0.699709	train-auc:0.979892
[470]	eval-auc:0.699646	train-auc:0.979904
[471]	eval-auc:0.699654	train-auc:0.980029
[472]	eval-auc:0.699564	train-auc:0.979991
[473]	eval-auc:0.69961	train-auc:0.980009
[474]	eval-auc:0.699442	train-auc:0.980099
[475]	eval-auc:0.699514	train-auc:0.98018
	Score 0.6995136376371986


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 10, 'min_child_weight': 2.0, 'n_estimators': 105.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.693331	train-auc:0.846984
[1]	eval-auc:0.668325	train-auc:0.893565
[2]	eval-auc:0.683619	train-auc:0.924622
[3]	eval-auc:0.694312	train-auc:0.946585
[4]	eval-auc:0.691475	train-auc:0.9574
[5]	eval-auc:0.690478	train-auc:0.96977
[6]	eval-auc:0.689493	train-auc:0.975139
[7]	eval-auc:0.691053	train-auc:0.978712
[8]	eval-auc:0.694258	train-auc:0.983767
[9]	eval-auc:0.692725	train-auc:0.987964
[10]	eval-auc:0.693246	train-auc:0.990514
[11]	eval-auc:0.697625	train-auc:0.992074
[12]	eval-auc:0.693566	train-auc:0.993461
[13]	eval-auc:0.69546	train-auc:0.994146
[14]	eval-auc:0.695303	train-auc:0.99458
[15]	eval-auc:0.696869	train-auc:0.995256
[16]	eval-auc:0.698633	train-auc:0.995768
[17]	eval-auc:0.697638	train-auc:0.996256
[18]	eval-auc:0.697794	train-auc:0.996519
[19]	eval-auc:0.695883	train-auc:0.996884
[20]	eval-auc:0.696052	train-auc:0.997346
[21]	eval-auc:0.695886	train-auc:0.997694
[22]	eval-auc:0.695772	train-auc:0.99794
[23]	eval-auc:0.69613	train-auc:0.998123
[24]	eval-auc:0.696582	train-auc:0.99852
[25]	eval-auc:0.697176	train-auc:0.998657
[26]	eval-auc:0.697848	train-auc:0.998854
[27]	eval-auc:0.697804	train-auc:0.998892
[28]	eval-auc:0.697898	train-auc:0.998927
[29]	eval-auc:0.69899	train-auc:0.999038
[30]	eval-auc:0.699267	train-auc:0.999144
[31]	eval-auc:0.700277	train-auc:0.999174
[32]	eval-auc:0.70156	train-auc:0.99929
[33]	eval-auc:0.702274	train-auc:0.999409
[34]	eval-auc:0.702092	train-auc:0.999412
[35]	eval-auc:0.701716	train-auc:0.999431
[36]	eval-auc:0.700624	train-auc:0.999492
[37]	eval-auc:0.700808	train-auc:0.999503
[38]	eval-auc:0.701254	train-auc:0.999536
[39]	eval-auc:0.701518	train-auc:0.999546
[40]	eval-auc:0.70244	train-auc:0.999596
[41]	eval-auc:0.70258	train-auc:0.99962
[42]	eval-auc:0.702654	train-auc:0.999655
[43]	eval-auc:0.704437	train-auc:0.999713
[44]	eval-auc:0.705789	train-auc:0.999716
[45]	eval-auc:0.705952	train-auc:0.999764
[46]	eval-auc:0.705174	train-auc:0.999783
[47]	eval-auc:0.705481	train-auc:0.999789
[48]	eval-auc:0.704065	train-auc:0.999829
[49]	eval-auc:0.703272	train-auc:0.999858
[50]	eval-auc:0.702722	train-auc:0.99988
[51]	eval-auc:0.701923	train-auc:0.999887
[52]	eval-auc:0.702996	train-auc:0.999899
[53]	eval-auc:0.703177	train-auc:0.999904
[54]	eval-auc:0.703387	train-auc:0.999911
[55]	eval-auc:0.703715	train-auc:0.999916
[56]	eval-auc:0.703952	train-auc:0.999913
[57]	eval-auc:0.70415	train-auc:0.999919
[58]	eval-auc:0.705289	train-auc:0.99994
[59]	eval-auc:0.705504	train-auc:0.999944
[60]	eval-auc:0.705527	train-auc:0.999956
[61]	eval-auc:0.70535	train-auc:0.999957
[62]	eval-auc:0.705332	train-auc:0.999954
[63]	eval-auc:0.705384	train-auc:0.999958
[64]	eval-auc:0.705426	train-auc:0.999959
[65]	eval-auc:0.705382	train-auc:0.999966
[66]	eval-auc:0.705968	train-auc:0.999974
[67]	eval-auc:0.70482	train-auc:0.999978
[68]	eval-auc:0.704925	train-auc:0.999975
[69]	eval-auc:0.70527	train-auc:0.999979
[70]	eval-auc:0.705006	train-auc:0.999982
[71]	eval-auc:0.704332	train-auc:0.999985
[72]	eval-auc:0.703704	train-auc:0.999986
[73]	eval-auc:0.704216	train-auc:0.999989
[74]	eval-auc:0.704428	train-auc:0.99999
[75]	eval-auc:0.70534	train-auc:0.999989
[76]	eval-auc:0.705323	train-auc:0.999989
[77]	eval-auc:0.705531	train-auc:0.999992
[78]	eval-auc:0.706078	train-auc:0.999993
[79]	eval-auc:0.705335	train-auc:0.999993
[80]	eval-auc:0.704677	train-auc:0.999993
[81]	eval-auc:0.704188	train-auc:0.999992
[82]	eval-auc:0.704426	train-auc:0.999992
[83]	eval-auc:0.704487	train-auc:0.999992
[84]	eval-auc:0.704723	train-auc:0.999994
[85]	eval-auc:0.704254	train-auc:0.999997
[86]	eval-auc:0.704242	train-auc:0.999997
[87]	eval-auc:0.703464	train-auc:0.999998
[88]	eval-auc:0.703218	train-auc:0.999998
[89]	eval-auc:0.703267	train-auc:0.999999
[90]	eval-auc:0.703558	train-auc:0.999999
[91]	eval-auc:0.703729	train-auc:0.999999
[92]	eval-auc:0.703249	train-auc:0.999999
[93]	eval-auc:0.703875	train-auc:0.999999
[94]	eval-auc:0.703741	train-auc:0.999999
[95]	eval-auc:0.703994	train-auc:0.999999
[96]	eval-auc:0.704105	train-auc:0.999999
[97]	eval-auc:0.7043	train-auc:0.999999
[98]	eval-auc:0.70447	train-auc:0.999999
[99]	eval-auc:0.704388	train-auc:0.999999
[100]	eval-auc:0.704102	train-auc:0.999999
[101]	eval-auc:0.704374	train-auc:0.999999
[102]	eval-auc:0.703974	train-auc:0.999999
[103]	eval-auc:0.703244	train-auc:0.999999
[104]	eval-auc:0.703136	train-auc:0.999999
	Score 0.7031362301891849


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 7, 'min_child_weight': 1.0, 'n_estimators': 158.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.683322	train-auc:0.779057
[1]	eval-auc:0.674456	train-auc:0.822379
[2]	eval-auc:0.692798	train-auc:0.85178
[3]	eval-auc:0.693835	train-auc:0.873896
[4]	eval-auc:0.693876	train-auc:0.887736
[5]	eval-auc:0.694242	train-auc:0.899741
[6]	eval-auc:0.700969	train-auc:0.909987
[7]	eval-auc:0.705013	train-auc:0.915257
[8]	eval-auc:0.708505	train-auc:0.923248
[9]	eval-auc:0.702334	train-auc:0.933284
[10]	eval-auc:0.705576	train-auc:0.9426
[11]	eval-auc:0.704155	train-auc:0.944162
[12]	eval-auc:0.703828	train-auc:0.947234
[13]	eval-auc:0.704616	train-auc:0.950819
[14]	eval-auc:0.704613	train-auc:0.956078
[15]	eval-auc:0.704929	train-auc:0.957843
[16]	eval-auc:0.707909	train-auc:0.962317
[17]	eval-auc:0.708194	train-auc:0.964767
[18]	eval-auc:0.706741	train-auc:0.966398
[19]	eval-auc:0.705231	train-auc:0.970496
[20]	eval-auc:0.705306	train-auc:0.973414
[21]	eval-auc:0.702835	train-auc:0.975251
[22]	eval-auc:0.70207	train-auc:0.977604
[23]	eval-auc:0.699806	train-auc:0.980078
[24]	eval-auc:0.702248	train-auc:0.981237
[25]	eval-auc:0.70158	train-auc:0.983818
[26]	eval-auc:0.700444	train-auc:0.984279
[27]	eval-auc:0.701076	train-auc:0.984974
[28]	eval-auc:0.701741	train-auc:0.985457
[29]	eval-auc:0.702159	train-auc:0.986164
[30]	eval-auc:0.69968	train-auc:0.988141
[31]	eval-auc:0.700423	train-auc:0.988309
[32]	eval-auc:0.698736	train-auc:0.989416
[33]	eval-auc:0.699735	train-auc:0.990107
[34]	eval-auc:0.69864	train-auc:0.990583
[35]	eval-auc:0.699101	train-auc:0.990808
[36]	eval-auc:0.69924	train-auc:0.991794
[37]	eval-auc:0.70017	train-auc:0.992287
[38]	eval-auc:0.699954	train-auc:0.99269
[39]	eval-auc:0.700354	train-auc:0.993323
[40]	eval-auc:0.700796	train-auc:0.993631
[41]	eval-auc:0.7002	train-auc:0.994497
[42]	eval-auc:0.699884	train-auc:0.99516
[43]	eval-auc:0.699471	train-auc:0.995574
[44]	eval-auc:0.698323	train-auc:0.99576
[45]	eval-auc:0.700004	train-auc:0.996016
[46]	eval-auc:0.700773	train-auc:0.996525
[47]	eval-auc:0.700404	train-auc:0.996729
[48]	eval-auc:0.700039	train-auc:0.99688
[49]	eval-auc:0.700089	train-auc:0.99704
[50]	eval-auc:0.699186	train-auc:0.997133
[51]	eval-auc:0.699648	train-auc:0.997447
[52]	eval-auc:0.69883	train-auc:0.997665
[53]	eval-auc:0.698736	train-auc:0.997722
[54]	eval-auc:0.699521	train-auc:0.99806
[55]	eval-auc:0.698516	train-auc:0.998142
[56]	eval-auc:0.69661	train-auc:0.9984
[57]	eval-auc:0.696359	train-auc:0.998425
[58]	eval-auc:0.695804	train-auc:0.998585
[59]	eval-auc:0.696853	train-auc:0.998663
[60]	eval-auc:0.698588	train-auc:0.998826
[61]	eval-auc:0.698355	train-auc:0.998946
[62]	eval-auc:0.698769	train-auc:0.999019
[63]	eval-auc:0.698646	train-auc:0.99906
[64]	eval-auc:0.698218	train-auc:0.9991
[65]	eval-auc:0.69828	train-auc:0.9991
[66]	eval-auc:0.697896	train-auc:0.999103
[67]	eval-auc:0.697826	train-auc:0.999179
[68]	eval-auc:0.697085	train-auc:0.999207
[69]	eval-auc:0.697089	train-auc:0.999216
[70]	eval-auc:0.696354	train-auc:0.999313
[71]	eval-auc:0.696745	train-auc:0.999337
[72]	eval-auc:0.696232	train-auc:0.999356
[73]	eval-auc:0.695535	train-auc:0.999393
[74]	eval-auc:0.694988	train-auc:0.999473
[75]	eval-auc:0.695553	train-auc:0.999509
[76]	eval-auc:0.696363	train-auc:0.999593
[77]	eval-auc:0.696671	train-auc:0.999615
[78]	eval-auc:0.697016	train-auc:0.999661
[79]	eval-auc:0.69662	train-auc:0.999678
[80]	eval-auc:0.696943	train-auc:0.999684
[81]	eval-auc:0.697076	train-auc:0.999701
[82]	eval-auc:0.697609	train-auc:0.999708
[83]	eval-auc:0.698244	train-auc:0.999748
[84]	eval-auc:0.698265	train-auc:0.999764
[85]	eval-auc:0.698306	train-auc:0.999788
[86]	eval-auc:0.696818	train-auc:0.999798
[87]	eval-auc:0.696165	train-auc:0.999793
[88]	eval-auc:0.694959	train-auc:0.999813
[89]	eval-auc:0.694454	train-auc:0.999821
[90]	eval-auc:0.694294	train-auc:0.999843
[91]	eval-auc:0.694128	train-auc:0.999855
[92]	eval-auc:0.694394	train-auc:0.99986
[93]	eval-auc:0.69451	train-auc:0.999861
[94]	eval-auc:0.69442	train-auc:0.999861
[95]	eval-auc:0.694894	train-auc:0.999865
[96]	eval-auc:0.695256	train-auc:0.999872
[97]	eval-auc:0.694982	train-auc:0.999875
[98]	eval-auc:0.694155	train-auc:0.999882
[99]	eval-auc:0.694061	train-auc:0.999884
[100]	eval-auc:0.694014	train-auc:0.999889
[101]	eval-auc:0.691984	train-auc:0.999887
[102]	eval-auc:0.691411	train-auc:0.999893
[103]	eval-auc:0.690618	train-auc:0.99992
[104]	eval-auc:0.690097	train-auc:0.999931
[105]	eval-auc:0.691425	train-auc:0.999938
[106]	eval-auc:0.690041	train-auc:0.999933
[107]	eval-auc:0.690435	train-auc:0.999934
[108]	eval-auc:0.690464	train-auc:0.999939
[109]	eval-auc:0.690737	train-auc:0.999938
[110]	eval-auc:0.690677	train-auc:0.99994
[111]	eval-auc:0.691541	train-auc:0.999951
[112]	eval-auc:0.692119	train-auc:0.99996
[113]	eval-auc:0.692209	train-auc:0.99996
[114]	eval-auc:0.691786	train-auc:0.99996
[115]	eval-auc:0.691125	train-auc:0.99996
[116]	eval-auc:0.691498	train-auc:0.999965
[117]	eval-auc:0.689853	train-auc:0.999971
[118]	eval-auc:0.690006	train-auc:0.999974
[119]	eval-auc:0.691184	train-auc:0.999972
[120]	eval-auc:0.690654	train-auc:0.999976
[121]	eval-auc:0.691084	train-auc:0.999977
[122]	eval-auc:0.691318	train-auc:0.999978
[123]	eval-auc:0.690836	train-auc:0.999978
[124]	eval-auc:0.690625	train-auc:0.999979
[125]	eval-auc:0.690254	train-auc:0.99999
[126]	eval-auc:0.689033	train-auc:0.999989
[127]	eval-auc:0.689369	train-auc:0.999989
[128]	eval-auc:0.689834	train-auc:0.999989
[129]	eval-auc:0.688379	train-auc:0.99999
[130]	eval-auc:0.688628	train-auc:0.999991
[131]	eval-auc:0.688631	train-auc:0.999991
[132]	eval-auc:0.688163	train-auc:0.999991
[133]	eval-auc:0.687315	train-auc:0.999992
[134]	eval-auc:0.686822	train-auc:0.999991
[135]	eval-auc:0.687242	train-auc:0.999991
[136]	eval-auc:0.685867	train-auc:0.999995
[137]	eval-auc:0.685398	train-auc:0.999996
[138]	eval-auc:0.685777	train-auc:0.999997
[139]	eval-auc:0.685556	train-auc:0.999998
[140]	eval-auc:0.685626	train-auc:0.999997
[141]	eval-auc:0.685894	train-auc:0.999998
[142]	eval-auc:0.685153	train-auc:0.999998
[143]	eval-auc:0.685451	train-auc:0.999998
[144]	eval-auc:0.686269	train-auc:0.999998
[145]	eval-auc:0.686228	train-auc:0.999998
[146]	eval-auc:0.686625	train-auc:0.999999
[147]	eval-auc:0.686156	train-auc:0.999999
[148]	eval-auc:0.686369	train-auc:0.999999
[149]	eval-auc:0.686455	train-auc:0.999999
[150]	eval-auc:0.687773	train-auc:1
[151]	eval-auc:0.687871	train-auc:1
[152]	eval-auc:0.687501	train-auc:1
[153]	eval-auc:0.687513	train-auc:1
[154]	eval-auc:0.687682	train-auc:1
[155]	eval-auc:0.688189	train-auc:1
[156]	eval-auc:0.688044	train-auc:1
[157]	eval-auc:0.688532	train-auc:1
	Score 0.688531654667495


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 8, 'min_child_weight': 2.0, 'n_estimators': 188.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.697125	train-auc:0.795921
[1]	eval-auc:0.668344	train-auc:0.835118
[2]	eval-auc:0.690647	train-auc:0.867733
[3]	eval-auc:0.697215	train-auc:0.883855
[4]	eval-auc:0.694743	train-auc:0.898724
[5]	eval-auc:0.690387	train-auc:0.911282
[6]	eval-auc:0.688387	train-auc:0.918573
[7]	eval-auc:0.691077	train-auc:0.923102
[8]	eval-auc:0.696091	train-auc:0.927866
[9]	eval-auc:0.697024	train-auc:0.93289
[10]	eval-auc:0.698573	train-auc:0.936637
[11]	eval-auc:0.695804	train-auc:0.938167
[12]	eval-auc:0.698168	train-auc:0.941004
[13]	eval-auc:0.697648	train-auc:0.942421
[14]	eval-auc:0.698898	train-auc:0.946395
[15]	eval-auc:0.698926	train-auc:0.947615
[16]	eval-auc:0.699425	train-auc:0.951285
[17]	eval-auc:0.701719	train-auc:0.953414
[18]	eval-auc:0.70146	train-auc:0.95429
[19]	eval-auc:0.702296	train-auc:0.955614
[20]	eval-auc:0.705053	train-auc:0.956166
[21]	eval-auc:0.704332	train-auc:0.957035
[22]	eval-auc:0.706836	train-auc:0.958865
[23]	eval-auc:0.706782	train-auc:0.95872
[24]	eval-auc:0.707211	train-auc:0.95929
[25]	eval-auc:0.707753	train-auc:0.959357
[26]	eval-auc:0.706565	train-auc:0.960154
[27]	eval-auc:0.708463	train-auc:0.962207
[28]	eval-auc:0.707977	train-auc:0.962079
[29]	eval-auc:0.708227	train-auc:0.96278
[30]	eval-auc:0.707657	train-auc:0.963707
[31]	eval-auc:0.70675	train-auc:0.965024
[32]	eval-auc:0.705797	train-auc:0.966337
[33]	eval-auc:0.704762	train-auc:0.967158
[34]	eval-auc:0.703195	train-auc:0.968305
[35]	eval-auc:0.701924	train-auc:0.968892
[36]	eval-auc:0.702457	train-auc:0.970228
[37]	eval-auc:0.702248	train-auc:0.970616
[38]	eval-auc:0.701473	train-auc:0.97178
[39]	eval-auc:0.702236	train-auc:0.973019
[40]	eval-auc:0.702012	train-auc:0.974416
[41]	eval-auc:0.701981	train-auc:0.975164
[42]	eval-auc:0.701627	train-auc:0.975232
[43]	eval-auc:0.702893	train-auc:0.97601
[44]	eval-auc:0.703211	train-auc:0.976064
[45]	eval-auc:0.703275	train-auc:0.976626
[46]	eval-auc:0.703707	train-auc:0.977055
[47]	eval-auc:0.703856	train-auc:0.977609
[48]	eval-auc:0.703768	train-auc:0.977648
[49]	eval-auc:0.704026	train-auc:0.978402
[50]	eval-auc:0.704403	train-auc:0.978769
[51]	eval-auc:0.704018	train-auc:0.9796
[52]	eval-auc:0.704243	train-auc:0.979727
[53]	eval-auc:0.704686	train-auc:0.980584
[54]	eval-auc:0.704423	train-auc:0.981613
[55]	eval-auc:0.704153	train-auc:0.982272
[56]	eval-auc:0.704125	train-auc:0.982765
[57]	eval-auc:0.703869	train-auc:0.983036
[58]	eval-auc:0.703045	train-auc:0.983612
[59]	eval-auc:0.702492	train-auc:0.983676
[60]	eval-auc:0.702105	train-auc:0.984067
[61]	eval-auc:0.701729	train-auc:0.984712
[62]	eval-auc:0.701857	train-auc:0.985004
[63]	eval-auc:0.700511	train-auc:0.985568
[64]	eval-auc:0.700077	train-auc:0.985848
[65]	eval-auc:0.700438	train-auc:0.98591
[66]	eval-auc:0.700069	train-auc:0.986446
[67]	eval-auc:0.701356	train-auc:0.987097
[68]	eval-auc:0.700921	train-auc:0.987646
[69]	eval-auc:0.700695	train-auc:0.987795
[70]	eval-auc:0.701	train-auc:0.988208
[71]	eval-auc:0.701726	train-auc:0.988658
[72]	eval-auc:0.70091	train-auc:0.988923
[73]	eval-auc:0.701431	train-auc:0.989197
[74]	eval-auc:0.701358	train-auc:0.989574
[75]	eval-auc:0.701874	train-auc:0.989865
[76]	eval-auc:0.70183	train-auc:0.989942
[77]	eval-auc:0.701828	train-auc:0.990445
[78]	eval-auc:0.701521	train-auc:0.990624
[79]	eval-auc:0.700799	train-auc:0.990798
[80]	eval-auc:0.700855	train-auc:0.990803
[81]	eval-auc:0.700223	train-auc:0.990897
[82]	eval-auc:0.700213	train-auc:0.991112
[83]	eval-auc:0.700371	train-auc:0.991184
[84]	eval-auc:0.70057	train-auc:0.991256
[85]	eval-auc:0.699794	train-auc:0.991481
[86]	eval-auc:0.699282	train-auc:0.991696
[87]	eval-auc:0.699208	train-auc:0.991788
[88]	eval-auc:0.699278	train-auc:0.992011
[89]	eval-auc:0.698707	train-auc:0.992226
[90]	eval-auc:0.698431	train-auc:0.992405
[91]	eval-auc:0.698964	train-auc:0.992682
[92]	eval-auc:0.698796	train-auc:0.993079
[93]	eval-auc:0.699224	train-auc:0.993095
[94]	eval-auc:0.699401	train-auc:0.993399
[95]	eval-auc:0.699054	train-auc:0.993501
[96]	eval-auc:0.698999	train-auc:0.993565
[97]	eval-auc:0.699392	train-auc:0.993629
[98]	eval-auc:0.699542	train-auc:0.993757
[99]	eval-auc:0.698903	train-auc:0.993961
[100]	eval-auc:0.699084	train-auc:0.994068
[101]	eval-auc:0.699378	train-auc:0.994292
[102]	eval-auc:0.69939	train-auc:0.994365
[103]	eval-auc:0.69941	train-auc:0.994449
[104]	eval-auc:0.699058	train-auc:0.99457
[105]	eval-auc:0.699537	train-auc:0.994669
[106]	eval-auc:0.700213	train-auc:0.994805
[107]	eval-auc:0.700353	train-auc:0.994907
[108]	eval-auc:0.700395	train-auc:0.994967
[109]	eval-auc:0.700768	train-auc:0.995021
[110]	eval-auc:0.700735	train-auc:0.995029
[111]	eval-auc:0.700892	train-auc:0.995209
[112]	eval-auc:0.700969	train-auc:0.995364
[113]	eval-auc:0.701039	train-auc:0.995446
[114]	eval-auc:0.701193	train-auc:0.995469
[115]	eval-auc:0.700816	train-auc:0.995556
[116]	eval-auc:0.701428	train-auc:0.995691
[117]	eval-auc:0.70138	train-auc:0.995751
[118]	eval-auc:0.70153	train-auc:0.995759
[119]	eval-auc:0.701423	train-auc:0.995843
[120]	eval-auc:0.700893	train-auc:0.996058
[121]	eval-auc:0.701038	train-auc:0.996111
[122]	eval-auc:0.701365	train-auc:0.996188
[123]	eval-auc:0.701017	train-auc:0.99624
[124]	eval-auc:0.701138	train-auc:0.996343
[125]	eval-auc:0.701361	train-auc:0.996456
[126]	eval-auc:0.701473	train-auc:0.996497
[127]	eval-auc:0.701148	train-auc:0.996584
[128]	eval-auc:0.701003	train-auc:0.996643
[129]	eval-auc:0.700922	train-auc:0.996682
[130]	eval-auc:0.700802	train-auc:0.996776
[131]	eval-auc:0.701175	train-auc:0.996881
[132]	eval-auc:0.701006	train-auc:0.996977
[133]	eval-auc:0.70093	train-auc:0.9971
[134]	eval-auc:0.701015	train-auc:0.997202
[135]	eval-auc:0.701109	train-auc:0.997353
[136]	eval-auc:0.701186	train-auc:0.997408
[137]	eval-auc:0.700995	train-auc:0.997462
[138]	eval-auc:0.701502	train-auc:0.997487
[139]	eval-auc:0.701519	train-auc:0.997529
[140]	eval-auc:0.701027	train-auc:0.997587
[141]	eval-auc:0.701103	train-auc:0.997579
[142]	eval-auc:0.701531	train-auc:0.997571
[143]	eval-auc:0.701638	train-auc:0.997627
[144]	eval-auc:0.701912	train-auc:0.997633
[145]	eval-auc:0.701913	train-auc:0.997655
[146]	eval-auc:0.702012	train-auc:0.997728
[147]	eval-auc:0.702061	train-auc:0.99778
[148]	eval-auc:0.70225	train-auc:0.997836
[149]	eval-auc:0.701942	train-auc:0.997889
[150]	eval-auc:0.702151	train-auc:0.99793
[151]	eval-auc:0.702043	train-auc:0.997992
[152]	eval-auc:0.702099	train-auc:0.998046
[153]	eval-auc:0.701945	train-auc:0.998051
[154]	eval-auc:0.702076	train-auc:0.998055
[155]	eval-auc:0.702513	train-auc:0.998117
[156]	eval-auc:0.702865	train-auc:0.998164
[157]	eval-auc:0.702778	train-auc:0.998199
[158]	eval-auc:0.702917	train-auc:0.998218
[159]	eval-auc:0.702777	train-auc:0.99821
[160]	eval-auc:0.702827	train-auc:0.998262
[161]	eval-auc:0.702776	train-auc:0.998274
[162]	eval-auc:0.702603	train-auc:0.998283
[163]	eval-auc:0.702475	train-auc:0.998293
[164]	eval-auc:0.702573	train-auc:0.998302
[165]	eval-auc:0.702641	train-auc:0.998326
[166]	eval-auc:0.702954	train-auc:0.998367
[167]	eval-auc:0.703448	train-auc:0.998379
[168]	eval-auc:0.703039	train-auc:0.99842
[169]	eval-auc:0.703045	train-auc:0.998437
[170]	eval-auc:0.703139	train-auc:0.998456
[171]	eval-auc:0.7032	train-auc:0.998472
[172]	eval-auc:0.703374	train-auc:0.998497
[173]	eval-auc:0.703214	train-auc:0.99851
[174]	eval-auc:0.703273	train-auc:0.998541
[175]	eval-auc:0.703215	train-auc:0.998558
[176]	eval-auc:0.7026	train-auc:0.998567
[177]	eval-auc:0.702641	train-auc:0.998588
[178]	eval-auc:0.702724	train-auc:0.998625
[179]	eval-auc:0.702727	train-auc:0.998631
[180]	eval-auc:0.702705	train-auc:0.998641
[181]	eval-auc:0.702734	train-auc:0.998696
[182]	eval-auc:0.702471	train-auc:0.998696
[183]	eval-auc:0.702392	train-auc:0.998713
[184]	eval-auc:0.702221	train-auc:0.998744
[185]	eval-auc:0.702139	train-auc:0.998749
[186]	eval-auc:0.701994	train-auc:0.998788
[187]	eval-auc:0.701722	train-auc:0.998792
	Score 0.7017216070362654


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.35000000000000003, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 9, 'min_child_weight': 1.0, 'n_estimators': 309.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.699335	train-auc:0.83035
[1]	eval-auc:0.665422	train-auc:0.891398
[2]	eval-auc:0.679571	train-auc:0.936301
[3]	eval-auc:0.684316	train-auc:0.961699
[4]	eval-auc:0.686313	train-auc:0.969645
[5]	eval-auc:0.684109	train-auc:0.978195
[6]	eval-auc:0.680607	train-auc:0.984332
[7]	eval-auc:0.686812	train-auc:0.987386
[8]	eval-auc:0.688154	train-auc:0.99071
[9]	eval-auc:0.687479	train-auc:0.992023
[10]	eval-auc:0.68995	train-auc:0.994072
[11]	eval-auc:0.687792	train-auc:0.994322
[12]	eval-auc:0.690157	train-auc:0.997004
[13]	eval-auc:0.690635	train-auc:0.997715
[14]	eval-auc:0.689981	train-auc:0.998096
[15]	eval-auc:0.688328	train-auc:0.998142
[16]	eval-auc:0.685419	train-auc:0.998381
[17]	eval-auc:0.686426	train-auc:0.99899
[18]	eval-auc:0.684906	train-auc:0.999314
[19]	eval-auc:0.685258	train-auc:0.999532
[20]	eval-auc:0.688346	train-auc:0.999668
[21]	eval-auc:0.686503	train-auc:0.999692
[22]	eval-auc:0.685204	train-auc:0.99968
[23]	eval-auc:0.684224	train-auc:0.999828
[24]	eval-auc:0.684219	train-auc:0.999875
[25]	eval-auc:0.687906	train-auc:0.999919
[26]	eval-auc:0.688338	train-auc:0.999937
[27]	eval-auc:0.689208	train-auc:0.999944
[28]	eval-auc:0.687726	train-auc:0.999946
[29]	eval-auc:0.68855	train-auc:0.999965
[30]	eval-auc:0.686642	train-auc:0.99997
[31]	eval-auc:0.687821	train-auc:0.999972
[32]	eval-auc:0.687411	train-auc:0.999969
[33]	eval-auc:0.685896	train-auc:0.999975
[34]	eval-auc:0.685529	train-auc:0.999985
[35]	eval-auc:0.684148	train-auc:0.999986
[36]	eval-auc:0.682164	train-auc:0.999988
[37]	eval-auc:0.682011	train-auc:0.999997
[38]	eval-auc:0.680543	train-auc:0.999997
[39]	eval-auc:0.680626	train-auc:0.999998
[40]	eval-auc:0.680641	train-auc:1
[41]	eval-auc:0.679415	train-auc:1
[42]	eval-auc:0.678809	train-auc:1
[43]	eval-auc:0.678972	train-auc:1
[44]	eval-auc:0.679899	train-auc:1
[45]	eval-auc:0.681137	train-auc:1
[46]	eval-auc:0.680685	train-auc:1
[47]	eval-auc:0.682046	train-auc:1
[48]	eval-auc:0.683517	train-auc:1
[49]	eval-auc:0.683033	train-auc:1
[50]	eval-auc:0.682661	train-auc:1
[51]	eval-auc:0.683482	train-auc:1
[52]	eval-auc:0.683863	train-auc:1
[53]	eval-auc:0.684594	train-auc:1
[54]	eval-auc:0.683724	train-auc:1
[55]	eval-auc:0.683657	train-auc:1
[56]	eval-auc:0.684259	train-auc:1
[57]	eval-auc:0.684396	train-auc:1
[58]	eval-auc:0.683928	train-auc:1
[59]	eval-auc:0.683855	train-auc:1
[60]	eval-auc:0.683121	train-auc:1
[61]	eval-auc:0.683121	train-auc:1
[62]	eval-auc:0.682454	train-auc:1
[63]	eval-auc:0.68208	train-auc:1
[64]	eval-auc:0.682042	train-auc:1
[65]	eval-auc:0.681746	train-auc:1
[66]	eval-auc:0.68171	train-auc:1
[67]	eval-auc:0.680373	train-auc:1
[68]	eval-auc:0.680082	train-auc:1
[69]	eval-auc:0.679347	train-auc:1
[70]	eval-auc:0.679286	train-auc:1
[71]	eval-auc:0.679057	train-auc:1
[72]	eval-auc:0.678795	train-auc:1
[73]	eval-auc:0.678479	train-auc:1
[74]	eval-auc:0.678057	train-auc:1
[75]	eval-auc:0.67841	train-auc:1
[76]	eval-auc:0.677967	train-auc:1
[77]	eval-auc:0.677582	train-auc:1
[78]	eval-auc:0.677929	train-auc:1
[79]	eval-auc:0.678188	train-auc:1
[80]	eval-auc:0.677697	train-auc:1
[81]	eval-auc:0.677053	train-auc:1
[82]	eval-auc:0.677256	train-auc:1
[83]	eval-auc:0.676781	train-auc:1
[84]	eval-auc:0.676676	train-auc:1
[85]	eval-auc:0.676577	train-auc:1
[86]	eval-auc:0.677891	train-auc:1
[87]	eval-auc:0.67823	train-auc:1
[88]	eval-auc:0.67823	train-auc:1
[89]	eval-auc:0.677949	train-auc:1
[90]	eval-auc:0.67772	train-auc:1
[91]	eval-auc:0.677338	train-auc:1
[92]	eval-auc:0.677656	train-auc:1
[93]	eval-auc:0.677521	train-auc:1
[94]	eval-auc:0.6767	train-auc:1
[95]	eval-auc:0.676603	train-auc:1
[96]	eval-auc:0.67645	train-auc:1
[97]	eval-auc:0.677154	train-auc:1
[98]	eval-auc:0.676933	train-auc:1
[99]	eval-auc:0.676537	train-auc:1
[100]	eval-auc:0.676537	train-auc:1
[101]	eval-auc:0.676539	train-auc:1
[102]	eval-auc:0.676851	train-auc:1
[103]	eval-auc:0.676118	train-auc:1
[104]	eval-auc:0.675232	train-auc:1
[105]	eval-auc:0.675232	train-auc:1
[106]	eval-auc:0.675352	train-auc:1
[107]	eval-auc:0.675118	train-auc:1
[108]	eval-auc:0.675194	train-auc:1
[109]	eval-auc:0.674874	train-auc:1
[110]	eval-auc:0.676934	train-auc:1
[111]	eval-auc:0.676709	train-auc:1
[112]	eval-auc:0.676709	train-auc:1
[113]	eval-auc:0.676709	train-auc:1
[114]	eval-auc:0.676709	train-auc:1
[115]	eval-auc:0.676715	train-auc:1
[116]	eval-auc:0.676491	train-auc:1
[117]	eval-auc:0.676572	train-auc:1
[118]	eval-auc:0.676167	train-auc:1
[119]	eval-auc:0.676033	train-auc:1
[120]	eval-auc:0.676036	train-auc:1
[121]	eval-auc:0.677801	train-auc:1
[122]	eval-auc:0.677448	train-auc:1
[123]	eval-auc:0.677518	train-auc:1
[124]	eval-auc:0.677518	train-auc:1
[125]	eval-auc:0.677742	train-auc:1
[126]	eval-auc:0.677742	train-auc:1
[127]	eval-auc:0.677742	train-auc:1
[128]	eval-auc:0.677742	train-auc:1
[129]	eval-auc:0.677742	train-auc:1
[130]	eval-auc:0.67987	train-auc:1
[131]	eval-auc:0.67987	train-auc:1
[132]	eval-auc:0.679787	train-auc:1
[133]	eval-auc:0.679787	train-auc:1
[134]	eval-auc:0.678992	train-auc:1
[135]	eval-auc:0.678992	train-auc:1
[136]	eval-auc:0.678992	train-auc:1
[137]	eval-auc:0.678992	train-auc:1
[138]	eval-auc:0.679302	train-auc:1
[139]	eval-auc:0.679401	train-auc:1
[140]	eval-auc:0.67919	train-auc:1
[141]	eval-auc:0.680239	train-auc:1
[142]	eval-auc:0.680615	train-auc:1
[143]	eval-auc:0.680615	train-auc:1
[144]	eval-auc:0.680953	train-auc:1
[145]	eval-auc:0.680953	train-auc:1
[146]	eval-auc:0.680953	train-auc:1
[147]	eval-auc:0.680953	train-auc:1
[148]	eval-auc:0.680697	train-auc:1
[149]	eval-auc:0.680697	train-auc:1
[150]	eval-auc:0.679934	train-auc:1
[151]	eval-auc:0.679916	train-auc:1
[152]	eval-auc:0.680029	train-auc:1
[153]	eval-auc:0.680017	train-auc:1
[154]	eval-auc:0.680017	train-auc:1
[155]	eval-auc:0.680017	train-auc:1
[156]	eval-auc:0.679487	train-auc:1
[157]	eval-auc:0.679487	train-auc:1
[158]	eval-auc:0.679487	train-auc:1
[159]	eval-auc:0.679487	train-auc:1
[160]	eval-auc:0.679547	train-auc:1
[161]	eval-auc:0.679163	train-auc:1
[162]	eval-auc:0.679163	train-auc:1
[163]	eval-auc:0.679163	train-auc:1
[164]	eval-auc:0.679163	train-auc:1
[165]	eval-auc:0.679151	train-auc:1
[166]	eval-auc:0.679053	train-auc:1
[167]	eval-auc:0.679101	train-auc:1
[168]	eval-auc:0.679101	train-auc:1
[169]	eval-auc:0.679101	train-auc:1
[170]	eval-auc:0.679101	train-auc:1
[171]	eval-auc:0.679101	train-auc:1
[172]	eval-auc:0.678896	train-auc:1
[173]	eval-auc:0.678896	train-auc:1
[174]	eval-auc:0.678896	train-auc:1
[175]	eval-auc:0.678412	train-auc:1
[176]	eval-auc:0.678139	train-auc:1
[177]	eval-auc:0.678139	train-auc:1
[178]	eval-auc:0.678139	train-auc:1
[179]	eval-auc:0.678139	train-auc:1
[180]	eval-auc:0.678139	train-auc:1
[181]	eval-auc:0.678139	train-auc:1
[182]	eval-auc:0.678139	train-auc:1
[183]	eval-auc:0.678305	train-auc:1
[184]	eval-auc:0.678305	train-auc:1
[185]	eval-auc:0.67855	train-auc:1
[186]	eval-auc:0.67855	train-auc:1
[187]	eval-auc:0.678497	train-auc:1
[188]	eval-auc:0.678483	train-auc:1
[189]	eval-auc:0.679427	train-auc:1
[190]	eval-auc:0.679427	train-auc:1
[191]	eval-auc:0.679027	train-auc:1
[192]	eval-auc:0.679229	train-auc:1
[193]	eval-auc:0.679229	train-auc:1
[194]	eval-auc:0.679375	train-auc:1
[195]	eval-auc:0.679375	train-auc:1
[196]	eval-auc:0.679375	train-auc:1
[197]	eval-auc:0.679375	train-auc:1
[198]	eval-auc:0.679375	train-auc:1
[199]	eval-auc:0.679375	train-auc:1
[200]	eval-auc:0.679375	train-auc:1
[201]	eval-auc:0.679375	train-auc:1
[202]	eval-auc:0.679375	train-auc:1
[203]	eval-auc:0.679685	train-auc:1
[204]	eval-auc:0.679707	train-auc:1
[205]	eval-auc:0.679692	train-auc:1
[206]	eval-auc:0.679692	train-auc:1
[207]	eval-auc:0.679692	train-auc:1
[208]	eval-auc:0.679692	train-auc:1
[209]	eval-auc:0.679692	train-auc:1
[210]	eval-auc:0.679692	train-auc:1
[211]	eval-auc:0.679692	train-auc:1
[212]	eval-auc:0.679452	train-auc:1
[213]	eval-auc:0.679452	train-auc:1
[214]	eval-auc:0.679452	train-auc:1
[215]	eval-auc:0.679452	train-auc:1
[216]	eval-auc:0.679452	train-auc:1
[217]	eval-auc:0.679452	train-auc:1
[218]	eval-auc:0.679452	train-auc:1
[219]	eval-auc:0.679452	train-auc:1
[220]	eval-auc:0.679203	train-auc:1
[221]	eval-auc:0.679203	train-auc:1
[222]	eval-auc:0.679203	train-auc:1
[223]	eval-auc:0.679203	train-auc:1
[224]	eval-auc:0.679484	train-auc:1
[225]	eval-auc:0.679484	train-auc:1
[226]	eval-auc:0.679484	train-auc:1
[227]	eval-auc:0.679484	train-auc:1
[228]	eval-auc:0.679484	train-auc:1
[229]	eval-auc:0.679484	train-auc:1
[230]	eval-auc:0.679229	train-auc:1
[231]	eval-auc:0.679229	train-auc:1
[232]	eval-auc:0.679229	train-auc:1
[233]	eval-auc:0.679229	train-auc:1
[234]	eval-auc:0.679229	train-auc:1
[235]	eval-auc:0.679229	train-auc:1
[236]	eval-auc:0.679263	train-auc:1
[237]	eval-auc:0.679263	train-auc:1
[238]	eval-auc:0.679057	train-auc:1
[239]	eval-auc:0.679057	train-auc:1
[240]	eval-auc:0.679057	train-auc:1
[241]	eval-auc:0.678754	train-auc:1
[242]	eval-auc:0.678754	train-auc:1
[243]	eval-auc:0.678754	train-auc:1
[244]	eval-auc:0.678754	train-auc:1
[245]	eval-auc:0.678754	train-auc:1
[246]	eval-auc:0.678754	train-auc:1
[247]	eval-auc:0.678754	train-auc:1
[248]	eval-auc:0.678754	train-auc:1
[249]	eval-auc:0.678226	train-auc:1
[250]	eval-auc:0.678311	train-auc:1
[251]	eval-auc:0.678311	train-auc:1
[252]	eval-auc:0.678311	train-auc:1
[253]	eval-auc:0.678311	train-auc:1
[254]	eval-auc:0.678311	train-auc:1
[255]	eval-auc:0.678311	train-auc:1
[256]	eval-auc:0.678311	train-auc:1
[257]	eval-auc:0.678311	train-auc:1
[258]	eval-auc:0.678311	train-auc:1
[259]	eval-auc:0.678311	train-auc:1
[260]	eval-auc:0.678311	train-auc:1
[261]	eval-auc:0.678311	train-auc:1
[262]	eval-auc:0.678311	train-auc:1
[263]	eval-auc:0.678311	train-auc:1
[264]	eval-auc:0.678311	train-auc:1
[265]	eval-auc:0.678311	train-auc:1
[266]	eval-auc:0.678311	train-auc:1
[267]	eval-auc:0.678453	train-auc:1
[268]	eval-auc:0.678702	train-auc:1
[269]	eval-auc:0.678702	train-auc:1
[270]	eval-auc:0.678702	train-auc:1
[271]	eval-auc:0.678702	train-auc:1
[272]	eval-auc:0.678702	train-auc:1
[273]	eval-auc:0.678702	train-auc:1
[274]	eval-auc:0.678702	train-auc:1
[275]	eval-auc:0.678702	train-auc:1
[276]	eval-auc:0.678118	train-auc:1
[277]	eval-auc:0.678096	train-auc:1
[278]	eval-auc:0.678096	train-auc:1
[279]	eval-auc:0.678718	train-auc:1
[280]	eval-auc:0.678718	train-auc:1
[281]	eval-auc:0.678718	train-auc:1
[282]	eval-auc:0.678718	train-auc:1
[283]	eval-auc:0.678718	train-auc:1
[284]	eval-auc:0.678718	train-auc:1
[285]	eval-auc:0.678718	train-auc:1
[286]	eval-auc:0.678718	train-auc:1
[287]	eval-auc:0.678718	train-auc:1
[288]	eval-auc:0.678718	train-auc:1
[289]	eval-auc:0.67848	train-auc:1
[290]	eval-auc:0.67848	train-auc:1
[291]	eval-auc:0.678649	train-auc:1
[292]	eval-auc:0.678649	train-auc:1
[293]	eval-auc:0.678649	train-auc:1
[294]	eval-auc:0.678649	train-auc:1
[295]	eval-auc:0.678649	train-auc:1
[296]	eval-auc:0.678649	train-auc:1
[297]	eval-auc:0.678649	train-auc:1
[298]	eval-auc:0.678649	train-auc:1
[299]	eval-auc:0.678649	train-auc:1
[300]	eval-auc:0.678649	train-auc:1
[301]	eval-auc:0.678649	train-auc:1
[302]	eval-auc:0.678649	train-auc:1
[303]	eval-auc:0.67829	train-auc:1
[304]	eval-auc:0.67829	train-auc:1
[305]	eval-auc:0.67829	train-auc:1
[306]	eval-auc:0.67829	train-auc:1
[307]	eval-auc:0.67829	train-auc:1
[308]	eval-auc:0.67829	train-auc:1
	Score 0.6782897221308579


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 2.0, 'n_estimators': 102.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.670001	train-auc:0.693693
[1]	eval-auc:0.664128	train-auc:0.707904
[2]	eval-auc:0.681544	train-auc:0.718779
[3]	eval-auc:0.678702	train-auc:0.726058
[4]	eval-auc:0.688638	train-auc:0.735463
[5]	eval-auc:0.687645	train-auc:0.732108
[6]	eval-auc:0.688025	train-auc:0.735029
[7]	eval-auc:0.688197	train-auc:0.732399
[8]	eval-auc:0.693254	train-auc:0.740602
[9]	eval-auc:0.695608	train-auc:0.742234
[10]	eval-auc:0.697994	train-auc:0.74805
[11]	eval-auc:0.69706	train-auc:0.751254
[12]	eval-auc:0.697622	train-auc:0.751026
[13]	eval-auc:0.701239	train-auc:0.752098
[14]	eval-auc:0.700301	train-auc:0.752341
[15]	eval-auc:0.702208	train-auc:0.756155
[16]	eval-auc:0.703077	train-auc:0.76153
[17]	eval-auc:0.703447	train-auc:0.767208
[18]	eval-auc:0.7026	train-auc:0.769013
[19]	eval-auc:0.704551	train-auc:0.775518
[20]	eval-auc:0.705755	train-auc:0.77503
[21]	eval-auc:0.706748	train-auc:0.77887
[22]	eval-auc:0.70726	train-auc:0.781949
[23]	eval-auc:0.708101	train-auc:0.783327
[24]	eval-auc:0.708017	train-auc:0.787254
[25]	eval-auc:0.70899	train-auc:0.78886
[26]	eval-auc:0.7081	train-auc:0.79132
[27]	eval-auc:0.709054	train-auc:0.794087
[28]	eval-auc:0.709453	train-auc:0.793107
[29]	eval-auc:0.708295	train-auc:0.793614
[30]	eval-auc:0.709403	train-auc:0.79645
[31]	eval-auc:0.709236	train-auc:0.797102
[32]	eval-auc:0.709311	train-auc:0.799074
[33]	eval-auc:0.709074	train-auc:0.801584
[34]	eval-auc:0.708395	train-auc:0.803257
[35]	eval-auc:0.709139	train-auc:0.807949
[36]	eval-auc:0.707507	train-auc:0.810723
[37]	eval-auc:0.709405	train-auc:0.813229
[38]	eval-auc:0.709809	train-auc:0.815129
[39]	eval-auc:0.709619	train-auc:0.817266
[40]	eval-auc:0.711041	train-auc:0.818527
[41]	eval-auc:0.709883	train-auc:0.821496
[42]	eval-auc:0.710189	train-auc:0.821708
[43]	eval-auc:0.709552	train-auc:0.823599
[44]	eval-auc:0.709806	train-auc:0.823965
[45]	eval-auc:0.709376	train-auc:0.82459
[46]	eval-auc:0.709518	train-auc:0.827213
[47]	eval-auc:0.708399	train-auc:0.827679
[48]	eval-auc:0.708703	train-auc:0.827916
[49]	eval-auc:0.709055	train-auc:0.828409
[50]	eval-auc:0.708885	train-auc:0.828464
[51]	eval-auc:0.707576	train-auc:0.829834
[52]	eval-auc:0.709585	train-auc:0.831779
[53]	eval-auc:0.71047	train-auc:0.835657
[54]	eval-auc:0.710298	train-auc:0.835825
[55]	eval-auc:0.71034	train-auc:0.836587
[56]	eval-auc:0.70941	train-auc:0.837954
[57]	eval-auc:0.708752	train-auc:0.838237
[58]	eval-auc:0.709072	train-auc:0.839924
[59]	eval-auc:0.707817	train-auc:0.841386
[60]	eval-auc:0.708344	train-auc:0.842995
[61]	eval-auc:0.708673	train-auc:0.843674
[62]	eval-auc:0.708889	train-auc:0.844164
[63]	eval-auc:0.70846	train-auc:0.844879
[64]	eval-auc:0.707901	train-auc:0.846366
[65]	eval-auc:0.708029	train-auc:0.846131
[66]	eval-auc:0.707794	train-auc:0.84846
[67]	eval-auc:0.707438	train-auc:0.848892
[68]	eval-auc:0.707863	train-auc:0.850657
[69]	eval-auc:0.708181	train-auc:0.851899
[70]	eval-auc:0.706284	train-auc:0.853681
[71]	eval-auc:0.704651	train-auc:0.855502
[72]	eval-auc:0.703984	train-auc:0.856505
[73]	eval-auc:0.704959	train-auc:0.856852
[74]	eval-auc:0.704303	train-auc:0.858814
[75]	eval-auc:0.70551	train-auc:0.860426
[76]	eval-auc:0.706526	train-auc:0.86271
[77]	eval-auc:0.706192	train-auc:0.86351
[78]	eval-auc:0.707159	train-auc:0.865023
[79]	eval-auc:0.707714	train-auc:0.865048
[80]	eval-auc:0.707644	train-auc:0.867031
[81]	eval-auc:0.708999	train-auc:0.867536
[82]	eval-auc:0.709768	train-auc:0.868442
[83]	eval-auc:0.710381	train-auc:0.86758
[84]	eval-auc:0.711143	train-auc:0.868423
[85]	eval-auc:0.71101	train-auc:0.870018
[86]	eval-auc:0.712029	train-auc:0.870903
[87]	eval-auc:0.710919	train-auc:0.871792
[88]	eval-auc:0.711147	train-auc:0.873064
[89]	eval-auc:0.711543	train-auc:0.874655
[90]	eval-auc:0.71123	train-auc:0.875038
[91]	eval-auc:0.711144	train-auc:0.875679
[92]	eval-auc:0.711105	train-auc:0.876412
[93]	eval-auc:0.711138	train-auc:0.877032
[94]	eval-auc:0.711295	train-auc:0.877656
[95]	eval-auc:0.712143	train-auc:0.878349
[96]	eval-auc:0.712	train-auc:0.878851
[97]	eval-auc:0.71191	train-auc:0.879529
[98]	eval-auc:0.711312	train-auc:0.880912
[99]	eval-auc:0.711629	train-auc:0.881336
[100]	eval-auc:0.710037	train-auc:0.882024
[101]	eval-auc:0.710171	train-auc:0.882746
	Score 0.710171277515867


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 12, 'min_child_weight': 3.0, 'n_estimators': 356.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.632219	train-auc:0.84061
[1]	eval-auc:0.650586	train-auc:0.93117
[2]	eval-auc:0.631885	train-auc:0.95921
[3]	eval-auc:0.640424	train-auc:0.975987
[4]	eval-auc:0.658954	train-auc:0.984737
[5]	eval-auc:0.654227	train-auc:0.989461
[6]	eval-auc:0.660883	train-auc:0.9933
[7]	eval-auc:0.654007	train-auc:0.994903
[8]	eval-auc:0.662286	train-auc:0.996416
[9]	eval-auc:0.66436	train-auc:0.9974
[10]	eval-auc:0.665197	train-auc:0.998149
[11]	eval-auc:0.660745	train-auc:0.998602
[12]	eval-auc:0.659754	train-auc:0.999044
[13]	eval-auc:0.659256	train-auc:0.999391
[14]	eval-auc:0.658899	train-auc:0.999417
[15]	eval-auc:0.659677	train-auc:0.999551
[16]	eval-auc:0.658404	train-auc:0.999615
[17]	eval-auc:0.664891	train-auc:0.999773
[18]	eval-auc:0.660571	train-auc:0.999799
[19]	eval-auc:0.669261	train-auc:0.999856
[20]	eval-auc:0.670062	train-auc:0.999861
[21]	eval-auc:0.671278	train-auc:0.999893
[22]	eval-auc:0.672531	train-auc:0.999929
[23]	eval-auc:0.678536	train-auc:0.999947
[24]	eval-auc:0.683846	train-auc:0.999979
[25]	eval-auc:0.682818	train-auc:0.999981
[26]	eval-auc:0.683303	train-auc:0.999994
[27]	eval-auc:0.687297	train-auc:0.999995
[28]	eval-auc:0.686554	train-auc:0.999995
[29]	eval-auc:0.688291	train-auc:0.999997
[30]	eval-auc:0.686732	train-auc:0.999997
[31]	eval-auc:0.685546	train-auc:0.999997
[32]	eval-auc:0.684477	train-auc:0.999998
[33]	eval-auc:0.685039	train-auc:0.999998
[34]	eval-auc:0.684024	train-auc:0.999998
[35]	eval-auc:0.683621	train-auc:0.999998
[36]	eval-auc:0.682733	train-auc:0.999998
[37]	eval-auc:0.682194	train-auc:0.999999
[38]	eval-auc:0.682039	train-auc:0.999999
[39]	eval-auc:0.681883	train-auc:0.999999
[40]	eval-auc:0.682342	train-auc:0.999999
[41]	eval-auc:0.681993	train-auc:0.999999
[42]	eval-auc:0.68139	train-auc:0.999999
[43]	eval-auc:0.68084	train-auc:1
[44]	eval-auc:0.684397	train-auc:1
[45]	eval-auc:0.684264	train-auc:1
[46]	eval-auc:0.686761	train-auc:1
[47]	eval-auc:0.685954	train-auc:1
[48]	eval-auc:0.685804	train-auc:1
[49]	eval-auc:0.68571	train-auc:1
[50]	eval-auc:0.684703	train-auc:1
[51]	eval-auc:0.685384	train-auc:1
[52]	eval-auc:0.685425	train-auc:0.999999
[53]	eval-auc:0.685469	train-auc:1
[54]	eval-auc:0.684402	train-auc:1
[55]	eval-auc:0.684094	train-auc:1
[56]	eval-auc:0.683724	train-auc:1
[57]	eval-auc:0.68312	train-auc:1
[58]	eval-auc:0.682926	train-auc:1
[59]	eval-auc:0.685844	train-auc:1
[60]	eval-auc:0.687132	train-auc:1
[61]	eval-auc:0.687286	train-auc:1
[62]	eval-auc:0.687329	train-auc:1
[63]	eval-auc:0.689864	train-auc:1
[64]	eval-auc:0.689847	train-auc:1
[65]	eval-auc:0.690773	train-auc:1
[66]	eval-auc:0.690589	train-auc:1
[67]	eval-auc:0.689864	train-auc:1
[68]	eval-auc:0.689543	train-auc:1
[69]	eval-auc:0.689409	train-auc:1
[70]	eval-auc:0.690204	train-auc:1
[71]	eval-auc:0.690686	train-auc:1
[72]	eval-auc:0.691464	train-auc:1
[73]	eval-auc:0.691204	train-auc:1
[74]	eval-auc:0.691142	train-auc:1
[75]	eval-auc:0.691728	train-auc:1
[76]	eval-auc:0.690837	train-auc:1
[77]	eval-auc:0.690181	train-auc:1
[78]	eval-auc:0.690501	train-auc:1
[79]	eval-auc:0.690869	train-auc:1
[80]	eval-auc:0.692549	train-auc:1
[81]	eval-auc:0.692664	train-auc:1
[82]	eval-auc:0.692573	train-auc:1
[83]	eval-auc:0.692	train-auc:1
[84]	eval-auc:0.692879	train-auc:1
[85]	eval-auc:0.692629	train-auc:1
[86]	eval-auc:0.692744	train-auc:1
[87]	eval-auc:0.693053	train-auc:1
[88]	eval-auc:0.693456	train-auc:1
[89]	eval-auc:0.693647	train-auc:1
[90]	eval-auc:0.693627	train-auc:1
[91]	eval-auc:0.692765	train-auc:1
[92]	eval-auc:0.692798	train-auc:1
[93]	eval-auc:0.692357	train-auc:1
[94]	eval-auc:0.692252	train-auc:1
[95]	eval-auc:0.692692	train-auc:1
[96]	eval-auc:0.692565	train-auc:1
[97]	eval-auc:0.692469	train-auc:1
[98]	eval-auc:0.692208	train-auc:1
[99]	eval-auc:0.69254	train-auc:1
[100]	eval-auc:0.693333	train-auc:1
[101]	eval-auc:0.693273	train-auc:1
[102]	eval-auc:0.693027	train-auc:1
[103]	eval-auc:0.692798	train-auc:1
[104]	eval-auc:0.692701	train-auc:1
[105]	eval-auc:0.692375	train-auc:1
[106]	eval-auc:0.693318	train-auc:1
[107]	eval-auc:0.693315	train-auc:1
[108]	eval-auc:0.692692	train-auc:1
[109]	eval-auc:0.692783	train-auc:1
[110]	eval-auc:0.693126	train-auc:1
[111]	eval-auc:0.692728	train-auc:1
[112]	eval-auc:0.692444	train-auc:1
[113]	eval-auc:0.692319	train-auc:1
[114]	eval-auc:0.692473	train-auc:1
[115]	eval-auc:0.692054	train-auc:1
[116]	eval-auc:0.692311	train-auc:1
[117]	eval-auc:0.692	train-auc:1
[118]	eval-auc:0.692032	train-auc:1
[119]	eval-auc:0.691813	train-auc:1
[120]	eval-auc:0.691723	train-auc:1
[121]	eval-auc:0.690948	train-auc:1
[122]	eval-auc:0.691011	train-auc:1
[123]	eval-auc:0.691291	train-auc:1
[124]	eval-auc:0.691324	train-auc:1
[125]	eval-auc:0.690957	train-auc:1
[126]	eval-auc:0.691315	train-auc:1
[127]	eval-auc:0.69104	train-auc:1
[128]	eval-auc:0.691247	train-auc:1
[129]	eval-auc:0.690778	train-auc:1
[130]	eval-auc:0.690434	train-auc:1
[131]	eval-auc:0.690615	train-auc:1
[132]	eval-auc:0.690065	train-auc:1
[133]	eval-auc:0.690598	train-auc:1
[134]	eval-auc:0.690551	train-auc:1
[135]	eval-auc:0.690834	train-auc:1
[136]	eval-auc:0.690957	train-auc:1
[137]	eval-auc:0.691527	train-auc:1
[138]	eval-auc:0.691436	train-auc:1
[139]	eval-auc:0.692101	train-auc:1
[140]	eval-auc:0.69207	train-auc:1
[141]	eval-auc:0.69197	train-auc:1
[142]	eval-auc:0.692102	train-auc:1
[143]	eval-auc:0.691784	train-auc:1
[144]	eval-auc:0.691716	train-auc:1
[145]	eval-auc:0.691769	train-auc:1
[146]	eval-auc:0.69163	train-auc:1
[147]	eval-auc:0.691597	train-auc:1
[148]	eval-auc:0.691498	train-auc:1
[149]	eval-auc:0.691378	train-auc:1
[150]	eval-auc:0.691203	train-auc:1
[151]	eval-auc:0.690974	train-auc:1
[152]	eval-auc:0.691172	train-auc:1
[153]	eval-auc:0.691067	train-auc:1
[154]	eval-auc:0.691143	train-auc:1
[155]	eval-auc:0.690986	train-auc:1
[156]	eval-auc:0.691603	train-auc:1
[157]	eval-auc:0.691796	train-auc:1
[158]	eval-auc:0.691972	train-auc:1
[159]	eval-auc:0.692744	train-auc:1
[160]	eval-auc:0.692469	train-auc:1
[161]	eval-auc:0.692568	train-auc:1
[162]	eval-auc:0.692527	train-auc:1
[163]	eval-auc:0.692383	train-auc:1
[164]	eval-auc:0.692285	train-auc:1
[165]	eval-auc:0.692791	train-auc:1
[166]	eval-auc:0.692302	train-auc:1
[167]	eval-auc:0.692299	train-auc:1
[168]	eval-auc:0.692526	train-auc:1
[169]	eval-auc:0.693269	train-auc:1
[170]	eval-auc:0.693411	train-auc:1
[171]	eval-auc:0.693012	train-auc:1
[172]	eval-auc:0.692973	train-auc:1
[173]	eval-auc:0.693062	train-auc:1
[174]	eval-auc:0.692989	train-auc:1
[175]	eval-auc:0.692533	train-auc:1
[176]	eval-auc:0.692704	train-auc:1
[177]	eval-auc:0.692699	train-auc:1
[178]	eval-auc:0.692474	train-auc:1
[179]	eval-auc:0.69245	train-auc:1
[180]	eval-auc:0.69245	train-auc:1
[181]	eval-auc:0.692705	train-auc:1
[182]	eval-auc:0.692705	train-auc:1
[183]	eval-auc:0.692631	train-auc:1
[184]	eval-auc:0.69259	train-auc:1
[185]	eval-auc:0.692669	train-auc:1
[186]	eval-auc:0.692526	train-auc:1
[187]	eval-auc:0.692431	train-auc:1
[188]	eval-auc:0.692666	train-auc:1
[189]	eval-auc:0.692742	train-auc:1
[190]	eval-auc:0.692742	train-auc:1
[191]	eval-auc:0.692776	train-auc:1
[192]	eval-auc:0.692829	train-auc:1
[193]	eval-auc:0.693065	train-auc:1
[194]	eval-auc:0.693065	train-auc:1
[195]	eval-auc:0.692894	train-auc:1
[196]	eval-auc:0.692853	train-auc:1
[197]	eval-auc:0.692603	train-auc:1
[198]	eval-auc:0.692725	train-auc:1
[199]	eval-auc:0.692725	train-auc:1
[200]	eval-auc:0.69211	train-auc:1
[201]	eval-auc:0.692038	train-auc:1
[202]	eval-auc:0.692026	train-auc:1
[203]	eval-auc:0.692094	train-auc:1
[204]	eval-auc:0.692086	train-auc:1
[205]	eval-auc:0.691923	train-auc:1
[206]	eval-auc:0.691474	train-auc:1
[207]	eval-auc:0.691446	train-auc:1
[208]	eval-auc:0.691324	train-auc:1
[209]	eval-auc:0.691918	train-auc:1
[210]	eval-auc:0.691905	train-auc:1
[211]	eval-auc:0.69199	train-auc:1
[212]	eval-auc:0.691921	train-auc:1
[213]	eval-auc:0.691962	train-auc:1
[214]	eval-auc:0.691871	train-auc:1
[215]	eval-auc:0.691825	train-auc:1
[216]	eval-auc:0.692028	train-auc:1
[217]	eval-auc:0.692141	train-auc:1
[218]	eval-auc:0.692067	train-auc:1
[219]	eval-auc:0.692501	train-auc:1
[220]	eval-auc:0.692258	train-auc:1
[221]	eval-auc:0.692153	train-auc:1
[222]	eval-auc:0.692634	train-auc:1
[223]	eval-auc:0.692514	train-auc:1
[224]	eval-auc:0.69273	train-auc:1
[225]	eval-auc:0.69278	train-auc:1
[226]	eval-auc:0.693106	train-auc:1
[227]	eval-auc:0.692871	train-auc:1
[228]	eval-auc:0.693146	train-auc:1
[229]	eval-auc:0.693085	train-auc:1
[230]	eval-auc:0.693178	train-auc:1
[231]	eval-auc:0.693217	train-auc:1
[232]	eval-auc:0.6932	train-auc:1
[233]	eval-auc:0.692858	train-auc:1
[234]	eval-auc:0.692975	train-auc:1
[235]	eval-auc:0.693164	train-auc:1
[236]	eval-auc:0.692739	train-auc:1
[237]	eval-auc:0.692747	train-auc:1
[238]	eval-auc:0.692754	train-auc:1
[239]	eval-auc:0.692573	train-auc:1
[240]	eval-auc:0.69264	train-auc:1
[241]	eval-auc:0.692501	train-auc:1
[242]	eval-auc:0.692476	train-auc:1
[243]	eval-auc:0.692498	train-auc:1
[244]	eval-auc:0.692477	train-auc:1
[245]	eval-auc:0.692203	train-auc:1
[246]	eval-auc:0.692192	train-auc:1
[247]	eval-auc:0.691836	train-auc:1
[248]	eval-auc:0.691714	train-auc:1
[249]	eval-auc:0.691932	train-auc:1
[250]	eval-auc:0.691953	train-auc:1
[251]	eval-auc:0.691678	train-auc:1
[252]	eval-auc:0.691658	train-auc:1
[253]	eval-auc:0.691647	train-auc:1
[254]	eval-auc:0.691848	train-auc:1
[255]	eval-auc:0.692259	train-auc:1
[256]	eval-auc:0.692335	train-auc:1
[257]	eval-auc:0.69223	train-auc:1
[258]	eval-auc:0.692264	train-auc:1
[259]	eval-auc:0.692174	train-auc:1
[260]	eval-auc:0.692174	train-auc:1
[261]	eval-auc:0.692174	train-auc:1
[262]	eval-auc:0.692203	train-auc:1
[263]	eval-auc:0.691965	train-auc:1
[264]	eval-auc:0.692125	train-auc:1
[265]	eval-auc:0.691892	train-auc:1
[266]	eval-auc:0.691871	train-auc:1
[267]	eval-auc:0.691949	train-auc:1
[268]	eval-auc:0.691781	train-auc:1
[269]	eval-auc:0.691866	train-auc:1
[270]	eval-auc:0.692268	train-auc:1
[271]	eval-auc:0.692268	train-auc:1
[272]	eval-auc:0.692177	train-auc:1
[273]	eval-auc:0.692119	train-auc:1
[274]	eval-auc:0.691799	train-auc:1
[275]	eval-auc:0.691799	train-auc:1
[276]	eval-auc:0.691743	train-auc:1
[277]	eval-auc:0.691432	train-auc:1
[278]	eval-auc:0.691522	train-auc:1
[279]	eval-auc:0.691402	train-auc:1
[280]	eval-auc:0.691408	train-auc:1
[281]	eval-auc:0.691294	train-auc:1
[282]	eval-auc:0.691158	train-auc:1
[283]	eval-auc:0.691154	train-auc:1
[284]	eval-auc:0.691154	train-auc:1
[285]	eval-auc:0.691154	train-auc:1
[286]	eval-auc:0.691154	train-auc:1
[287]	eval-auc:0.691206	train-auc:1
[288]	eval-auc:0.691292	train-auc:1
[289]	eval-auc:0.69134	train-auc:1
[290]	eval-auc:0.691496	train-auc:1
[291]	eval-auc:0.69156	train-auc:1
[292]	eval-auc:0.691524	train-auc:1
[293]	eval-auc:0.691445	train-auc:1
[294]	eval-auc:0.691181	train-auc:1
[295]	eval-auc:0.691002	train-auc:1
[296]	eval-auc:0.691059	train-auc:1
[297]	eval-auc:0.691163	train-auc:1
[298]	eval-auc:0.691187	train-auc:1
[299]	eval-auc:0.691306	train-auc:1
[300]	eval-auc:0.691486	train-auc:1
[301]	eval-auc:0.691548	train-auc:1
[302]	eval-auc:0.691347	train-auc:1
[303]	eval-auc:0.691487	train-auc:1
[304]	eval-auc:0.691563	train-auc:1
[305]	eval-auc:0.69148	train-auc:1
[306]	eval-auc:0.691516	train-auc:1
[307]	eval-auc:0.69128	train-auc:1
[308]	eval-auc:0.691402	train-auc:1
[309]	eval-auc:0.691451	train-auc:1
[310]	eval-auc:0.691251	train-auc:1
[311]	eval-auc:0.69123	train-auc:1
[312]	eval-auc:0.69123	train-auc:1
[313]	eval-auc:0.691221	train-auc:1
[314]	eval-auc:0.691221	train-auc:1
[315]	eval-auc:0.691314	train-auc:1
[316]	eval-auc:0.691344	train-auc:1
[317]	eval-auc:0.691344	train-auc:1
[318]	eval-auc:0.691344	train-auc:1
[319]	eval-auc:0.691454	train-auc:1
[320]	eval-auc:0.691547	train-auc:1
[321]	eval-auc:0.691547	train-auc:1
[322]	eval-auc:0.691429	train-auc:1
[323]	eval-auc:0.691429	train-auc:1
[324]	eval-auc:0.691428	train-auc:1
[325]	eval-auc:0.69144	train-auc:1
[326]	eval-auc:0.691598	train-auc:1
[327]	eval-auc:0.691681	train-auc:1
[328]	eval-auc:0.691767	train-auc:1
[329]	eval-auc:0.691818	train-auc:1
[330]	eval-auc:0.691921	train-auc:1
[331]	eval-auc:0.691886	train-auc:1
[332]	eval-auc:0.691711	train-auc:1
[333]	eval-auc:0.691711	train-auc:1
[334]	eval-auc:0.691682	train-auc:1
[335]	eval-auc:0.691682	train-auc:1
[336]	eval-auc:0.691682	train-auc:1
[337]	eval-auc:0.691711	train-auc:1
[338]	eval-auc:0.691647	train-auc:1
[339]	eval-auc:0.691618	train-auc:1
[340]	eval-auc:0.691775	train-auc:1
[341]	eval-auc:0.691775	train-auc:1
[342]	eval-auc:0.691713	train-auc:1
[343]	eval-auc:0.691819	train-auc:1
[344]	eval-auc:0.691819	train-auc:1
[345]	eval-auc:0.691819	train-auc:1
[346]	eval-auc:0.691757	train-auc:1
[347]	eval-auc:0.691923	train-auc:1
[348]	eval-auc:0.691696	train-auc:1
[349]	eval-auc:0.691837	train-auc:1
[350]	eval-auc:0.691798	train-auc:1
[351]	eval-auc:0.691837	train-auc:1
[352]	eval-auc:0.691728	train-auc:1
[353]	eval-auc:0.692932	train-auc:1
[354]	eval-auc:0.692932	train-auc:1
[355]	eval-auc:0.693115	train-auc:1
	Score 0.6931150945924546


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.45, 'eval_metric': 'auc', 'gamma': 0.9, 'max_depth': 6, 'min_child_weight': 1.0, 'n_estimators': 123.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.692561	train-auc:0.769337
[1]	eval-auc:0.690319	train-auc:0.80859
[2]	eval-auc:0.71288	train-auc:0.845308
[3]	eval-auc:0.713871	train-auc:0.861786
[4]	eval-auc:0.712815	train-auc:0.872983
[5]	eval-auc:0.712664	train-auc:0.880484
[6]	eval-auc:0.711487	train-auc:0.886233
[7]	eval-auc:0.709681	train-auc:0.896745
[8]	eval-auc:0.712206	train-auc:0.911064
[9]	eval-auc:0.713135	train-auc:0.920571
[10]	eval-auc:0.709939	train-auc:0.927456
[11]	eval-auc:0.70222	train-auc:0.937595
[12]	eval-auc:0.700749	train-auc:0.943805
[13]	eval-auc:0.703078	train-auc:0.949481
[14]	eval-auc:0.694374	train-auc:0.954923
[15]	eval-auc:0.694243	train-auc:0.958057
[16]	eval-auc:0.692655	train-auc:0.962014
[17]	eval-auc:0.695015	train-auc:0.965829
[18]	eval-auc:0.693074	train-auc:0.968164
[19]	eval-auc:0.689126	train-auc:0.971916
[20]	eval-auc:0.687947	train-auc:0.973362
[21]	eval-auc:0.685929	train-auc:0.975707
[22]	eval-auc:0.684056	train-auc:0.977636
[23]	eval-auc:0.685083	train-auc:0.979401
[24]	eval-auc:0.68375	train-auc:0.979729
[25]	eval-auc:0.683438	train-auc:0.980628
[26]	eval-auc:0.680842	train-auc:0.982349
[27]	eval-auc:0.681725	train-auc:0.983964
[28]	eval-auc:0.678558	train-auc:0.985091
[29]	eval-auc:0.678846	train-auc:0.986627
[30]	eval-auc:0.680213	train-auc:0.987147
[31]	eval-auc:0.679273	train-auc:0.988726
[32]	eval-auc:0.679456	train-auc:0.990245
[33]	eval-auc:0.678049	train-auc:0.991143
[34]	eval-auc:0.676738	train-auc:0.991597
[35]	eval-auc:0.677091	train-auc:0.992795
[36]	eval-auc:0.676861	train-auc:0.993183
[37]	eval-auc:0.677412	train-auc:0.993741
[38]	eval-auc:0.677014	train-auc:0.994627
[39]	eval-auc:0.68224	train-auc:0.995475
[40]	eval-auc:0.683598	train-auc:0.996337
[41]	eval-auc:0.685503	train-auc:0.99681
[42]	eval-auc:0.684321	train-auc:0.997049
[43]	eval-auc:0.684076	train-auc:0.997147
[44]	eval-auc:0.684123	train-auc:0.997308
[45]	eval-auc:0.682859	train-auc:0.997471
[46]	eval-auc:0.682966	train-auc:0.997794
[47]	eval-auc:0.682732	train-auc:0.997897
[48]	eval-auc:0.68227	train-auc:0.998147
[49]	eval-auc:0.681361	train-auc:0.998423
[50]	eval-auc:0.68142	train-auc:0.998616
[51]	eval-auc:0.681315	train-auc:0.998793
[52]	eval-auc:0.680936	train-auc:0.998806
[53]	eval-auc:0.68107	train-auc:0.998967
[54]	eval-auc:0.679409	train-auc:0.999123
[55]	eval-auc:0.680758	train-auc:0.999184
[56]	eval-auc:0.681346	train-auc:0.99929
[57]	eval-auc:0.681597	train-auc:0.999308
[58]	eval-auc:0.681081	train-auc:0.999504
[59]	eval-auc:0.68086	train-auc:0.999497
[60]	eval-auc:0.680225	train-auc:0.999621
[61]	eval-auc:0.680725	train-auc:0.999628
[62]	eval-auc:0.680569	train-auc:0.999652
[63]	eval-auc:0.679433	train-auc:0.999649
[64]	eval-auc:0.678614	train-auc:0.999676
[65]	eval-auc:0.678031	train-auc:0.999759
[66]	eval-auc:0.676071	train-auc:0.999757
[67]	eval-auc:0.674733	train-auc:0.999825
[68]	eval-auc:0.67256	train-auc:0.999852
[69]	eval-auc:0.670737	train-auc:0.999869
[70]	eval-auc:0.672464	train-auc:0.999882
[71]	eval-auc:0.671891	train-auc:0.999882
[72]	eval-auc:0.672488	train-auc:0.999885
[73]	eval-auc:0.672899	train-auc:0.999956
[74]	eval-auc:0.674026	train-auc:0.99996
[75]	eval-auc:0.676309	train-auc:0.999966
[76]	eval-auc:0.674137	train-auc:0.999977
[77]	eval-auc:0.672605	train-auc:0.999979
[78]	eval-auc:0.673757	train-auc:0.999986
[79]	eval-auc:0.673085	train-auc:0.999988
[80]	eval-auc:0.673554	train-auc:0.999987
[81]	eval-auc:0.673556	train-auc:0.999991
[82]	eval-auc:0.674226	train-auc:0.999991
[83]	eval-auc:0.674349	train-auc:0.999977
[84]	eval-auc:0.674343	train-auc:0.999977
[85]	eval-auc:0.675923	train-auc:0.999989
[86]	eval-auc:0.675696	train-auc:0.999989
[87]	eval-auc:0.67621	train-auc:0.99999
[88]	eval-auc:0.676596	train-auc:0.999992
[89]	eval-auc:0.676467	train-auc:0.999992
[90]	eval-auc:0.676606	train-auc:0.999992
[91]	eval-auc:0.675503	train-auc:0.999992
[92]	eval-auc:0.676109	train-auc:0.999995
[93]	eval-auc:0.675745	train-auc:0.999994
[94]	eval-auc:0.675029	train-auc:0.999997
[95]	eval-auc:0.676248	train-auc:0.999998
[96]	eval-auc:0.675503	train-auc:0.999999
[97]	eval-auc:0.676861	train-auc:0.999999
[98]	eval-auc:0.677126	train-auc:0.999999
[99]	eval-auc:0.677308	train-auc:0.999999
[100]	eval-auc:0.677295	train-auc:0.999999
[101]	eval-auc:0.676685	train-auc:1
[102]	eval-auc:0.676228	train-auc:1
[103]	eval-auc:0.677397	train-auc:1
[104]	eval-auc:0.67938	train-auc:1
[105]	eval-auc:0.67934	train-auc:1
[106]	eval-auc:0.679273	train-auc:1
[107]	eval-auc:0.678838	train-auc:1
[108]	eval-auc:0.678134	train-auc:1
[109]	eval-auc:0.678389	train-auc:1
[110]	eval-auc:0.680549	train-auc:1
[111]	eval-auc:0.680053	train-auc:1
[112]	eval-auc:0.679135	train-auc:1
[113]	eval-auc:0.678663	train-auc:1
[114]	eval-auc:0.678718	train-auc:1
[115]	eval-auc:0.678718	train-auc:1
[116]	eval-auc:0.677926	train-auc:1
[117]	eval-auc:0.678407	train-auc:1
[118]	eval-auc:0.6782	train-auc:1
[119]	eval-auc:0.679386	train-auc:1
[120]	eval-auc:0.680062	train-auc:1
[121]	eval-auc:0.679878	train-auc:1
[122]	eval-auc:0.678952	train-auc:1
	Score 0.678952112950578


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 1.0, 'max_depth': 13, 'min_child_weight': 2.0, 'n_estimators': 248.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.684837	train-auc:0.87065
[1]	eval-auc:0.665994	train-auc:0.930039
[2]	eval-auc:0.674347	train-auc:0.964086
[3]	eval-auc:0.68904	train-auc:0.980688
[4]	eval-auc:0.692508	train-auc:0.990291
[5]	eval-auc:0.684608	train-auc:0.994244
[6]	eval-auc:0.684735	train-auc:0.995198
[7]	eval-auc:0.690572	train-auc:0.996554
[8]	eval-auc:0.692115	train-auc:0.997766
[9]	eval-auc:0.690135	train-auc:0.99855
[10]	eval-auc:0.692568	train-auc:0.999189
[11]	eval-auc:0.689701	train-auc:0.999391
[12]	eval-auc:0.68843	train-auc:0.99958
[13]	eval-auc:0.684975	train-auc:0.999703
[14]	eval-auc:0.685852	train-auc:0.999833
[15]	eval-auc:0.682165	train-auc:0.999907
[16]	eval-auc:0.680277	train-auc:0.999938
[17]	eval-auc:0.68282	train-auc:0.999959
[18]	eval-auc:0.68142	train-auc:0.99995
[19]	eval-auc:0.683077	train-auc:0.999963
[20]	eval-auc:0.683202	train-auc:0.99997
[21]	eval-auc:0.684291	train-auc:0.999985
[22]	eval-auc:0.68359	train-auc:0.999993
[23]	eval-auc:0.687463	train-auc:0.999994
[24]	eval-auc:0.688981	train-auc:0.999994
[25]	eval-auc:0.688363	train-auc:0.999996
[26]	eval-auc:0.687542	train-auc:0.999996
[27]	eval-auc:0.689333	train-auc:0.999999
[28]	eval-auc:0.690569	train-auc:0.999998
[29]	eval-auc:0.690179	train-auc:0.999999
[30]	eval-auc:0.690414	train-auc:0.999999
[31]	eval-auc:0.690092	train-auc:1
[32]	eval-auc:0.689232	train-auc:1
[33]	eval-auc:0.690155	train-auc:0.999999
[34]	eval-auc:0.690679	train-auc:0.999999
[35]	eval-auc:0.690791	train-auc:0.999999
[36]	eval-auc:0.690699	train-auc:0.999999
[37]	eval-auc:0.690176	train-auc:0.999999
[38]	eval-auc:0.688728	train-auc:1
[39]	eval-auc:0.687959	train-auc:1
[40]	eval-auc:0.687571	train-auc:1
[41]	eval-auc:0.687566	train-auc:1
[42]	eval-auc:0.687676	train-auc:1
[43]	eval-auc:0.688826	train-auc:1
[44]	eval-auc:0.688917	train-auc:1
[45]	eval-auc:0.688259	train-auc:1
[46]	eval-auc:0.689231	train-auc:1
[47]	eval-auc:0.68895	train-auc:1
[48]	eval-auc:0.689334	train-auc:1
[49]	eval-auc:0.689168	train-auc:1
[50]	eval-auc:0.689007	train-auc:1
[51]	eval-auc:0.689173	train-auc:1
[52]	eval-auc:0.68866	train-auc:1
[53]	eval-auc:0.688684	train-auc:1
[54]	eval-auc:0.688093	train-auc:1
[55]	eval-auc:0.688142	train-auc:1
[56]	eval-auc:0.687402	train-auc:1
[57]	eval-auc:0.688082	train-auc:1
[58]	eval-auc:0.689101	train-auc:1
[59]	eval-auc:0.689185	train-auc:1
[60]	eval-auc:0.688897	train-auc:1
[61]	eval-auc:0.689115	train-auc:1
[62]	eval-auc:0.689792	train-auc:1
[63]	eval-auc:0.690973	train-auc:1
[64]	eval-auc:0.690982	train-auc:1
[65]	eval-auc:0.691128	train-auc:1
[66]	eval-auc:0.691126	train-auc:1
[67]	eval-auc:0.69107	train-auc:1
[68]	eval-auc:0.691678	train-auc:1
[69]	eval-auc:0.692377	train-auc:1
[70]	eval-auc:0.69312	train-auc:1
[71]	eval-auc:0.693452	train-auc:1
[72]	eval-auc:0.692614	train-auc:1
[73]	eval-auc:0.692029	train-auc:1
[74]	eval-auc:0.691975	train-auc:1
[75]	eval-auc:0.691606	train-auc:1
[76]	eval-auc:0.690846	train-auc:1
[77]	eval-auc:0.690542	train-auc:1
[78]	eval-auc:0.690453	train-auc:1
[79]	eval-auc:0.690635	train-auc:1
[80]	eval-auc:0.690354	train-auc:1
[81]	eval-auc:0.690832	train-auc:1
[82]	eval-auc:0.691067	train-auc:1
[83]	eval-auc:0.691751	train-auc:1
[84]	eval-auc:0.691991	train-auc:1
[85]	eval-auc:0.692016	train-auc:1
[86]	eval-auc:0.692106	train-auc:1
[87]	eval-auc:0.691763	train-auc:1
[88]	eval-auc:0.691629	train-auc:1
[89]	eval-auc:0.692185	train-auc:1
[90]	eval-auc:0.692838	train-auc:1
[91]	eval-auc:0.692244	train-auc:1
[92]	eval-auc:0.692463	train-auc:1
[93]	eval-auc:0.692265	train-auc:1
[94]	eval-auc:0.691874	train-auc:1
[95]	eval-auc:0.692413	train-auc:1
[96]	eval-auc:0.692526	train-auc:1
[97]	eval-auc:0.692674	train-auc:1
[98]	eval-auc:0.692702	train-auc:1
[99]	eval-auc:0.692911	train-auc:1
[100]	eval-auc:0.693021	train-auc:1
[101]	eval-auc:0.692757	train-auc:1
[102]	eval-auc:0.693028	train-auc:1
[103]	eval-auc:0.69301	train-auc:1
[104]	eval-auc:0.692645	train-auc:1
[105]	eval-auc:0.692622	train-auc:1
[106]	eval-auc:0.693339	train-auc:1
[107]	eval-auc:0.693305	train-auc:1
[108]	eval-auc:0.693079	train-auc:1
[109]	eval-auc:0.692867	train-auc:1
[110]	eval-auc:0.692683	train-auc:1
[111]	eval-auc:0.692521	train-auc:1
[112]	eval-auc:0.692558	train-auc:1
[113]	eval-auc:0.692568	train-auc:1
[114]	eval-auc:0.692559	train-auc:1
[115]	eval-auc:0.692605	train-auc:1
[116]	eval-auc:0.692442	train-auc:1
[117]	eval-auc:0.692715	train-auc:1
[118]	eval-auc:0.692736	train-auc:1
[119]	eval-auc:0.69282	train-auc:1
[120]	eval-auc:0.692724	train-auc:1
[121]	eval-auc:0.693277	train-auc:1
[122]	eval-auc:0.693675	train-auc:1
[123]	eval-auc:0.693578	train-auc:1
[124]	eval-auc:0.693551	train-auc:1
[125]	eval-auc:0.693665	train-auc:1
[126]	eval-auc:0.693555	train-auc:1
[127]	eval-auc:0.693257	train-auc:1
[128]	eval-auc:0.693284	train-auc:1
[129]	eval-auc:0.693002	train-auc:1
[130]	eval-auc:0.692835	train-auc:1
[131]	eval-auc:0.692849	train-auc:1
[132]	eval-auc:0.693033	train-auc:1
[133]	eval-auc:0.693071	train-auc:1
[134]	eval-auc:0.693263	train-auc:1
[135]	eval-auc:0.693511	train-auc:1
[136]	eval-auc:0.693488	train-auc:1
[137]	eval-auc:0.693299	train-auc:1
[138]	eval-auc:0.693374	train-auc:1
[139]	eval-auc:0.69301	train-auc:1
[140]	eval-auc:0.693025	train-auc:1
[141]	eval-auc:0.693188	train-auc:1
[142]	eval-auc:0.693188	train-auc:1
[143]	eval-auc:0.693223	train-auc:1
[144]	eval-auc:0.693494	train-auc:1
[145]	eval-auc:0.693313	train-auc:1
[146]	eval-auc:0.693234	train-auc:1
[147]	eval-auc:0.693234	train-auc:1
[148]	eval-auc:0.693168	train-auc:1
[149]	eval-auc:0.692297	train-auc:1
[150]	eval-auc:0.692283	train-auc:1
[151]	eval-auc:0.692308	train-auc:1
[152]	eval-auc:0.692456	train-auc:1
[153]	eval-auc:0.692876	train-auc:1
[154]	eval-auc:0.693304	train-auc:1
[155]	eval-auc:0.693595	train-auc:1
[156]	eval-auc:0.693607	train-auc:1
[157]	eval-auc:0.693867	train-auc:1
[158]	eval-auc:0.694175	train-auc:1
[159]	eval-auc:0.693762	train-auc:1
[160]	eval-auc:0.693587	train-auc:1
[161]	eval-auc:0.693587	train-auc:1
[162]	eval-auc:0.693581	train-auc:1
[163]	eval-auc:0.693471	train-auc:1
[164]	eval-auc:0.693435	train-auc:1
[165]	eval-auc:0.693525	train-auc:1
[166]	eval-auc:0.69357	train-auc:1
[167]	eval-auc:0.693587	train-auc:1
[168]	eval-auc:0.69384	train-auc:1
[169]	eval-auc:0.694023	train-auc:1
[170]	eval-auc:0.69387	train-auc:1
[171]	eval-auc:0.693794	train-auc:1
[172]	eval-auc:0.69393	train-auc:1
[173]	eval-auc:0.693985	train-auc:1
[174]	eval-auc:0.69356	train-auc:1
[175]	eval-auc:0.69356	train-auc:1
[176]	eval-auc:0.693879	train-auc:1
[177]	eval-auc:0.694297	train-auc:1
[178]	eval-auc:0.693942	train-auc:1
[179]	eval-auc:0.694181	train-auc:1
[180]	eval-auc:0.694181	train-auc:1
[181]	eval-auc:0.694277	train-auc:1
[182]	eval-auc:0.694542	train-auc:1
[183]	eval-auc:0.694393	train-auc:1
[184]	eval-auc:0.693857	train-auc:1
[185]	eval-auc:0.69363	train-auc:1
[186]	eval-auc:0.694349	train-auc:1
[187]	eval-auc:0.694208	train-auc:1
[188]	eval-auc:0.694429	train-auc:1
[189]	eval-auc:0.694522	train-auc:1
[190]	eval-auc:0.694647	train-auc:1
[191]	eval-auc:0.694747	train-auc:1
[192]	eval-auc:0.694747	train-auc:1
[193]	eval-auc:0.694518	train-auc:1
[194]	eval-auc:0.694518	train-auc:1
[195]	eval-auc:0.694642	train-auc:1
[196]	eval-auc:0.694452	train-auc:1
[197]	eval-auc:0.694789	train-auc:1
[198]	eval-auc:0.694839	train-auc:1
[199]	eval-auc:0.694834	train-auc:1
[200]	eval-auc:0.694546	train-auc:1
[201]	eval-auc:0.694297	train-auc:1
[202]	eval-auc:0.694297	train-auc:1
[203]	eval-auc:0.694073	train-auc:1
[204]	eval-auc:0.694007	train-auc:1
[205]	eval-auc:0.69379	train-auc:1
[206]	eval-auc:0.69373	train-auc:1
[207]	eval-auc:0.69372	train-auc:1
[208]	eval-auc:0.693803	train-auc:1
[209]	eval-auc:0.693997	train-auc:1
[210]	eval-auc:0.693934	train-auc:1
[211]	eval-auc:0.693583	train-auc:1
[212]	eval-auc:0.693541	train-auc:1
[213]	eval-auc:0.693541	train-auc:1
[214]	eval-auc:0.693704	train-auc:1
[215]	eval-auc:0.694272	train-auc:1
[216]	eval-auc:0.694318	train-auc:1
[217]	eval-auc:0.694164	train-auc:1
[218]	eval-auc:0.694274	train-auc:1
[219]	eval-auc:0.694387	train-auc:1
[220]	eval-auc:0.69444	train-auc:1
[221]	eval-auc:0.694355	train-auc:1
[222]	eval-auc:0.694403	train-auc:1
[223]	eval-auc:0.694361	train-auc:1
[224]	eval-auc:0.694907	train-auc:1
[225]	eval-auc:0.694955	train-auc:1
[226]	eval-auc:0.694955	train-auc:1
[227]	eval-auc:0.694976	train-auc:1
[228]	eval-auc:0.694976	train-auc:1
[229]	eval-auc:0.695075	train-auc:1
[230]	eval-auc:0.695334	train-auc:1
[231]	eval-auc:0.695334	train-auc:1
[232]	eval-auc:0.695337	train-auc:1
[233]	eval-auc:0.695061	train-auc:1
[234]	eval-auc:0.695119	train-auc:1
[235]	eval-auc:0.695119	train-auc:1
[236]	eval-auc:0.695058	train-auc:1
[237]	eval-auc:0.69565	train-auc:1
[238]	eval-auc:0.695798	train-auc:1
[239]	eval-auc:0.695631	train-auc:1
[240]	eval-auc:0.695622	train-auc:1
[241]	eval-auc:0.695478	train-auc:1
[242]	eval-auc:0.695437	train-auc:1
[243]	eval-auc:0.695337	train-auc:1
[244]	eval-auc:0.695293	train-auc:1
[245]	eval-auc:0.695293	train-auc:1
[246]	eval-auc:0.695293	train-auc:1
[247]	eval-auc:0.695516	train-auc:1
	Score 0.6955164516561294


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.9500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 276.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.706159	train-auc:0.716701
[2]	eval-auc:0.708336	train-auc:0.727425
[3]	eval-auc:0.708123	train-auc:0.720064
[4]	eval-auc:0.707315	train-auc:0.723302
[5]	eval-auc:0.707376	train-auc:0.727723
[6]	eval-auc:0.704377	train-auc:0.73111
[7]	eval-auc:0.705503	train-auc:0.735527
[8]	eval-auc:0.696649	train-auc:0.738038
[9]	eval-auc:0.698891	train-auc:0.739742
[10]	eval-auc:0.699416	train-auc:0.739733
[11]	eval-auc:0.700736	train-auc:0.741658
[12]	eval-auc:0.702093	train-auc:0.744262
[13]	eval-auc:0.701434	train-auc:0.746145
[14]	eval-auc:0.702721	train-auc:0.747184
[15]	eval-auc:0.703642	train-auc:0.749485
[16]	eval-auc:0.700366	train-auc:0.749226
[17]	eval-auc:0.702364	train-auc:0.751891
[18]	eval-auc:0.702223	train-auc:0.752176
[19]	eval-auc:0.701859	train-auc:0.750073
[20]	eval-auc:0.701958	train-auc:0.752516
[21]	eval-auc:0.701477	train-auc:0.75388
[22]	eval-auc:0.701171	train-auc:0.75657
[23]	eval-auc:0.701579	train-auc:0.758865
[24]	eval-auc:0.700498	train-auc:0.758951
[25]	eval-auc:0.700541	train-auc:0.760832
[26]	eval-auc:0.700711	train-auc:0.761407
[27]	eval-auc:0.702282	train-auc:0.763368
[28]	eval-auc:0.703599	train-auc:0.763823
[29]	eval-auc:0.703893	train-auc:0.764524
[30]	eval-auc:0.703908	train-auc:0.765742
[31]	eval-auc:0.703053	train-auc:0.765858
[32]	eval-auc:0.704309	train-auc:0.765513
[33]	eval-auc:0.705017	train-auc:0.765447
[34]	eval-auc:0.705889	train-auc:0.766164
[35]	eval-auc:0.70601	train-auc:0.767432
[36]	eval-auc:0.706348	train-auc:0.767811
[37]	eval-auc:0.706783	train-auc:0.769058
[38]	eval-auc:0.708346	train-auc:0.770332
[39]	eval-auc:0.707788	train-auc:0.772946
[40]	eval-auc:0.708175	train-auc:0.773616
[41]	eval-auc:0.708612	train-auc:0.774799
[42]	eval-auc:0.708404	train-auc:0.776321
[43]	eval-auc:0.708314	train-auc:0.77649
[44]	eval-auc:0.706608	train-auc:0.778365
[45]	eval-auc:0.707036	train-auc:0.779124
[46]	eval-auc:0.706847	train-auc:0.780818
[47]	eval-auc:0.706153	train-auc:0.782927
[48]	eval-auc:0.706626	train-auc:0.784293
[49]	eval-auc:0.70602	train-auc:0.784819
[50]	eval-auc:0.70533	train-auc:0.784804
[51]	eval-auc:0.705345	train-auc:0.785892
[52]	eval-auc:0.705886	train-auc:0.786426
[53]	eval-auc:0.706773	train-auc:0.78723
[54]	eval-auc:0.707082	train-auc:0.788077
[55]	eval-auc:0.707473	train-auc:0.78893
[56]	eval-auc:0.70786	train-auc:0.789056
[57]	eval-auc:0.708524	train-auc:0.790134
[58]	eval-auc:0.708504	train-auc:0.790505
[59]	eval-auc:0.70869	train-auc:0.79082
[60]	eval-auc:0.709389	train-auc:0.791335
[61]	eval-auc:0.70963	train-auc:0.79141
[62]	eval-auc:0.710072	train-auc:0.792859
[63]	eval-auc:0.710417	train-auc:0.793254
[64]	eval-auc:0.71056	train-auc:0.792673
[65]	eval-auc:0.711147	train-auc:0.793482
[66]	eval-auc:0.711056	train-auc:0.793764
[67]	eval-auc:0.711131	train-auc:0.794706
[68]	eval-auc:0.710904	train-auc:0.795064
[69]	eval-auc:0.710927	train-auc:0.795298
[70]	eval-auc:0.711307	train-auc:0.795513
[71]	eval-auc:0.711376	train-auc:0.795808
[72]	eval-auc:0.711428	train-auc:0.795864
[73]	eval-auc:0.711181	train-auc:0.795736
[74]	eval-auc:0.711496	train-auc:0.795858
[75]	eval-auc:0.712044	train-auc:0.796953
[76]	eval-auc:0.712286	train-auc:0.797648
[77]	eval-auc:0.711992	train-auc:0.798148
[78]	eval-auc:0.712015	train-auc:0.798031
[79]	eval-auc:0.712118	train-auc:0.798093
[80]	eval-auc:0.711948	train-auc:0.79859
[81]	eval-auc:0.71224	train-auc:0.799404
[82]	eval-auc:0.711833	train-auc:0.80015
[83]	eval-auc:0.711835	train-auc:0.800835
[84]	eval-auc:0.711772	train-auc:0.800724
[85]	eval-auc:0.711549	train-auc:0.8011
[86]	eval-auc:0.711694	train-auc:0.801203
[87]	eval-auc:0.711708	train-auc:0.801217
[88]	eval-auc:0.712705	train-auc:0.803987
[89]	eval-auc:0.713164	train-auc:0.804514
[90]	eval-auc:0.713096	train-auc:0.804502
[91]	eval-auc:0.71309	train-auc:0.805115
[92]	eval-auc:0.713116	train-auc:0.804987
[93]	eval-auc:0.713052	train-auc:0.805949
[94]	eval-auc:0.712902	train-auc:0.806293
[95]	eval-auc:0.713259	train-auc:0.807073
[96]	eval-auc:0.713333	train-auc:0.809172
[97]	eval-auc:0.7136	train-auc:0.809313
[98]	eval-auc:0.713326	train-auc:0.810449
[99]	eval-auc:0.713844	train-auc:0.810526
[100]	eval-auc:0.713558	train-auc:0.810755
[101]	eval-auc:0.713479	train-auc:0.810646
[102]	eval-auc:0.714376	train-auc:0.8119
[103]	eval-auc:0.71408	train-auc:0.812194
[104]	eval-auc:0.713415	train-auc:0.813092
[105]	eval-auc:0.713358	train-auc:0.812915
[106]	eval-auc:0.713346	train-auc:0.814569
[107]	eval-auc:0.713474	train-auc:0.814713
[108]	eval-auc:0.713617	train-auc:0.814842
[109]	eval-auc:0.713383	train-auc:0.816441
[110]	eval-auc:0.712608	train-auc:0.817611
[111]	eval-auc:0.712784	train-auc:0.818548
[112]	eval-auc:0.712588	train-auc:0.818802
[113]	eval-auc:0.712375	train-auc:0.819546
[114]	eval-auc:0.711665	train-auc:0.820279
[115]	eval-auc:0.711493	train-auc:0.820669
[116]	eval-auc:0.711032	train-auc:0.821511
[117]	eval-auc:0.71107	train-auc:0.821895
[118]	eval-auc:0.710522	train-auc:0.822725
[119]	eval-auc:0.711344	train-auc:0.823546
[120]	eval-auc:0.711269	train-auc:0.824203
[121]	eval-auc:0.710912	train-auc:0.825555
[122]	eval-auc:0.710828	train-auc:0.82589
[123]	eval-auc:0.711441	train-auc:0.82631
[124]	eval-auc:0.71097	train-auc:0.827165
[125]	eval-auc:0.711258	train-auc:0.827591
[126]	eval-auc:0.711869	train-auc:0.828786
[127]	eval-auc:0.711275	train-auc:0.829737
[128]	eval-auc:0.711254	train-auc:0.83018
[129]	eval-auc:0.711903	train-auc:0.831728
[130]	eval-auc:0.711868	train-auc:0.831611
[131]	eval-auc:0.711927	train-auc:0.832565
[132]	eval-auc:0.712197	train-auc:0.833924
[133]	eval-auc:0.711839	train-auc:0.834849
[134]	eval-auc:0.711421	train-auc:0.835646
[135]	eval-auc:0.711396	train-auc:0.835505
[136]	eval-auc:0.711438	train-auc:0.835774
[137]	eval-auc:0.711449	train-auc:0.835836
[138]	eval-auc:0.71114	train-auc:0.836642
[139]	eval-auc:0.712299	train-auc:0.8376
[140]	eval-auc:0.712798	train-auc:0.83832
[141]	eval-auc:0.712981	train-auc:0.839302
[142]	eval-auc:0.712302	train-auc:0.83991
[143]	eval-auc:0.711776	train-auc:0.84059
[144]	eval-auc:0.711313	train-auc:0.841149
[145]	eval-auc:0.71179	train-auc:0.841785
[146]	eval-auc:0.711458	train-auc:0.842409
[147]	eval-auc:0.711283	train-auc:0.842641
[148]	eval-auc:0.711647	train-auc:0.843285
[149]	eval-auc:0.712218	train-auc:0.844084
[150]	eval-auc:0.712413	train-auc:0.844309
[151]	eval-auc:0.711942	train-auc:0.844678
[152]	eval-auc:0.711613	train-auc:0.8453
[153]	eval-auc:0.711659	train-auc:0.845316
[154]	eval-auc:0.71179	train-auc:0.846014
[155]	eval-auc:0.711293	train-auc:0.846433
[156]	eval-auc:0.711881	train-auc:0.847045
[157]	eval-auc:0.711483	train-auc:0.847418
[158]	eval-auc:0.71139	train-auc:0.847588
[159]	eval-auc:0.711399	train-auc:0.847624
[160]	eval-auc:0.711169	train-auc:0.848017
[161]	eval-auc:0.711278	train-auc:0.848627
[162]	eval-auc:0.712056	train-auc:0.849719
[163]	eval-auc:0.712206	train-auc:0.851102
[164]	eval-auc:0.713151	train-auc:0.851722
[165]	eval-auc:0.713498	train-auc:0.852146
[166]	eval-auc:0.713351	train-auc:0.852764
[167]	eval-auc:0.712921	train-auc:0.853402
[168]	eval-auc:0.712629	train-auc:0.853901
[169]	eval-auc:0.712193	train-auc:0.854337
[170]	eval-auc:0.712169	train-auc:0.854216
[171]	eval-auc:0.712472	train-auc:0.855105
[172]	eval-auc:0.712474	train-auc:0.855137
[173]	eval-auc:0.712726	train-auc:0.856036
[174]	eval-auc:0.712557	train-auc:0.85639
[175]	eval-auc:0.712972	train-auc:0.85698
[176]	eval-auc:0.713179	train-auc:0.858053
[177]	eval-auc:0.712959	train-auc:0.858397
[178]	eval-auc:0.712905	train-auc:0.859064
[179]	eval-auc:0.713192	train-auc:0.860011
[180]	eval-auc:0.713369	train-auc:0.860265
[181]	eval-auc:0.713246	train-auc:0.860619
[182]	eval-auc:0.712793	train-auc:0.860796
[183]	eval-auc:0.71267	train-auc:0.861193
[184]	eval-auc:0.712221	train-auc:0.861351
[185]	eval-auc:0.712702	train-auc:0.861763
[186]	eval-auc:0.713036	train-auc:0.862231
[187]	eval-auc:0.712865	train-auc:0.86255
[188]	eval-auc:0.713396	train-auc:0.863106
[189]	eval-auc:0.713884	train-auc:0.863866
[190]	eval-auc:0.714293	train-auc:0.864264
[191]	eval-auc:0.714082	train-auc:0.864605
[192]	eval-auc:0.714095	train-auc:0.864493
[193]	eval-auc:0.713855	train-auc:0.8648
[194]	eval-auc:0.714403	train-auc:0.865292
[195]	eval-auc:0.714755	train-auc:0.865813
[196]	eval-auc:0.715009	train-auc:0.866475
[197]	eval-auc:0.714639	train-auc:0.866886
[198]	eval-auc:0.714647	train-auc:0.866901
[199]	eval-auc:0.714467	train-auc:0.867168
[200]	eval-auc:0.71422	train-auc:0.867663
[201]	eval-auc:0.714094	train-auc:0.867831
[202]	eval-auc:0.713993	train-auc:0.868069
[203]	eval-auc:0.714184	train-auc:0.868238
[204]	eval-auc:0.714194	train-auc:0.868253
[205]	eval-auc:0.713865	train-auc:0.868592
[206]	eval-auc:0.714168	train-auc:0.868968
[207]	eval-auc:0.714172	train-auc:0.868979
[208]	eval-auc:0.714016	train-auc:0.869129
[209]	eval-auc:0.714522	train-auc:0.869474
[210]	eval-auc:0.714391	train-auc:0.869616
[211]	eval-auc:0.714398	train-auc:0.869624
[212]	eval-auc:0.713925	train-auc:0.869766
[213]	eval-auc:0.713626	train-auc:0.870079
[214]	eval-auc:0.713637	train-auc:0.870345
[215]	eval-auc:0.713442	train-auc:0.870866
[216]	eval-auc:0.713416	train-auc:0.871122
[217]	eval-auc:0.713996	train-auc:0.871722
[218]	eval-auc:0.714149	train-auc:0.871942
[219]	eval-auc:0.713843	train-auc:0.87217
[220]	eval-auc:0.713537	train-auc:0.872352
[221]	eval-auc:0.713476	train-auc:0.872451
[222]	eval-auc:0.713482	train-auc:0.872458
[223]	eval-auc:0.713433	train-auc:0.872699
[224]	eval-auc:0.713445	train-auc:0.873123
[225]	eval-auc:0.713517	train-auc:0.873959
[226]	eval-auc:0.713336	train-auc:0.874038
[227]	eval-auc:0.713818	train-auc:0.874398
[228]	eval-auc:0.71414	train-auc:0.875122
[229]	eval-auc:0.714173	train-auc:0.875576
[230]	eval-auc:0.713873	train-auc:0.875939
[231]	eval-auc:0.714106	train-auc:0.876104
[232]	eval-auc:0.71436	train-auc:0.876362
[233]	eval-auc:0.714771	train-auc:0.87666
[234]	eval-auc:0.714557	train-auc:0.877239
[235]	eval-auc:0.714624	train-auc:0.877465
[236]	eval-auc:0.714564	train-auc:0.877652
[237]	eval-auc:0.714322	train-auc:0.877885
[238]	eval-auc:0.71459	train-auc:0.878323
[239]	eval-auc:0.714837	train-auc:0.878845
[240]	eval-auc:0.715146	train-auc:0.879106
[241]	eval-auc:0.715029	train-auc:0.879208
[242]	eval-auc:0.71511	train-auc:0.879434
[243]	eval-auc:0.715277	train-auc:0.879816
[244]	eval-auc:0.71518	train-auc:0.87993
[245]	eval-auc:0.715032	train-auc:0.880467
[246]	eval-auc:0.714764	train-auc:0.880584
[247]	eval-auc:0.714983	train-auc:0.880643
[248]	eval-auc:0.715384	train-auc:0.880855
[249]	eval-auc:0.715808	train-auc:0.881015
[250]	eval-auc:0.715833	train-auc:0.881122
[251]	eval-auc:0.715655	train-auc:0.881757
[252]	eval-auc:0.715577	train-auc:0.882152
[253]	eval-auc:0.715603	train-auc:0.882345
[254]	eval-auc:0.715391	train-auc:0.882445
[255]	eval-auc:0.715396	train-auc:0.882474
[256]	eval-auc:0.715522	train-auc:0.882683
[257]	eval-auc:0.71574	train-auc:0.883055
[258]	eval-auc:0.715754	train-auc:0.88306
[259]	eval-auc:0.7156	train-auc:0.88313
[260]	eval-auc:0.716073	train-auc:0.883556
[261]	eval-auc:0.716172	train-auc:0.88376
[262]	eval-auc:0.716175	train-auc:0.883785
[263]	eval-auc:0.716425	train-auc:0.884537
[264]	eval-auc:0.716151	train-auc:0.884619
[265]	eval-auc:0.716668	train-auc:0.884997
[266]	eval-auc:0.716734	train-auc:0.885289
[267]	eval-auc:0.716741	train-auc:0.885294
[268]	eval-auc:0.716449	train-auc:0.885974
[269]	eval-auc:0.716365	train-auc:0.886449
[270]	eval-auc:0.716151	train-auc:0.886847
[271]	eval-auc:0.716148	train-auc:0.887008
[272]	eval-auc:0.716273	train-auc:0.887153
[273]	eval-auc:0.716117	train-auc:0.887554
[274]	eval-auc:0.71616	train-auc:0.887748
[275]	eval-auc:0.71624	train-auc:0.887867
	Score 0.7162401478882676


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 437.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.692197	train-auc:0.726983
[2]	eval-auc:0.691338	train-auc:0.743635
[3]	eval-auc:0.696608	train-auc:0.742526
[4]	eval-auc:0.695003	train-auc:0.748727
[5]	eval-auc:0.691729	train-auc:0.760839
[6]	eval-auc:0.693755	train-auc:0.765003
[7]	eval-auc:0.693327	train-auc:0.768295
[8]	eval-auc:0.689397	train-auc:0.771815
[9]	eval-auc:0.691759	train-auc:0.775483
[10]	eval-auc:0.695373	train-auc:0.77867
[11]	eval-auc:0.694642	train-auc:0.784445
[12]	eval-auc:0.694166	train-auc:0.789531
[13]	eval-auc:0.695422	train-auc:0.791616
[14]	eval-auc:0.697402	train-auc:0.792344
[15]	eval-auc:0.694001	train-auc:0.795558
[16]	eval-auc:0.693461	train-auc:0.796877
[17]	eval-auc:0.695371	train-auc:0.799627
[18]	eval-auc:0.694772	train-auc:0.80253
[19]	eval-auc:0.697013	train-auc:0.805628
[20]	eval-auc:0.698176	train-auc:0.808538
[21]	eval-auc:0.701108	train-auc:0.81108
[22]	eval-auc:0.698681	train-auc:0.815286
[23]	eval-auc:0.697032	train-auc:0.81621
[24]	eval-auc:0.696694	train-auc:0.818234
[25]	eval-auc:0.699185	train-auc:0.820243
[26]	eval-auc:0.698861	train-auc:0.821534
[27]	eval-auc:0.70035	train-auc:0.822952
[28]	eval-auc:0.702223	train-auc:0.827553
[29]	eval-auc:0.70177	train-auc:0.831054
[30]	eval-auc:0.701773	train-auc:0.830832
[31]	eval-auc:0.700241	train-auc:0.834429
[32]	eval-auc:0.701592	train-auc:0.837843
[33]	eval-auc:0.700258	train-auc:0.83952
[34]	eval-auc:0.699288	train-auc:0.840558
[35]	eval-auc:0.700272	train-auc:0.842797
[36]	eval-auc:0.700482	train-auc:0.845976
[37]	eval-auc:0.701676	train-auc:0.848038
[38]	eval-auc:0.702867	train-auc:0.848798
[39]	eval-auc:0.703418	train-auc:0.849697
[40]	eval-auc:0.703553	train-auc:0.851922
[41]	eval-auc:0.705514	train-auc:0.853626
[42]	eval-auc:0.703359	train-auc:0.856474
[43]	eval-auc:0.705195	train-auc:0.85886
[44]	eval-auc:0.704551	train-auc:0.86021
[45]	eval-auc:0.703566	train-auc:0.862777
[46]	eval-auc:0.700312	train-auc:0.864809
[47]	eval-auc:0.699952	train-auc:0.866246
[48]	eval-auc:0.700007	train-auc:0.868779
[49]	eval-auc:0.700936	train-auc:0.871122
[50]	eval-auc:0.698996	train-auc:0.872165
[51]	eval-auc:0.698297	train-auc:0.874131
[52]	eval-auc:0.699433	train-auc:0.876043
[53]	eval-auc:0.699504	train-auc:0.876873
[54]	eval-auc:0.69888	train-auc:0.877229
[55]	eval-auc:0.700729	train-auc:0.877789
[56]	eval-auc:0.700782	train-auc:0.877858
[57]	eval-auc:0.701667	train-auc:0.87938
[58]	eval-auc:0.702689	train-auc:0.880852
[59]	eval-auc:0.704167	train-auc:0.882211
[60]	eval-auc:0.703943	train-auc:0.883214
[61]	eval-auc:0.703304	train-auc:0.883677
[62]	eval-auc:0.703142	train-auc:0.884081
[63]	eval-auc:0.70301	train-auc:0.884379
[64]	eval-auc:0.702541	train-auc:0.885109
[65]	eval-auc:0.702408	train-auc:0.885558
[66]	eval-auc:0.702023	train-auc:0.886574
[67]	eval-auc:0.702443	train-auc:0.887712
[68]	eval-auc:0.702041	train-auc:0.888285
[69]	eval-auc:0.701609	train-auc:0.890203
[70]	eval-auc:0.703395	train-auc:0.891279
[71]	eval-auc:0.703794	train-auc:0.89337
[72]	eval-auc:0.704612	train-auc:0.894348
[73]	eval-auc:0.703794	train-auc:0.895762
[74]	eval-auc:0.703707	train-auc:0.895864
[75]	eval-auc:0.701172	train-auc:0.897357
[76]	eval-auc:0.700331	train-auc:0.898772
[77]	eval-auc:0.701151	train-auc:0.899713
[78]	eval-auc:0.700076	train-auc:0.900876
[79]	eval-auc:0.700178	train-auc:0.901703
[80]	eval-auc:0.700359	train-auc:0.902026
[81]	eval-auc:0.702133	train-auc:0.904267
[82]	eval-auc:0.702019	train-auc:0.905536
[83]	eval-auc:0.701923	train-auc:0.907197
[84]	eval-auc:0.701789	train-auc:0.90979
[85]	eval-auc:0.701574	train-auc:0.909929
[86]	eval-auc:0.703088	train-auc:0.910678
[87]	eval-auc:0.701624	train-auc:0.911367
[88]	eval-auc:0.701769	train-auc:0.911882
[89]	eval-auc:0.701629	train-auc:0.912234
[90]	eval-auc:0.701696	train-auc:0.912516
[91]	eval-auc:0.701447	train-auc:0.912809
[92]	eval-auc:0.701793	train-auc:0.913331
[93]	eval-auc:0.702302	train-auc:0.913883
[94]	eval-auc:0.702999	train-auc:0.914113
[95]	eval-auc:0.702398	train-auc:0.914141
[96]	eval-auc:0.701294	train-auc:0.914693
[97]	eval-auc:0.701224	train-auc:0.915146
[98]	eval-auc:0.701565	train-auc:0.9154
[99]	eval-auc:0.701493	train-auc:0.915991
[100]	eval-auc:0.701816	train-auc:0.916777
[101]	eval-auc:0.702666	train-auc:0.918022
[102]	eval-auc:0.702612	train-auc:0.91846
[103]	eval-auc:0.702553	train-auc:0.919663
[104]	eval-auc:0.702171	train-auc:0.919818
[105]	eval-auc:0.703109	train-auc:0.920741
[106]	eval-auc:0.703305	train-auc:0.920876
[107]	eval-auc:0.703401	train-auc:0.921535
[108]	eval-auc:0.703853	train-auc:0.921813
[109]	eval-auc:0.703164	train-auc:0.923915
[110]	eval-auc:0.703639	train-auc:0.92445
[111]	eval-auc:0.70355	train-auc:0.925276
[112]	eval-auc:0.704125	train-auc:0.926656
[113]	eval-auc:0.704558	train-auc:0.927548
[114]	eval-auc:0.703715	train-auc:0.928005
[115]	eval-auc:0.703238	train-auc:0.928756
[116]	eval-auc:0.703129	train-auc:0.928919
[117]	eval-auc:0.703563	train-auc:0.929331
[118]	eval-auc:0.702861	train-auc:0.930653
[119]	eval-auc:0.702631	train-auc:0.930576
[120]	eval-auc:0.703397	train-auc:0.930998
[121]	eval-auc:0.702609	train-auc:0.931353
[122]	eval-auc:0.702108	train-auc:0.931495
[123]	eval-auc:0.702393	train-auc:0.932471
[124]	eval-auc:0.703459	train-auc:0.932769
[125]	eval-auc:0.703275	train-auc:0.933392
[126]	eval-auc:0.703001	train-auc:0.933718
[127]	eval-auc:0.70343	train-auc:0.934156
[128]	eval-auc:0.703488	train-auc:0.934642
[129]	eval-auc:0.704528	train-auc:0.935167
[130]	eval-auc:0.7041	train-auc:0.93521
[131]	eval-auc:0.703799	train-auc:0.936091
[132]	eval-auc:0.704743	train-auc:0.93656
[133]	eval-auc:0.70461	train-auc:0.937482
[134]	eval-auc:0.704683	train-auc:0.937553
[135]	eval-auc:0.705516	train-auc:0.937928
[136]	eval-auc:0.705641	train-auc:0.938235
[137]	eval-auc:0.707572	train-auc:0.939366
[138]	eval-auc:0.708501	train-auc:0.939816
[139]	eval-auc:0.708528	train-auc:0.940659
[140]	eval-auc:0.707954	train-auc:0.940947
[141]	eval-auc:0.709387	train-auc:0.94155
[142]	eval-auc:0.709705	train-auc:0.941944
[143]	eval-auc:0.710413	train-auc:0.942181
[144]	eval-auc:0.709897	train-auc:0.942321
[145]	eval-auc:0.710124	train-auc:0.942446
[146]	eval-auc:0.710246	train-auc:0.943056
[147]	eval-auc:0.710543	train-auc:0.943104
[148]	eval-auc:0.71079	train-auc:0.943544
[149]	eval-auc:0.710876	train-auc:0.943555
[150]	eval-auc:0.711452	train-auc:0.94426
[151]	eval-auc:0.711207	train-auc:0.945113
[152]	eval-auc:0.711099	train-auc:0.945731
[153]	eval-auc:0.712055	train-auc:0.94677
[154]	eval-auc:0.712859	train-auc:0.947214
[155]	eval-auc:0.712434	train-auc:0.947794
[156]	eval-auc:0.712073	train-auc:0.948004
[157]	eval-auc:0.711889	train-auc:0.94854
[158]	eval-auc:0.710808	train-auc:0.949279
[159]	eval-auc:0.710564	train-auc:0.949424
[160]	eval-auc:0.710339	train-auc:0.949729
[161]	eval-auc:0.708962	train-auc:0.949789
[162]	eval-auc:0.709567	train-auc:0.95048
[163]	eval-auc:0.709873	train-auc:0.951011
[164]	eval-auc:0.709902	train-auc:0.951352
[165]	eval-auc:0.709801	train-auc:0.951563
[166]	eval-auc:0.710021	train-auc:0.95162
[167]	eval-auc:0.709255	train-auc:0.951846
[168]	eval-auc:0.709407	train-auc:0.952345
[169]	eval-auc:0.709212	train-auc:0.953404
[170]	eval-auc:0.708982	train-auc:0.95371
[171]	eval-auc:0.708985	train-auc:0.954195
[172]	eval-auc:0.708143	train-auc:0.95423
[173]	eval-auc:0.707637	train-auc:0.954443
[174]	eval-auc:0.707631	train-auc:0.954501
[175]	eval-auc:0.707333	train-auc:0.954529
[176]	eval-auc:0.707088	train-auc:0.954791
[177]	eval-auc:0.70553	train-auc:0.95502
[178]	eval-auc:0.706139	train-auc:0.955181
[179]	eval-auc:0.705987	train-auc:0.95574
[180]	eval-auc:0.706291	train-auc:0.955984
[181]	eval-auc:0.705816	train-auc:0.956341
[182]	eval-auc:0.705953	train-auc:0.956496
[183]	eval-auc:0.705204	train-auc:0.957267
[184]	eval-auc:0.705091	train-auc:0.957267
[185]	eval-auc:0.705594	train-auc:0.957359
[186]	eval-auc:0.705624	train-auc:0.957374
[187]	eval-auc:0.705405	train-auc:0.957413
[188]	eval-auc:0.705419	train-auc:0.957692
[189]	eval-auc:0.705905	train-auc:0.958485
[190]	eval-auc:0.705895	train-auc:0.958489
[191]	eval-auc:0.705796	train-auc:0.958601
[192]	eval-auc:0.705897	train-auc:0.958659
[193]	eval-auc:0.705643	train-auc:0.958696
[194]	eval-auc:0.705883	train-auc:0.958785
[195]	eval-auc:0.705975	train-auc:0.958943
[196]	eval-auc:0.706071	train-auc:0.959053
[197]	eval-auc:0.70616	train-auc:0.959344
[198]	eval-auc:0.705892	train-auc:0.95947
[199]	eval-auc:0.705338	train-auc:0.959737
[200]	eval-auc:0.70528	train-auc:0.960043
[201]	eval-auc:0.70495	train-auc:0.960337
[202]	eval-auc:0.704254	train-auc:0.960353
[203]	eval-auc:0.704251	train-auc:0.960355
[204]	eval-auc:0.704641	train-auc:0.961121
[205]	eval-auc:0.704233	train-auc:0.961497
[206]	eval-auc:0.704473	train-auc:0.962474
[207]	eval-auc:0.704449	train-auc:0.963322
[208]	eval-auc:0.704596	train-auc:0.963326
[209]	eval-auc:0.703668	train-auc:0.96361
[210]	eval-auc:0.703662	train-auc:0.963662
[211]	eval-auc:0.703972	train-auc:0.964004
[212]	eval-auc:0.704029	train-auc:0.964324
[213]	eval-auc:0.704438	train-auc:0.965104
[214]	eval-auc:0.70465	train-auc:0.965563
[215]	eval-auc:0.704481	train-auc:0.965573
[216]	eval-auc:0.704306	train-auc:0.965844
[217]	eval-auc:0.704204	train-auc:0.965904
[218]	eval-auc:0.703829	train-auc:0.966057
[219]	eval-auc:0.705069	train-auc:0.966506
[220]	eval-auc:0.704904	train-auc:0.967005
[221]	eval-auc:0.705241	train-auc:0.967597
[222]	eval-auc:0.704589	train-auc:0.967606
[223]	eval-auc:0.704243	train-auc:0.967832
[224]	eval-auc:0.70466	train-auc:0.968118
[225]	eval-auc:0.70514	train-auc:0.968458
[226]	eval-auc:0.705436	train-auc:0.968617
[227]	eval-auc:0.705276	train-auc:0.968825
[228]	eval-auc:0.705026	train-auc:0.968883
[229]	eval-auc:0.704761	train-auc:0.969218
[230]	eval-auc:0.704843	train-auc:0.969314
[231]	eval-auc:0.70491	train-auc:0.969459
[232]	eval-auc:0.70489	train-auc:0.969548
[233]	eval-auc:0.70537	train-auc:0.970064
[234]	eval-auc:0.705682	train-auc:0.970231
[235]	eval-auc:0.70615	train-auc:0.97037
[236]	eval-auc:0.706075	train-auc:0.970634
[237]	eval-auc:0.70634	train-auc:0.970875
[238]	eval-auc:0.7062	train-auc:0.970854
[239]	eval-auc:0.706413	train-auc:0.971183
[240]	eval-auc:0.706329	train-auc:0.97158
[241]	eval-auc:0.705416	train-auc:0.971831
[242]	eval-auc:0.705796	train-auc:0.971924
[243]	eval-auc:0.705961	train-auc:0.97205
[244]	eval-auc:0.705927	train-auc:0.972339
[245]	eval-auc:0.706381	train-auc:0.972566
[246]	eval-auc:0.706357	train-auc:0.972899
[247]	eval-auc:0.706716	train-auc:0.973122
[248]	eval-auc:0.706089	train-auc:0.973497
[249]	eval-auc:0.705372	train-auc:0.973601
[250]	eval-auc:0.704938	train-auc:0.97377
[251]	eval-auc:0.705309	train-auc:0.973949
[252]	eval-auc:0.705203	train-auc:0.974321
[253]	eval-auc:0.705542	train-auc:0.974386
[254]	eval-auc:0.705521	train-auc:0.97474
[255]	eval-auc:0.705175	train-auc:0.975159
[256]	eval-auc:0.705656	train-auc:0.975283
[257]	eval-auc:0.705152	train-auc:0.9754
[258]	eval-auc:0.705134	train-auc:0.975364
[259]	eval-auc:0.704932	train-auc:0.975715
[260]	eval-auc:0.704776	train-auc:0.975816
[261]	eval-auc:0.704146	train-auc:0.975882
[262]	eval-auc:0.704085	train-auc:0.975962
[263]	eval-auc:0.704068	train-auc:0.976028
[264]	eval-auc:0.703531	train-auc:0.976256
[265]	eval-auc:0.703139	train-auc:0.976459
[266]	eval-auc:0.702551	train-auc:0.976479
[267]	eval-auc:0.702516	train-auc:0.976555
[268]	eval-auc:0.703016	train-auc:0.976759
[269]	eval-auc:0.703153	train-auc:0.976868
[270]	eval-auc:0.702815	train-auc:0.976972
[271]	eval-auc:0.702746	train-auc:0.977156
[272]	eval-auc:0.704026	train-auc:0.977385
[273]	eval-auc:0.703972	train-auc:0.977525
[274]	eval-auc:0.704405	train-auc:0.97768
[275]	eval-auc:0.704653	train-auc:0.977798
[276]	eval-auc:0.705238	train-auc:0.977994
[277]	eval-auc:0.704775	train-auc:0.977996
[278]	eval-auc:0.704801	train-auc:0.978008
[279]	eval-auc:0.704668	train-auc:0.978129
[280]	eval-auc:0.704351	train-auc:0.978187
[281]	eval-auc:0.703951	train-auc:0.978304
[282]	eval-auc:0.704064	train-auc:0.978391
[283]	eval-auc:0.704406	train-auc:0.978427
[284]	eval-auc:0.703818	train-auc:0.978569
[285]	eval-auc:0.704051	train-auc:0.978778
[286]	eval-auc:0.704814	train-auc:0.978833
[287]	eval-auc:0.705009	train-auc:0.978935
[288]	eval-auc:0.705101	train-auc:0.978964
[289]	eval-auc:0.704826	train-auc:0.979017
[290]	eval-auc:0.70482	train-auc:0.979083
[291]	eval-auc:0.703831	train-auc:0.979265
[292]	eval-auc:0.704202	train-auc:0.979393
[293]	eval-auc:0.704036	train-auc:0.979573
[294]	eval-auc:0.704275	train-auc:0.979777
[295]	eval-auc:0.703722	train-auc:0.979845
[296]	eval-auc:0.703802	train-auc:0.979955
[297]	eval-auc:0.704083	train-auc:0.980051
[298]	eval-auc:0.703441	train-auc:0.980211
[299]	eval-auc:0.703218	train-auc:0.980194
[300]	eval-auc:0.703007	train-auc:0.980255
[301]	eval-auc:0.702976	train-auc:0.98026
[302]	eval-auc:0.702979	train-auc:0.980273
[303]	eval-auc:0.702084	train-auc:0.980398
[304]	eval-auc:0.701746	train-auc:0.980436
[305]	eval-auc:0.701457	train-auc:0.980471
[306]	eval-auc:0.701518	train-auc:0.980561
[307]	eval-auc:0.701365	train-auc:0.980639
[308]	eval-auc:0.701365	train-auc:0.980857
[309]	eval-auc:0.701062	train-auc:0.980844
[310]	eval-auc:0.700788	train-auc:0.980946
[311]	eval-auc:0.700589	train-auc:0.981098
[312]	eval-auc:0.700531	train-auc:0.981323
[313]	eval-auc:0.700828	train-auc:0.981491
[314]	eval-auc:0.701131	train-auc:0.981612
[315]	eval-auc:0.701029	train-auc:0.9817
[316]	eval-auc:0.700802	train-auc:0.981843
[317]	eval-auc:0.70086	train-auc:0.982015
[318]	eval-auc:0.701071	train-auc:0.98213
[319]	eval-auc:0.701234	train-auc:0.982167
[320]	eval-auc:0.701152	train-auc:0.982242
[321]	eval-auc:0.701132	train-auc:0.982333
[322]	eval-auc:0.701026	train-auc:0.982441
[323]	eval-auc:0.700756	train-auc:0.982575
[324]	eval-auc:0.700447	train-auc:0.982602
[325]	eval-auc:0.700972	train-auc:0.982665
[326]	eval-auc:0.700682	train-auc:0.983016
[327]	eval-auc:0.700529	train-auc:0.983086
[328]	eval-auc:0.699655	train-auc:0.983241
[329]	eval-auc:0.69961	train-auc:0.983358
[330]	eval-auc:0.699578	train-auc:0.983371
[331]	eval-auc:0.699552	train-auc:0.983453
[332]	eval-auc:0.699042	train-auc:0.983596
[333]	eval-auc:0.698941	train-auc:0.98369
[334]	eval-auc:0.698474	train-auc:0.983976
[335]	eval-auc:0.6984	train-auc:0.984036
[336]	eval-auc:0.698467	train-auc:0.984094
[337]	eval-auc:0.698941	train-auc:0.984458
[338]	eval-auc:0.698854	train-auc:0.98452
[339]	eval-auc:0.698548	train-auc:0.984633
[340]	eval-auc:0.698404	train-auc:0.984829
[341]	eval-auc:0.69844	train-auc:0.984802
[342]	eval-auc:0.698166	train-auc:0.984834
[343]	eval-auc:0.697999	train-auc:0.98496
[344]	eval-auc:0.697936	train-auc:0.985008
[345]	eval-auc:0.698002	train-auc:0.984999
[346]	eval-auc:0.698105	train-auc:0.985116
[347]	eval-auc:0.698076	train-auc:0.985171
[348]	eval-auc:0.698024	train-auc:0.985174
[349]	eval-auc:0.698207	train-auc:0.985234
[350]	eval-auc:0.69791	train-auc:0.98539
[351]	eval-auc:0.697753	train-auc:0.985433
[352]	eval-auc:0.698315	train-auc:0.985641
[353]	eval-auc:0.698673	train-auc:0.985814
[354]	eval-auc:0.698755	train-auc:0.985861
[355]	eval-auc:0.69869	train-auc:0.985957
[356]	eval-auc:0.699092	train-auc:0.986163
[357]	eval-auc:0.698688	train-auc:0.986233
[358]	eval-auc:0.698675	train-auc:0.986283
[359]	eval-auc:0.698507	train-auc:0.986442
[360]	eval-auc:0.698586	train-auc:0.986446
[361]	eval-auc:0.698873	train-auc:0.986443
[362]	eval-auc:0.698968	train-auc:0.986539
[363]	eval-auc:0.69911	train-auc:0.986614
[364]	eval-auc:0.699404	train-auc:0.986721
[365]	eval-auc:0.69952	train-auc:0.986868
[366]	eval-auc:0.699766	train-auc:0.986974
[367]	eval-auc:0.700051	train-auc:0.986987
[368]	eval-auc:0.700126	train-auc:0.987158
[369]	eval-auc:0.700053	train-auc:0.987253
[370]	eval-auc:0.700194	train-auc:0.987291
[371]	eval-auc:0.700109	train-auc:0.987294
[372]	eval-auc:0.700267	train-auc:0.987358
[373]	eval-auc:0.699878	train-auc:0.987438
[374]	eval-auc:0.699838	train-auc:0.987466
[375]	eval-auc:0.699494	train-auc:0.987464
[376]	eval-auc:0.698876	train-auc:0.98757
[377]	eval-auc:0.698997	train-auc:0.987625
[378]	eval-auc:0.699313	train-auc:0.987644
[379]	eval-auc:0.698554	train-auc:0.987748
[380]	eval-auc:0.698577	train-auc:0.987759
[381]	eval-auc:0.698295	train-auc:0.987929
[382]	eval-auc:0.698361	train-auc:0.988057
[383]	eval-auc:0.698445	train-auc:0.988162
[384]	eval-auc:0.698233	train-auc:0.988202
[385]	eval-auc:0.698099	train-auc:0.988318
[386]	eval-auc:0.698329	train-auc:0.988368
[387]	eval-auc:0.69826	train-auc:0.988372
[388]	eval-auc:0.697945	train-auc:0.988392
[389]	eval-auc:0.698014	train-auc:0.988391
[390]	eval-auc:0.698338	train-auc:0.98845
[391]	eval-auc:0.698032	train-auc:0.988509
[392]	eval-auc:0.698186	train-auc:0.988626
[393]	eval-auc:0.699226	train-auc:0.988693
[394]	eval-auc:0.699316	train-auc:0.988758
[395]	eval-auc:0.699495	train-auc:0.98888
[396]	eval-auc:0.699215	train-auc:0.989112
[397]	eval-auc:0.699223	train-auc:0.989116
[398]	eval-auc:0.699119	train-auc:0.989126
[399]	eval-auc:0.69906	train-auc:0.989167
[400]	eval-auc:0.699232	train-auc:0.989157
[401]	eval-auc:0.699535	train-auc:0.989156
[402]	eval-auc:0.699864	train-auc:0.98922
[403]	eval-auc:0.699923	train-auc:0.989269
[404]	eval-auc:0.699593	train-auc:0.989284
[405]	eval-auc:0.69925	train-auc:0.989315
[406]	eval-auc:0.699684	train-auc:0.989379
[407]	eval-auc:0.699801	train-auc:0.989441
[408]	eval-auc:0.69994	train-auc:0.989478
[409]	eval-auc:0.70012	train-auc:0.989542
[410]	eval-auc:0.699873	train-auc:0.9896
[411]	eval-auc:0.699693	train-auc:0.989614
[412]	eval-auc:0.699893	train-auc:0.98968
[413]	eval-auc:0.699951	train-auc:0.989788
[414]	eval-auc:0.699812	train-auc:0.989875
[415]	eval-auc:0.699646	train-auc:0.98999
[416]	eval-auc:0.700022	train-auc:0.989995
[417]	eval-auc:0.699957	train-auc:0.99003
[418]	eval-auc:0.700039	train-auc:0.99015
[419]	eval-auc:0.700156	train-auc:0.990177
[420]	eval-auc:0.699789	train-auc:0.990191
[421]	eval-auc:0.699544	train-auc:0.990215
[422]	eval-auc:0.699163	train-auc:0.990246
[423]	eval-auc:0.699036	train-auc:0.990303
[424]	eval-auc:0.699375	train-auc:0.990349
[425]	eval-auc:0.698764	train-auc:0.990386
[426]	eval-auc:0.698475	train-auc:0.990445
[427]	eval-auc:0.698289	train-auc:0.990555
[428]	eval-auc:0.698026	train-auc:0.990666
[429]	eval-auc:0.698026	train-auc:0.990732
[430]	eval-auc:0.698218	train-auc:0.990801
[431]	eval-auc:0.698277	train-auc:0.990856
[432]	eval-auc:0.698431	train-auc:0.990868
[433]	eval-auc:0.698832	train-auc:0.990895
[434]	eval-auc:0.698726	train-auc:0.991015
[435]	eval-auc:0.698232	train-auc:0.991017
[436]	eval-auc:0.698003	train-auc:0.991078
	Score 0.6980030820207336


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 288.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.70034	train-auc:0.717323
[2]	eval-auc:0.703404	train-auc:0.726255
[3]	eval-auc:0.704517	train-auc:0.722964
[4]	eval-auc:0.70351	train-auc:0.725893
[5]	eval-auc:0.704903	train-auc:0.730682
[6]	eval-auc:0.702842	train-auc:0.732569
[7]	eval-auc:0.703581	train-auc:0.734979
[8]	eval-auc:0.694078	train-auc:0.738627
[9]	eval-auc:0.696799	train-auc:0.741976
[10]	eval-auc:0.69804	train-auc:0.741138
[11]	eval-auc:0.698331	train-auc:0.74229
[12]	eval-auc:0.700064	train-auc:0.743911
[13]	eval-auc:0.699531	train-auc:0.744318
[14]	eval-auc:0.69676	train-auc:0.746513
[15]	eval-auc:0.697388	train-auc:0.748955
[16]	eval-auc:0.69775	train-auc:0.747445
[17]	eval-auc:0.698262	train-auc:0.748604
[18]	eval-auc:0.698633	train-auc:0.750392
[19]	eval-auc:0.698393	train-auc:0.748512
[20]	eval-auc:0.697886	train-auc:0.749951
[21]	eval-auc:0.695508	train-auc:0.750862
[22]	eval-auc:0.696378	train-auc:0.752372
[23]	eval-auc:0.69804	train-auc:0.75344
[24]	eval-auc:0.698442	train-auc:0.755094
[25]	eval-auc:0.696847	train-auc:0.758323
[26]	eval-auc:0.696537	train-auc:0.758412
[27]	eval-auc:0.696899	train-auc:0.757427
[28]	eval-auc:0.698231	train-auc:0.75824
[29]	eval-auc:0.698285	train-auc:0.759778
[30]	eval-auc:0.698369	train-auc:0.760263
[31]	eval-auc:0.697967	train-auc:0.760524
[32]	eval-auc:0.699795	train-auc:0.760166
[33]	eval-auc:0.699872	train-auc:0.760943
[34]	eval-auc:0.699854	train-auc:0.762864
[35]	eval-auc:0.699106	train-auc:0.764157
[36]	eval-auc:0.699001	train-auc:0.765817
[37]	eval-auc:0.698441	train-auc:0.766476
[38]	eval-auc:0.698246	train-auc:0.768633
[39]	eval-auc:0.698194	train-auc:0.770219
[40]	eval-auc:0.698078	train-auc:0.770685
[41]	eval-auc:0.697494	train-auc:0.772716
[42]	eval-auc:0.698815	train-auc:0.772922
[43]	eval-auc:0.697392	train-auc:0.774753
[44]	eval-auc:0.697422	train-auc:0.775147
[45]	eval-auc:0.698158	train-auc:0.776986
[46]	eval-auc:0.698851	train-auc:0.77779
[47]	eval-auc:0.698943	train-auc:0.77943
[48]	eval-auc:0.699681	train-auc:0.779359
[49]	eval-auc:0.699561	train-auc:0.780692
[50]	eval-auc:0.700149	train-auc:0.781422
[51]	eval-auc:0.700589	train-auc:0.782037
[52]	eval-auc:0.700957	train-auc:0.783102
[53]	eval-auc:0.701515	train-auc:0.784466
[54]	eval-auc:0.700665	train-auc:0.784918
[55]	eval-auc:0.701572	train-auc:0.786373
[56]	eval-auc:0.702453	train-auc:0.787705
[57]	eval-auc:0.702386	train-auc:0.788329
[58]	eval-auc:0.702322	train-auc:0.78894
[59]	eval-auc:0.701916	train-auc:0.789976
[60]	eval-auc:0.702054	train-auc:0.79036
[61]	eval-auc:0.702533	train-auc:0.790968
[62]	eval-auc:0.703036	train-auc:0.791326
[63]	eval-auc:0.703871	train-auc:0.791605
[64]	eval-auc:0.703802	train-auc:0.792143
[65]	eval-auc:0.703812	train-auc:0.792384
[66]	eval-auc:0.703568	train-auc:0.792824
[67]	eval-auc:0.704118	train-auc:0.793426
[68]	eval-auc:0.704078	train-auc:0.793642
[69]	eval-auc:0.704789	train-auc:0.793804
[70]	eval-auc:0.704856	train-auc:0.793893
[71]	eval-auc:0.704612	train-auc:0.794805
[72]	eval-auc:0.70472	train-auc:0.794897
[73]	eval-auc:0.704849	train-auc:0.795785
[74]	eval-auc:0.704946	train-auc:0.796907
[75]	eval-auc:0.705382	train-auc:0.796937
[76]	eval-auc:0.705643	train-auc:0.797837
[77]	eval-auc:0.705701	train-auc:0.797957
[78]	eval-auc:0.706301	train-auc:0.798554
[79]	eval-auc:0.70608	train-auc:0.799058
[80]	eval-auc:0.706175	train-auc:0.800374
[81]	eval-auc:0.705928	train-auc:0.800691
[82]	eval-auc:0.705943	train-auc:0.80242
[83]	eval-auc:0.705943	train-auc:0.8032
[84]	eval-auc:0.70594	train-auc:0.803136
[85]	eval-auc:0.706853	train-auc:0.804335
[86]	eval-auc:0.706897	train-auc:0.804933
[87]	eval-auc:0.707866	train-auc:0.807629
[88]	eval-auc:0.708189	train-auc:0.808023
[89]	eval-auc:0.708254	train-auc:0.807845
[90]	eval-auc:0.708049	train-auc:0.808143
[91]	eval-auc:0.707764	train-auc:0.809128
[92]	eval-auc:0.708448	train-auc:0.811171
[93]	eval-auc:0.708365	train-auc:0.811548
[94]	eval-auc:0.708888	train-auc:0.811996
[95]	eval-auc:0.708327	train-auc:0.81269
[96]	eval-auc:0.708199	train-auc:0.813055
[97]	eval-auc:0.708113	train-auc:0.812946
[98]	eval-auc:0.708124	train-auc:0.812851
[99]	eval-auc:0.708578	train-auc:0.813391
[100]	eval-auc:0.708127	train-auc:0.815139
[101]	eval-auc:0.708098	train-auc:0.815082
[102]	eval-auc:0.70814	train-auc:0.815487
[103]	eval-auc:0.708074	train-auc:0.816558
[104]	eval-auc:0.708387	train-auc:0.816823
[105]	eval-auc:0.709322	train-auc:0.818661
[106]	eval-auc:0.708993	train-auc:0.819425
[107]	eval-auc:0.708977	train-auc:0.81975
[108]	eval-auc:0.708476	train-auc:0.820686
[109]	eval-auc:0.708261	train-auc:0.821038
[110]	eval-auc:0.708202	train-auc:0.820893
[111]	eval-auc:0.708316	train-auc:0.821303
[112]	eval-auc:0.707896	train-auc:0.822305
[113]	eval-auc:0.708125	train-auc:0.823101
[114]	eval-auc:0.707836	train-auc:0.823682
[115]	eval-auc:0.707567	train-auc:0.824012
[116]	eval-auc:0.708329	train-auc:0.825091
[117]	eval-auc:0.708276	train-auc:0.825132
[118]	eval-auc:0.708384	train-auc:0.825932
[119]	eval-auc:0.708624	train-auc:0.82602
[120]	eval-auc:0.708411	train-auc:0.82679
[121]	eval-auc:0.708325	train-auc:0.827051
[122]	eval-auc:0.708304	train-auc:0.827272
[123]	eval-auc:0.707921	train-auc:0.827459
[124]	eval-auc:0.707183	train-auc:0.827999
[125]	eval-auc:0.707605	train-auc:0.829568
[126]	eval-auc:0.707391	train-auc:0.82993
[127]	eval-auc:0.707998	train-auc:0.831109
[128]	eval-auc:0.707706	train-auc:0.831545
[129]	eval-auc:0.708402	train-auc:0.832379
[130]	eval-auc:0.708419	train-auc:0.832867
[131]	eval-auc:0.708052	train-auc:0.833742
[132]	eval-auc:0.707416	train-auc:0.834608
[133]	eval-auc:0.707372	train-auc:0.835225
[134]	eval-auc:0.707299	train-auc:0.835444
[135]	eval-auc:0.707113	train-auc:0.836015
[136]	eval-auc:0.706487	train-auc:0.836363
[137]	eval-auc:0.706667	train-auc:0.837465
[138]	eval-auc:0.707067	train-auc:0.838784
[139]	eval-auc:0.706501	train-auc:0.839392
[140]	eval-auc:0.706024	train-auc:0.840455
[141]	eval-auc:0.705658	train-auc:0.840549
[142]	eval-auc:0.705184	train-auc:0.841133
[143]	eval-auc:0.705065	train-auc:0.841392
[144]	eval-auc:0.705156	train-auc:0.841917
[145]	eval-auc:0.705005	train-auc:0.842426
[146]	eval-auc:0.704897	train-auc:0.843065
[147]	eval-auc:0.704903	train-auc:0.843113
[148]	eval-auc:0.704937	train-auc:0.843129
[149]	eval-auc:0.704453	train-auc:0.843901
[150]	eval-auc:0.704654	train-auc:0.844363
[151]	eval-auc:0.704715	train-auc:0.844765
[152]	eval-auc:0.704978	train-auc:0.845589
[153]	eval-auc:0.704984	train-auc:0.845634
[154]	eval-auc:0.704483	train-auc:0.845877
[155]	eval-auc:0.705031	train-auc:0.846734
[156]	eval-auc:0.705704	train-auc:0.847581
[157]	eval-auc:0.70584	train-auc:0.848057
[158]	eval-auc:0.705808	train-auc:0.848276
[159]	eval-auc:0.706018	train-auc:0.848812
[160]	eval-auc:0.705747	train-auc:0.849097
[161]	eval-auc:0.705412	train-auc:0.849337
[162]	eval-auc:0.704923	train-auc:0.849908
[163]	eval-auc:0.705465	train-auc:0.851072
[164]	eval-auc:0.705197	train-auc:0.851579
[165]	eval-auc:0.705366	train-auc:0.851877
[166]	eval-auc:0.705739	train-auc:0.852396
[167]	eval-auc:0.7063	train-auc:0.853024
[168]	eval-auc:0.706307	train-auc:0.853061
[169]	eval-auc:0.70635	train-auc:0.853054
[170]	eval-auc:0.706277	train-auc:0.853594
[171]	eval-auc:0.706718	train-auc:0.854546
[172]	eval-auc:0.706711	train-auc:0.854928
[173]	eval-auc:0.70675	train-auc:0.855151
[174]	eval-auc:0.706665	train-auc:0.855206
[175]	eval-auc:0.707029	train-auc:0.855665
[176]	eval-auc:0.707067	train-auc:0.855907
[177]	eval-auc:0.706982	train-auc:0.856081
[178]	eval-auc:0.707138	train-auc:0.857053
[179]	eval-auc:0.706866	train-auc:0.857504
[180]	eval-auc:0.706784	train-auc:0.857928
[181]	eval-auc:0.706839	train-auc:0.858485
[182]	eval-auc:0.707181	train-auc:0.858633
[183]	eval-auc:0.707184	train-auc:0.858652
[184]	eval-auc:0.707524	train-auc:0.859093
[185]	eval-auc:0.707566	train-auc:0.859144
[186]	eval-auc:0.707789	train-auc:0.860106
[187]	eval-auc:0.707436	train-auc:0.860383
[188]	eval-auc:0.707313	train-auc:0.860636
[189]	eval-auc:0.707454	train-auc:0.861459
[190]	eval-auc:0.707732	train-auc:0.862304
[191]	eval-auc:0.706948	train-auc:0.862917
[192]	eval-auc:0.70688	train-auc:0.863195
[193]	eval-auc:0.706913	train-auc:0.863239
[194]	eval-auc:0.706872	train-auc:0.863644
[195]	eval-auc:0.706874	train-auc:0.863657
[196]	eval-auc:0.707315	train-auc:0.863833
[197]	eval-auc:0.707672	train-auc:0.864494
[198]	eval-auc:0.708027	train-auc:0.865028
[199]	eval-auc:0.70783	train-auc:0.865422
[200]	eval-auc:0.707675	train-auc:0.865769
[201]	eval-auc:0.707704	train-auc:0.865732
[202]	eval-auc:0.707691	train-auc:0.866028
[203]	eval-auc:0.707693	train-auc:0.866036
[204]	eval-auc:0.707579	train-auc:0.866365
[205]	eval-auc:0.707829	train-auc:0.866885
[206]	eval-auc:0.708229	train-auc:0.867558
[207]	eval-auc:0.708161	train-auc:0.867897
[208]	eval-auc:0.707879	train-auc:0.868167
[209]	eval-auc:0.708298	train-auc:0.868455
[210]	eval-auc:0.709085	train-auc:0.869184
[211]	eval-auc:0.708856	train-auc:0.869436
[212]	eval-auc:0.708948	train-auc:0.869683
[213]	eval-auc:0.708919	train-auc:0.869595
[214]	eval-auc:0.708782	train-auc:0.869879
[215]	eval-auc:0.709076	train-auc:0.870355
[216]	eval-auc:0.709336	train-auc:0.871053
[217]	eval-auc:0.709342	train-auc:0.871673
[218]	eval-auc:0.70912	train-auc:0.871887
[219]	eval-auc:0.708829	train-auc:0.872008
[220]	eval-auc:0.709236	train-auc:0.872499
[221]	eval-auc:0.70931	train-auc:0.872727
[222]	eval-auc:0.709166	train-auc:0.872886
[223]	eval-auc:0.709499	train-auc:0.873044
[224]	eval-auc:0.709673	train-auc:0.873227
[225]	eval-auc:0.709837	train-auc:0.873613
[226]	eval-auc:0.710085	train-auc:0.874184
[227]	eval-auc:0.710033	train-auc:0.874098
[228]	eval-auc:0.710295	train-auc:0.874427
[229]	eval-auc:0.710213	train-auc:0.87461
[230]	eval-auc:0.710222	train-auc:0.874864
[231]	eval-auc:0.710266	train-auc:0.875062
[232]	eval-auc:0.710035	train-auc:0.875309
[233]	eval-auc:0.710102	train-auc:0.875391
[234]	eval-auc:0.710236	train-auc:0.876118
[235]	eval-auc:0.709997	train-auc:0.876843
[236]	eval-auc:0.709998	train-auc:0.876988
[237]	eval-auc:0.710023	train-auc:0.87738
[238]	eval-auc:0.709817	train-auc:0.877546
[239]	eval-auc:0.709862	train-auc:0.878329
[240]	eval-auc:0.709966	train-auc:0.878523
[241]	eval-auc:0.709824	train-auc:0.878668
[242]	eval-auc:0.710036	train-auc:0.8791
[243]	eval-auc:0.709742	train-auc:0.879227
[244]	eval-auc:0.710072	train-auc:0.879585
[245]	eval-auc:0.710098	train-auc:0.879552
[246]	eval-auc:0.7101	train-auc:0.879556
[247]	eval-auc:0.710362	train-auc:0.879859
[248]	eval-auc:0.710223	train-auc:0.879941
[249]	eval-auc:0.710034	train-auc:0.880448
[250]	eval-auc:0.710515	train-auc:0.88088
[251]	eval-auc:0.710802	train-auc:0.881291
[252]	eval-auc:0.710697	train-auc:0.881786
[253]	eval-auc:0.710558	train-auc:0.881946
[254]	eval-auc:0.710531	train-auc:0.881983
[255]	eval-auc:0.710544	train-auc:0.882376
[256]	eval-auc:0.71078	train-auc:0.88264
[257]	eval-auc:0.711208	train-auc:0.883125
[258]	eval-auc:0.711047	train-auc:0.883206
[259]	eval-auc:0.710899	train-auc:0.883652
[260]	eval-auc:0.710761	train-auc:0.883731
[261]	eval-auc:0.710782	train-auc:0.883899
[262]	eval-auc:0.710783	train-auc:0.883903
[263]	eval-auc:0.711339	train-auc:0.884539
[264]	eval-auc:0.711242	train-auc:0.884591
[265]	eval-auc:0.711053	train-auc:0.884743
[266]	eval-auc:0.710701	train-auc:0.884952
[267]	eval-auc:0.711006	train-auc:0.885238
[268]	eval-auc:0.710864	train-auc:0.885441
[269]	eval-auc:0.71108	train-auc:0.885686
[270]	eval-auc:0.711126	train-auc:0.885843
[271]	eval-auc:0.711125	train-auc:0.885845
[272]	eval-auc:0.711004	train-auc:0.88613
[273]	eval-auc:0.71101	train-auc:0.886133
[274]	eval-auc:0.710713	train-auc:0.886191
[275]	eval-auc:0.710701	train-auc:0.886297
[276]	eval-auc:0.710904	train-auc:0.886459
[277]	eval-auc:0.711557	train-auc:0.886908
[278]	eval-auc:0.711696	train-auc:0.887241
[279]	eval-auc:0.71182	train-auc:0.888033
[280]	eval-auc:0.711732	train-auc:0.888195
[281]	eval-auc:0.711997	train-auc:0.888569
[282]	eval-auc:0.71193	train-auc:0.88919
[283]	eval-auc:0.711834	train-auc:0.890208
[284]	eval-auc:0.712	train-auc:0.890346
[285]	eval-auc:0.711861	train-auc:0.891005
[286]	eval-auc:0.712058	train-auc:0.891114
[287]	eval-auc:0.712426	train-auc:0.891403
	Score 0.7124264517779483


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 396.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.684266	train-auc:0.727677
[2]	eval-auc:0.687126	train-auc:0.730675
[3]	eval-auc:0.698138	train-auc:0.729377
[4]	eval-auc:0.697753	train-auc:0.725002
[5]	eval-auc:0.706201	train-auc:0.73316
[6]	eval-auc:0.708282	train-auc:0.734618
[7]	eval-auc:0.709278	train-auc:0.736347
[8]	eval-auc:0.70199	train-auc:0.74012
[9]	eval-auc:0.702635	train-auc:0.742193
[10]	eval-auc:0.702509	train-auc:0.744121
[11]	eval-auc:0.700651	train-auc:0.743083
[12]	eval-auc:0.700561	train-auc:0.743583
[13]	eval-auc:0.698343	train-auc:0.741625
[14]	eval-auc:0.696715	train-auc:0.742697
[15]	eval-auc:0.698854	train-auc:0.745669
[16]	eval-auc:0.698334	train-auc:0.746053
[17]	eval-auc:0.697676	train-auc:0.745816
[18]	eval-auc:0.697503	train-auc:0.74741
[19]	eval-auc:0.696445	train-auc:0.749998
[20]	eval-auc:0.696657	train-auc:0.751783
[21]	eval-auc:0.696319	train-auc:0.754142
[22]	eval-auc:0.696355	train-auc:0.754458
[23]	eval-auc:0.695386	train-auc:0.756328
[24]	eval-auc:0.696525	train-auc:0.758205
[25]	eval-auc:0.697243	train-auc:0.761198
[26]	eval-auc:0.696221	train-auc:0.762018
[27]	eval-auc:0.696369	train-auc:0.760057
[28]	eval-auc:0.697777	train-auc:0.760727
[29]	eval-auc:0.697669	train-auc:0.761563
[30]	eval-auc:0.699253	train-auc:0.76163
[31]	eval-auc:0.699259	train-auc:0.763295
[32]	eval-auc:0.700238	train-auc:0.762888
[33]	eval-auc:0.699864	train-auc:0.763529
[34]	eval-auc:0.700044	train-auc:0.764925
[35]	eval-auc:0.699522	train-auc:0.766262
[36]	eval-auc:0.699476	train-auc:0.767971
[37]	eval-auc:0.700406	train-auc:0.768805
[38]	eval-auc:0.700139	train-auc:0.770642
[39]	eval-auc:0.700949	train-auc:0.772928
[40]	eval-auc:0.701141	train-auc:0.773269
[41]	eval-auc:0.70066	train-auc:0.774109
[42]	eval-auc:0.70174	train-auc:0.774629
[43]	eval-auc:0.703193	train-auc:0.775741
[44]	eval-auc:0.703866	train-auc:0.776918
[45]	eval-auc:0.703018	train-auc:0.778712
[46]	eval-auc:0.702112	train-auc:0.778425
[47]	eval-auc:0.702049	train-auc:0.778966
[48]	eval-auc:0.702976	train-auc:0.778918
[49]	eval-auc:0.702909	train-auc:0.779762
[50]	eval-auc:0.703102	train-auc:0.780492
[51]	eval-auc:0.701543	train-auc:0.78062
[52]	eval-auc:0.701932	train-auc:0.781688
[53]	eval-auc:0.702497	train-auc:0.783023
[54]	eval-auc:0.702736	train-auc:0.784207
[55]	eval-auc:0.703583	train-auc:0.784891
[56]	eval-auc:0.703241	train-auc:0.785538
[57]	eval-auc:0.703599	train-auc:0.785928
[58]	eval-auc:0.704236	train-auc:0.787252
[59]	eval-auc:0.703693	train-auc:0.787663
[60]	eval-auc:0.703493	train-auc:0.788447
[61]	eval-auc:0.704098	train-auc:0.789047
[62]	eval-auc:0.704202	train-auc:0.790644
[63]	eval-auc:0.704434	train-auc:0.79067
[64]	eval-auc:0.705259	train-auc:0.791585
[65]	eval-auc:0.705402	train-auc:0.791795
[66]	eval-auc:0.705433	train-auc:0.792044
[67]	eval-auc:0.704916	train-auc:0.7922
[68]	eval-auc:0.70505	train-auc:0.793366
[69]	eval-auc:0.705582	train-auc:0.793705
[70]	eval-auc:0.70597	train-auc:0.79374
[71]	eval-auc:0.705655	train-auc:0.794214
[72]	eval-auc:0.705742	train-auc:0.794332
[73]	eval-auc:0.706869	train-auc:0.795037
[74]	eval-auc:0.707008	train-auc:0.795587
[75]	eval-auc:0.707662	train-auc:0.795766
[76]	eval-auc:0.708087	train-auc:0.795928
[77]	eval-auc:0.707574	train-auc:0.79654
[78]	eval-auc:0.707329	train-auc:0.797253
[79]	eval-auc:0.70736	train-auc:0.797417
[80]	eval-auc:0.707363	train-auc:0.798015
[81]	eval-auc:0.707781	train-auc:0.798416
[82]	eval-auc:0.708374	train-auc:0.799073
[83]	eval-auc:0.708114	train-auc:0.799412
[84]	eval-auc:0.708062	train-auc:0.799594
[85]	eval-auc:0.708245	train-auc:0.799583
[86]	eval-auc:0.708375	train-auc:0.800331
[87]	eval-auc:0.708512	train-auc:0.80054
[88]	eval-auc:0.708767	train-auc:0.800877
[89]	eval-auc:0.708654	train-auc:0.80158
[90]	eval-auc:0.708961	train-auc:0.802818
[91]	eval-auc:0.708974	train-auc:0.802545
[92]	eval-auc:0.708625	train-auc:0.804056
[93]	eval-auc:0.707993	train-auc:0.80639
[94]	eval-auc:0.707781	train-auc:0.806809
[95]	eval-auc:0.707233	train-auc:0.808198
[96]	eval-auc:0.707181	train-auc:0.808638
[97]	eval-auc:0.706865	train-auc:0.808869
[98]	eval-auc:0.706722	train-auc:0.81062
[99]	eval-auc:0.706478	train-auc:0.810959
[100]	eval-auc:0.706501	train-auc:0.811379
[101]	eval-auc:0.706522	train-auc:0.81203
[102]	eval-auc:0.706548	train-auc:0.811979
[103]	eval-auc:0.706507	train-auc:0.8119
[104]	eval-auc:0.706913	train-auc:0.814094
[105]	eval-auc:0.70671	train-auc:0.814374
[106]	eval-auc:0.706657	train-auc:0.814708
[107]	eval-auc:0.706399	train-auc:0.815188
[108]	eval-auc:0.706463	train-auc:0.816467
[109]	eval-auc:0.706236	train-auc:0.816774
[110]	eval-auc:0.706408	train-auc:0.81892
[111]	eval-auc:0.706346	train-auc:0.81958
[112]	eval-auc:0.706159	train-auc:0.819366
[113]	eval-auc:0.706119	train-auc:0.819234
[114]	eval-auc:0.705659	train-auc:0.819912
[115]	eval-auc:0.705206	train-auc:0.820927
[116]	eval-auc:0.706064	train-auc:0.821713
[117]	eval-auc:0.706061	train-auc:0.82173
[118]	eval-auc:0.705972	train-auc:0.822038
[119]	eval-auc:0.706401	train-auc:0.822472
[120]	eval-auc:0.706412	train-auc:0.822744
[121]	eval-auc:0.705939	train-auc:0.823049
[122]	eval-auc:0.705636	train-auc:0.823714
[123]	eval-auc:0.705939	train-auc:0.82392
[124]	eval-auc:0.706062	train-auc:0.824942
[125]	eval-auc:0.706224	train-auc:0.825397
[126]	eval-auc:0.706884	train-auc:0.826732
[127]	eval-auc:0.706642	train-auc:0.827324
[128]	eval-auc:0.706667	train-auc:0.827177
[129]	eval-auc:0.706531	train-auc:0.827822
[130]	eval-auc:0.706976	train-auc:0.828168
[131]	eval-auc:0.706878	train-auc:0.828764
[132]	eval-auc:0.7071	train-auc:0.82983
[133]	eval-auc:0.706507	train-auc:0.830721
[134]	eval-auc:0.706166	train-auc:0.831131
[135]	eval-auc:0.706035	train-auc:0.83159
[136]	eval-auc:0.706065	train-auc:0.831587
[137]	eval-auc:0.706359	train-auc:0.832731
[138]	eval-auc:0.706388	train-auc:0.832725
[139]	eval-auc:0.706301	train-auc:0.832995
[140]	eval-auc:0.706263	train-auc:0.833203
[141]	eval-auc:0.705825	train-auc:0.833677
[142]	eval-auc:0.705768	train-auc:0.833914
[143]	eval-auc:0.706413	train-auc:0.83413
[144]	eval-auc:0.707226	train-auc:0.835249
[145]	eval-auc:0.707424	train-auc:0.836066
[146]	eval-auc:0.707497	train-auc:0.836688
[147]	eval-auc:0.70751	train-auc:0.83658
[148]	eval-auc:0.70759	train-auc:0.83739
[149]	eval-auc:0.707324	train-auc:0.838016
[150]	eval-auc:0.707374	train-auc:0.838847
[151]	eval-auc:0.706865	train-auc:0.839365
[152]	eval-auc:0.706664	train-auc:0.84011
[153]	eval-auc:0.706587	train-auc:0.840267
[154]	eval-auc:0.70648	train-auc:0.84073
[155]	eval-auc:0.706833	train-auc:0.840905
[156]	eval-auc:0.706406	train-auc:0.841301
[157]	eval-auc:0.706409	train-auc:0.841457
[158]	eval-auc:0.706844	train-auc:0.842317
[159]	eval-auc:0.706898	train-auc:0.842555
[160]	eval-auc:0.706929	train-auc:0.842526
[161]	eval-auc:0.707605	train-auc:0.843924
[162]	eval-auc:0.707242	train-auc:0.844196
[163]	eval-auc:0.706967	train-auc:0.844642
[164]	eval-auc:0.706975	train-auc:0.844714
[165]	eval-auc:0.706922	train-auc:0.844851
[166]	eval-auc:0.706707	train-auc:0.845337
[167]	eval-auc:0.706514	train-auc:0.845792
[168]	eval-auc:0.706418	train-auc:0.845994
[169]	eval-auc:0.706713	train-auc:0.846214
[170]	eval-auc:0.706465	train-auc:0.846647
[171]	eval-auc:0.706653	train-auc:0.847185
[172]	eval-auc:0.706326	train-auc:0.848202
[173]	eval-auc:0.706383	train-auc:0.848636
[174]	eval-auc:0.706326	train-auc:0.849552
[175]	eval-auc:0.70691	train-auc:0.850237
[176]	eval-auc:0.706699	train-auc:0.850708
[177]	eval-auc:0.706653	train-auc:0.851081
[178]	eval-auc:0.706647	train-auc:0.851437
[179]	eval-auc:0.70632	train-auc:0.85159
[180]	eval-auc:0.706766	train-auc:0.852434
[181]	eval-auc:0.707347	train-auc:0.853117
[182]	eval-auc:0.70709	train-auc:0.853373
[183]	eval-auc:0.70695	train-auc:0.853727
[184]	eval-auc:0.707396	train-auc:0.853918
[185]	eval-auc:0.707398	train-auc:0.853986
[186]	eval-auc:0.707393	train-auc:0.853895
[187]	eval-auc:0.707134	train-auc:0.85424
[188]	eval-auc:0.706814	train-auc:0.85453
[189]	eval-auc:0.707078	train-auc:0.855156
[190]	eval-auc:0.707063	train-auc:0.855052
[191]	eval-auc:0.707076	train-auc:0.855105
[192]	eval-auc:0.707197	train-auc:0.85597
[193]	eval-auc:0.706963	train-auc:0.856317
[194]	eval-auc:0.707248	train-auc:0.856821
[195]	eval-auc:0.707139	train-auc:0.856954
[196]	eval-auc:0.707102	train-auc:0.857163
[197]	eval-auc:0.707055	train-auc:0.857751
[198]	eval-auc:0.707175	train-auc:0.858001
[199]	eval-auc:0.706988	train-auc:0.858479
[200]	eval-auc:0.707338	train-auc:0.858959
[201]	eval-auc:0.70709	train-auc:0.859232
[202]	eval-auc:0.707008	train-auc:0.859339
[203]	eval-auc:0.707015	train-auc:0.859383
[204]	eval-auc:0.70704	train-auc:0.859702
[205]	eval-auc:0.707157	train-auc:0.85971
[206]	eval-auc:0.707221	train-auc:0.86011
[207]	eval-auc:0.707239	train-auc:0.860766
[208]	eval-auc:0.707725	train-auc:0.861117
[209]	eval-auc:0.707725	train-auc:0.861607
[210]	eval-auc:0.707705	train-auc:0.861694
[211]	eval-auc:0.707408	train-auc:0.8618
[212]	eval-auc:0.707398	train-auc:0.862254
[213]	eval-auc:0.707302	train-auc:0.862863
[214]	eval-auc:0.707088	train-auc:0.863357
[215]	eval-auc:0.707105	train-auc:0.863642
[216]	eval-auc:0.706932	train-auc:0.863858
[217]	eval-auc:0.706919	train-auc:0.863762
[218]	eval-auc:0.706813	train-auc:0.863954
[219]	eval-auc:0.706945	train-auc:0.864469
[220]	eval-auc:0.707216	train-auc:0.864713
[221]	eval-auc:0.707201	train-auc:0.864611
[222]	eval-auc:0.707002	train-auc:0.86481
[223]	eval-auc:0.707503	train-auc:0.865459
[224]	eval-auc:0.707742	train-auc:0.865665
[225]	eval-auc:0.707742	train-auc:0.865694
[226]	eval-auc:0.707708	train-auc:0.865763
[227]	eval-auc:0.707704	train-auc:0.866104
[228]	eval-auc:0.70753	train-auc:0.866296
[229]	eval-auc:0.707512	train-auc:0.86631
[230]	eval-auc:0.707513	train-auc:0.866331
[231]	eval-auc:0.707557	train-auc:0.866851
[232]	eval-auc:0.707784	train-auc:0.867307
[233]	eval-auc:0.70762	train-auc:0.867436
[234]	eval-auc:0.707596	train-auc:0.867687
[235]	eval-auc:0.707043	train-auc:0.868051
[236]	eval-auc:0.707023	train-auc:0.86875
[237]	eval-auc:0.707104	train-auc:0.869004
[238]	eval-auc:0.707189	train-auc:0.869337
[239]	eval-auc:0.70745	train-auc:0.869924
[240]	eval-auc:0.707752	train-auc:0.870503
[241]	eval-auc:0.707728	train-auc:0.870575
[242]	eval-auc:0.707434	train-auc:0.870674
[243]	eval-auc:0.70766	train-auc:0.871266
[244]	eval-auc:0.707806	train-auc:0.872084
[245]	eval-auc:0.707526	train-auc:0.872253
[246]	eval-auc:0.707487	train-auc:0.873207
[247]	eval-auc:0.70731	train-auc:0.873406
[248]	eval-auc:0.707374	train-auc:0.87367
[249]	eval-auc:0.707513	train-auc:0.874287
[250]	eval-auc:0.707516	train-auc:0.874292
[251]	eval-auc:0.707514	train-auc:0.8743
[252]	eval-auc:0.707543	train-auc:0.874489
[253]	eval-auc:0.70742	train-auc:0.874607
[254]	eval-auc:0.70721	train-auc:0.87494
[255]	eval-auc:0.707255	train-auc:0.875171
[256]	eval-auc:0.707566	train-auc:0.875665
[257]	eval-auc:0.707242	train-auc:0.875994
[258]	eval-auc:0.707481	train-auc:0.876531
[259]	eval-auc:0.707528	train-auc:0.877071
[260]	eval-auc:0.70738	train-auc:0.877129
[261]	eval-auc:0.707143	train-auc:0.877206
[262]	eval-auc:0.707147	train-auc:0.877211
[263]	eval-auc:0.706978	train-auc:0.878013
[264]	eval-auc:0.707171	train-auc:0.878532
[265]	eval-auc:0.707339	train-auc:0.878725
[266]	eval-auc:0.707368	train-auc:0.878836
[267]	eval-auc:0.707376	train-auc:0.878838
[268]	eval-auc:0.70752	train-auc:0.87939
[269]	eval-auc:0.707522	train-auc:0.879393
[270]	eval-auc:0.707418	train-auc:0.879496
[271]	eval-auc:0.707406	train-auc:0.879671
[272]	eval-auc:0.707087	train-auc:0.880423
[273]	eval-auc:0.707012	train-auc:0.880499
[274]	eval-auc:0.706833	train-auc:0.88073
[275]	eval-auc:0.70684	train-auc:0.880732
[276]	eval-auc:0.70675	train-auc:0.880827
[277]	eval-auc:0.706345	train-auc:0.880886
[278]	eval-auc:0.706544	train-auc:0.881345
[279]	eval-auc:0.706587	train-auc:0.881601
[280]	eval-auc:0.706969	train-auc:0.882096
[281]	eval-auc:0.707194	train-auc:0.882593
[282]	eval-auc:0.707217	train-auc:0.882931
[283]	eval-auc:0.707242	train-auc:0.883155
[284]	eval-auc:0.707054	train-auc:0.883294
[285]	eval-auc:0.707211	train-auc:0.883565
[286]	eval-auc:0.707421	train-auc:0.883832
[287]	eval-auc:0.707452	train-auc:0.884389
[288]	eval-auc:0.707362	train-auc:0.884461
[289]	eval-auc:0.707124	train-auc:0.885169
[290]	eval-auc:0.707083	train-auc:0.88553
[291]	eval-auc:0.706853	train-auc:0.885592
[292]	eval-auc:0.706797	train-auc:0.885745
[293]	eval-auc:0.706482	train-auc:0.886523
[294]	eval-auc:0.706358	train-auc:0.886696
[295]	eval-auc:0.706581	train-auc:0.887067
[296]	eval-auc:0.706445	train-auc:0.887118
[297]	eval-auc:0.706418	train-auc:0.887072
[298]	eval-auc:0.706593	train-auc:0.887387
[299]	eval-auc:0.706345	train-auc:0.888026
[300]	eval-auc:0.706672	train-auc:0.888651
[301]	eval-auc:0.706608	train-auc:0.88875
[302]	eval-auc:0.706503	train-auc:0.889169
[303]	eval-auc:0.706706	train-auc:0.889527
[304]	eval-auc:0.707167	train-auc:0.890062
[305]	eval-auc:0.70733	train-auc:0.890213
[306]	eval-auc:0.7074	train-auc:0.890541
[307]	eval-auc:0.707307	train-auc:0.890565
[308]	eval-auc:0.707164	train-auc:0.890767
[309]	eval-auc:0.707109	train-auc:0.89085
[310]	eval-auc:0.707196	train-auc:0.891022
[311]	eval-auc:0.70724	train-auc:0.891352
[312]	eval-auc:0.707203	train-auc:0.891389
[313]	eval-auc:0.707156	train-auc:0.891388
[314]	eval-auc:0.707281	train-auc:0.892008
[315]	eval-auc:0.707238	train-auc:0.892047
[316]	eval-auc:0.707021	train-auc:0.89211
[317]	eval-auc:0.70698	train-auc:0.892206
[318]	eval-auc:0.707383	train-auc:0.892592
[319]	eval-auc:0.707446	train-auc:0.892758
[320]	eval-auc:0.707793	train-auc:0.892988
[321]	eval-auc:0.707566	train-auc:0.893576
[322]	eval-auc:0.707948	train-auc:0.893951
[323]	eval-auc:0.708056	train-auc:0.894076
[324]	eval-auc:0.70828	train-auc:0.894399
[325]	eval-auc:0.708566	train-auc:0.894663
[326]	eval-auc:0.708516	train-auc:0.894711
[327]	eval-auc:0.708068	train-auc:0.894756
[328]	eval-auc:0.70821	train-auc:0.895201
[329]	eval-auc:0.707986	train-auc:0.895621
[330]	eval-auc:0.708125	train-auc:0.895817
[331]	eval-auc:0.708114	train-auc:0.895982
[332]	eval-auc:0.708113	train-auc:0.895984
[333]	eval-auc:0.708157	train-auc:0.896118
[334]	eval-auc:0.70788	train-auc:0.896179
[335]	eval-auc:0.70791	train-auc:0.896241
[336]	eval-auc:0.708221	train-auc:0.896534
[337]	eval-auc:0.708574	train-auc:0.896728
[338]	eval-auc:0.70856	train-auc:0.896822
[339]	eval-auc:0.70862	train-auc:0.897106
[340]	eval-auc:0.708635	train-auc:0.897117
[341]	eval-auc:0.70855	train-auc:0.897424
[342]	eval-auc:0.708502	train-auc:0.897426
[343]	eval-auc:0.708605	train-auc:0.897637
[344]	eval-auc:0.708648	train-auc:0.898057
[345]	eval-auc:0.709007	train-auc:0.898209
[346]	eval-auc:0.709288	train-auc:0.898455
[347]	eval-auc:0.709118	train-auc:0.898463
[348]	eval-auc:0.709083	train-auc:0.898985
[349]	eval-auc:0.708713	train-auc:0.899192
[350]	eval-auc:0.70861	train-auc:0.89932
[351]	eval-auc:0.708601	train-auc:0.899824
[352]	eval-auc:0.708457	train-auc:0.89986
[353]	eval-auc:0.708469	train-auc:0.899862
[354]	eval-auc:0.708349	train-auc:0.899929
[355]	eval-auc:0.708269	train-auc:0.89998
[356]	eval-auc:0.708144	train-auc:0.900474
[357]	eval-auc:0.708283	train-auc:0.90088
[358]	eval-auc:0.70819	train-auc:0.90093
[359]	eval-auc:0.70831	train-auc:0.901231
[360]	eval-auc:0.708003	train-auc:0.901379
[361]	eval-auc:0.708373	train-auc:0.901615
[362]	eval-auc:0.707834	train-auc:0.901746
[363]	eval-auc:0.707855	train-auc:0.901922
[364]	eval-auc:0.708064	train-auc:0.902039
[365]	eval-auc:0.707697	train-auc:0.902096
[366]	eval-auc:0.707743	train-auc:0.902196
[367]	eval-auc:0.707542	train-auc:0.902519
[368]	eval-auc:0.707642	train-auc:0.902634
[369]	eval-auc:0.707726	train-auc:0.902763
[370]	eval-auc:0.707695	train-auc:0.902837
[371]	eval-auc:0.707759	train-auc:0.90314
[372]	eval-auc:0.707692	train-auc:0.903409
[373]	eval-auc:0.707695	train-auc:0.903409
[374]	eval-auc:0.707834	train-auc:0.903639
[375]	eval-auc:0.707788	train-auc:0.903731
[376]	eval-auc:0.707688	train-auc:0.903923
[377]	eval-auc:0.70757	train-auc:0.904203
[378]	eval-auc:0.707577	train-auc:0.904152
[379]	eval-auc:0.707586	train-auc:0.904152
[380]	eval-auc:0.707762	train-auc:0.904298
[381]	eval-auc:0.707925	train-auc:0.904417
[382]	eval-auc:0.707869	train-auc:0.904561
[383]	eval-auc:0.707817	train-auc:0.9048
[384]	eval-auc:0.707886	train-auc:0.904859
[385]	eval-auc:0.708181	train-auc:0.905147
[386]	eval-auc:0.708138	train-auc:0.905267
[387]	eval-auc:0.708157	train-auc:0.905405
[388]	eval-auc:0.70816	train-auc:0.905487
[389]	eval-auc:0.708193	train-auc:0.905787
[390]	eval-auc:0.708221	train-auc:0.905887
[391]	eval-auc:0.708268	train-auc:0.9063
[392]	eval-auc:0.70832	train-auc:0.906991
[393]	eval-auc:0.708428	train-auc:0.907006
[394]	eval-auc:0.708472	train-auc:0.907366
[395]	eval-auc:0.708559	train-auc:0.907548
	Score 0.7085586984857898


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 375.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.650382	train-auc:0.697607
[1]	eval-auc:0.657311	train-auc:0.707168
[2]	eval-auc:0.668239	train-auc:0.719705
[3]	eval-auc:0.667807	train-auc:0.726823
[4]	eval-auc:0.682856	train-auc:0.736385
[5]	eval-auc:0.682336	train-auc:0.729512
[6]	eval-auc:0.68378	train-auc:0.734043
[7]	eval-auc:0.683841	train-auc:0.734576
[8]	eval-auc:0.690534	train-auc:0.739325
[9]	eval-auc:0.690972	train-auc:0.737405
[10]	eval-auc:0.689262	train-auc:0.739145
[11]	eval-auc:0.686239	train-auc:0.739301
[12]	eval-auc:0.687326	train-auc:0.738006
[13]	eval-auc:0.689875	train-auc:0.738035
[14]	eval-auc:0.690453	train-auc:0.7372
[15]	eval-auc:0.689814	train-auc:0.738396
[16]	eval-auc:0.688319	train-auc:0.738009
[17]	eval-auc:0.688893	train-auc:0.739661
[18]	eval-auc:0.688855	train-auc:0.742278
[19]	eval-auc:0.68999	train-auc:0.744064
[20]	eval-auc:0.690756	train-auc:0.742525
[21]	eval-auc:0.69032	train-auc:0.743436
[22]	eval-auc:0.692174	train-auc:0.744026
[23]	eval-auc:0.693133	train-auc:0.74434
[24]	eval-auc:0.693657	train-auc:0.745445
[25]	eval-auc:0.693206	train-auc:0.745386
[26]	eval-auc:0.693245	train-auc:0.744567
[27]	eval-auc:0.693347	train-auc:0.746152
[28]	eval-auc:0.695164	train-auc:0.745286
[29]	eval-auc:0.696075	train-auc:0.745342
[30]	eval-auc:0.695086	train-auc:0.745714
[31]	eval-auc:0.694833	train-auc:0.745293
[32]	eval-auc:0.694968	train-auc:0.7452
[33]	eval-auc:0.69505	train-auc:0.744843
[34]	eval-auc:0.695599	train-auc:0.74535
[35]	eval-auc:0.696408	train-auc:0.74588
[36]	eval-auc:0.696403	train-auc:0.745686
[37]	eval-auc:0.697542	train-auc:0.74605
[38]	eval-auc:0.69848	train-auc:0.746063
[39]	eval-auc:0.699096	train-auc:0.746182
[40]	eval-auc:0.698593	train-auc:0.74566
[41]	eval-auc:0.698729	train-auc:0.746053
[42]	eval-auc:0.698512	train-auc:0.745946
[43]	eval-auc:0.699074	train-auc:0.746286
[44]	eval-auc:0.699071	train-auc:0.746689
[45]	eval-auc:0.699667	train-auc:0.747214
[46]	eval-auc:0.699748	train-auc:0.747771
[47]	eval-auc:0.700801	train-auc:0.748327
[48]	eval-auc:0.70065	train-auc:0.747718
[49]	eval-auc:0.700167	train-auc:0.747821
[50]	eval-auc:0.700202	train-auc:0.748098
[51]	eval-auc:0.69983	train-auc:0.748291
[52]	eval-auc:0.699204	train-auc:0.749403
[53]	eval-auc:0.69907	train-auc:0.750036
[54]	eval-auc:0.698872	train-auc:0.750279
[55]	eval-auc:0.698606	train-auc:0.750954
[56]	eval-auc:0.69795	train-auc:0.751794
[57]	eval-auc:0.697829	train-auc:0.75254
[58]	eval-auc:0.698671	train-auc:0.752599
[59]	eval-auc:0.698112	train-auc:0.753126
[60]	eval-auc:0.697791	train-auc:0.754223
[61]	eval-auc:0.697563	train-auc:0.753728
[62]	eval-auc:0.698062	train-auc:0.753704
[63]	eval-auc:0.698244	train-auc:0.754615
[64]	eval-auc:0.697709	train-auc:0.755295
[65]	eval-auc:0.697892	train-auc:0.755327
[66]	eval-auc:0.697271	train-auc:0.755534
[67]	eval-auc:0.697218	train-auc:0.756233
[68]	eval-auc:0.697399	train-auc:0.756591
[69]	eval-auc:0.697582	train-auc:0.757264
[70]	eval-auc:0.697597	train-auc:0.758364
[71]	eval-auc:0.697434	train-auc:0.758352
[72]	eval-auc:0.696745	train-auc:0.758061
[73]	eval-auc:0.696091	train-auc:0.758285
[74]	eval-auc:0.696987	train-auc:0.759004
[75]	eval-auc:0.696742	train-auc:0.759121
[76]	eval-auc:0.696505	train-auc:0.758985
[77]	eval-auc:0.695906	train-auc:0.759641
[78]	eval-auc:0.696707	train-auc:0.759362
[79]	eval-auc:0.696339	train-auc:0.759519
[80]	eval-auc:0.696534	train-auc:0.760417
[81]	eval-auc:0.696308	train-auc:0.760354
[82]	eval-auc:0.696567	train-auc:0.760535
[83]	eval-auc:0.695915	train-auc:0.761
[84]	eval-auc:0.695929	train-auc:0.762253
[85]	eval-auc:0.695861	train-auc:0.762617
[86]	eval-auc:0.695743	train-auc:0.763333
[87]	eval-auc:0.695905	train-auc:0.764396
[88]	eval-auc:0.695836	train-auc:0.764653
[89]	eval-auc:0.696024	train-auc:0.76459
[90]	eval-auc:0.69617	train-auc:0.764439
[91]	eval-auc:0.6961	train-auc:0.765305
[92]	eval-auc:0.695746	train-auc:0.765642
[93]	eval-auc:0.696008	train-auc:0.766483
[94]	eval-auc:0.695987	train-auc:0.767609
[95]	eval-auc:0.695748	train-auc:0.768086
[96]	eval-auc:0.69608	train-auc:0.768661
[97]	eval-auc:0.69595	train-auc:0.768725
[98]	eval-auc:0.695914	train-auc:0.769101
[99]	eval-auc:0.695523	train-auc:0.76934
[100]	eval-auc:0.695826	train-auc:0.769167
[101]	eval-auc:0.695974	train-auc:0.768985
[102]	eval-auc:0.696022	train-auc:0.769395
[103]	eval-auc:0.695853	train-auc:0.770127
[104]	eval-auc:0.69593	train-auc:0.770174
[105]	eval-auc:0.695702	train-auc:0.770313
[106]	eval-auc:0.695587	train-auc:0.771434
[107]	eval-auc:0.695958	train-auc:0.771213
[108]	eval-auc:0.696167	train-auc:0.771446
[109]	eval-auc:0.69629	train-auc:0.772249
[110]	eval-auc:0.696037	train-auc:0.772617
[111]	eval-auc:0.695958	train-auc:0.773301
[112]	eval-auc:0.696252	train-auc:0.773933
[113]	eval-auc:0.696835	train-auc:0.773736
[114]	eval-auc:0.696888	train-auc:0.773737
[115]	eval-auc:0.696601	train-auc:0.774047
[116]	eval-auc:0.696337	train-auc:0.774192
[117]	eval-auc:0.696324	train-auc:0.774478
[118]	eval-auc:0.69645	train-auc:0.774567
[119]	eval-auc:0.696969	train-auc:0.774971
[120]	eval-auc:0.69687	train-auc:0.774965
[121]	eval-auc:0.696887	train-auc:0.775682
[122]	eval-auc:0.696885	train-auc:0.776434
[123]	eval-auc:0.697154	train-auc:0.776825
[124]	eval-auc:0.697151	train-auc:0.776853
[125]	eval-auc:0.697485	train-auc:0.776752
[126]	eval-auc:0.697615	train-auc:0.776926
[127]	eval-auc:0.697376	train-auc:0.777075
[128]	eval-auc:0.697648	train-auc:0.777658
[129]	eval-auc:0.697849	train-auc:0.777956
[130]	eval-auc:0.697712	train-auc:0.778763
[131]	eval-auc:0.698257	train-auc:0.779076
[132]	eval-auc:0.69827	train-auc:0.779394
[133]	eval-auc:0.698338	train-auc:0.779482
[134]	eval-auc:0.698265	train-auc:0.77962
[135]	eval-auc:0.698062	train-auc:0.780241
[136]	eval-auc:0.698328	train-auc:0.780794
[137]	eval-auc:0.697709	train-auc:0.78097
[138]	eval-auc:0.697822	train-auc:0.781164
[139]	eval-auc:0.69798	train-auc:0.781048
[140]	eval-auc:0.697464	train-auc:0.781749
[141]	eval-auc:0.697523	train-auc:0.782001
[142]	eval-auc:0.697172	train-auc:0.782257
[143]	eval-auc:0.697111	train-auc:0.78264
[144]	eval-auc:0.697443	train-auc:0.782779
[145]	eval-auc:0.69759	train-auc:0.782792
[146]	eval-auc:0.697329	train-auc:0.783373
[147]	eval-auc:0.697364	train-auc:0.782927
[148]	eval-auc:0.697606	train-auc:0.78322
[149]	eval-auc:0.697479	train-auc:0.783074
[150]	eval-auc:0.697345	train-auc:0.783447
[151]	eval-auc:0.697376	train-auc:0.783902
[152]	eval-auc:0.697956	train-auc:0.783824
[153]	eval-auc:0.697675	train-auc:0.784413
[154]	eval-auc:0.698028	train-auc:0.784844
[155]	eval-auc:0.698249	train-auc:0.785748
[156]	eval-auc:0.698354	train-auc:0.785867
[157]	eval-auc:0.698525	train-auc:0.785948
[158]	eval-auc:0.698524	train-auc:0.786241
[159]	eval-auc:0.698466	train-auc:0.787056
[160]	eval-auc:0.698452	train-auc:0.787444
[161]	eval-auc:0.698343	train-auc:0.787667
[162]	eval-auc:0.698257	train-auc:0.787963
[163]	eval-auc:0.697874	train-auc:0.788449
[164]	eval-auc:0.697887	train-auc:0.788796
[165]	eval-auc:0.697697	train-auc:0.789422
[166]	eval-auc:0.697555	train-auc:0.789719
[167]	eval-auc:0.697592	train-auc:0.789906
[168]	eval-auc:0.697676	train-auc:0.790117
[169]	eval-auc:0.697302	train-auc:0.790246
[170]	eval-auc:0.697439	train-auc:0.790305
[171]	eval-auc:0.69761	train-auc:0.790696
[172]	eval-auc:0.69759	train-auc:0.790736
[173]	eval-auc:0.697516	train-auc:0.791008
[174]	eval-auc:0.697214	train-auc:0.791454
[175]	eval-auc:0.697502	train-auc:0.791792
[176]	eval-auc:0.697478	train-auc:0.791807
[177]	eval-auc:0.697942	train-auc:0.792442
[178]	eval-auc:0.698254	train-auc:0.793138
[179]	eval-auc:0.698362	train-auc:0.793725
[180]	eval-auc:0.698311	train-auc:0.79377
[181]	eval-auc:0.698739	train-auc:0.794253
[182]	eval-auc:0.698708	train-auc:0.794331
[183]	eval-auc:0.698633	train-auc:0.794707
[184]	eval-auc:0.698458	train-auc:0.794853
[185]	eval-auc:0.698557	train-auc:0.795211
[186]	eval-auc:0.698661	train-auc:0.795594
[187]	eval-auc:0.698792	train-auc:0.79572
[188]	eval-auc:0.698874	train-auc:0.795758
[189]	eval-auc:0.699192	train-auc:0.796354
[190]	eval-auc:0.699302	train-auc:0.796587
[191]	eval-auc:0.699678	train-auc:0.797002
[192]	eval-auc:0.699789	train-auc:0.797017
[193]	eval-auc:0.699593	train-auc:0.797519
[194]	eval-auc:0.699846	train-auc:0.797666
[195]	eval-auc:0.699951	train-auc:0.798128
[196]	eval-auc:0.700272	train-auc:0.798839
[197]	eval-auc:0.70049	train-auc:0.798862
[198]	eval-auc:0.700394	train-auc:0.799453
[199]	eval-auc:0.700312	train-auc:0.799745
[200]	eval-auc:0.699962	train-auc:0.800225
[201]	eval-auc:0.700021	train-auc:0.800341
[202]	eval-auc:0.699999	train-auc:0.800232
[203]	eval-auc:0.699992	train-auc:0.800641
[204]	eval-auc:0.700171	train-auc:0.800837
[205]	eval-auc:0.700138	train-auc:0.801454
[206]	eval-auc:0.700159	train-auc:0.801518
[207]	eval-auc:0.699943	train-auc:0.802019
[208]	eval-auc:0.700009	train-auc:0.802345
[209]	eval-auc:0.700217	train-auc:0.802913
[210]	eval-auc:0.700213	train-auc:0.803133
[211]	eval-auc:0.700129	train-auc:0.802929
[212]	eval-auc:0.699868	train-auc:0.803483
[213]	eval-auc:0.700072	train-auc:0.803494
[214]	eval-auc:0.70017	train-auc:0.804137
[215]	eval-auc:0.700297	train-auc:0.80437
[216]	eval-auc:0.7002	train-auc:0.804744
[217]	eval-auc:0.700107	train-auc:0.804748
[218]	eval-auc:0.699842	train-auc:0.80523
[219]	eval-auc:0.699406	train-auc:0.805499
[220]	eval-auc:0.69911	train-auc:0.805851
[221]	eval-auc:0.69887	train-auc:0.806254
[222]	eval-auc:0.698955	train-auc:0.806834
[223]	eval-auc:0.699046	train-auc:0.807307
[224]	eval-auc:0.699112	train-auc:0.807655
[225]	eval-auc:0.699497	train-auc:0.807757
[226]	eval-auc:0.69985	train-auc:0.808279
[227]	eval-auc:0.699648	train-auc:0.808214
[228]	eval-auc:0.699741	train-auc:0.80847
[229]	eval-auc:0.699678	train-auc:0.808648
[230]	eval-auc:0.699386	train-auc:0.809073
[231]	eval-auc:0.699371	train-auc:0.809439
[232]	eval-auc:0.699402	train-auc:0.809767
[233]	eval-auc:0.69945	train-auc:0.81019
[234]	eval-auc:0.699084	train-auc:0.810762
[235]	eval-auc:0.69924	train-auc:0.810754
[236]	eval-auc:0.699532	train-auc:0.811366
[237]	eval-auc:0.699386	train-auc:0.811163
[238]	eval-auc:0.699402	train-auc:0.811427
[239]	eval-auc:0.69947	train-auc:0.811681
[240]	eval-auc:0.699351	train-auc:0.812161
[241]	eval-auc:0.699404	train-auc:0.81251
[242]	eval-auc:0.69941	train-auc:0.812299
[243]	eval-auc:0.699804	train-auc:0.812979
[244]	eval-auc:0.700104	train-auc:0.813033
[245]	eval-auc:0.700251	train-auc:0.813154
[246]	eval-auc:0.700336	train-auc:0.813556
[247]	eval-auc:0.700636	train-auc:0.814363
[248]	eval-auc:0.700666	train-auc:0.814458
[249]	eval-auc:0.700875	train-auc:0.814852
[250]	eval-auc:0.700983	train-auc:0.814998
[251]	eval-auc:0.701196	train-auc:0.815591
[252]	eval-auc:0.701397	train-auc:0.816025
[253]	eval-auc:0.701504	train-auc:0.815909
[254]	eval-auc:0.701461	train-auc:0.816487
[255]	eval-auc:0.701339	train-auc:0.816583
[256]	eval-auc:0.701368	train-auc:0.816572
[257]	eval-auc:0.701326	train-auc:0.816802
[258]	eval-auc:0.701385	train-auc:0.816908
[259]	eval-auc:0.701123	train-auc:0.817463
[260]	eval-auc:0.701323	train-auc:0.81777
[261]	eval-auc:0.70168	train-auc:0.818208
[262]	eval-auc:0.702031	train-auc:0.819139
[263]	eval-auc:0.701994	train-auc:0.819275
[264]	eval-auc:0.702384	train-auc:0.819734
[265]	eval-auc:0.70251	train-auc:0.820397
[266]	eval-auc:0.702553	train-auc:0.820666
[267]	eval-auc:0.702299	train-auc:0.820851
[268]	eval-auc:0.702558	train-auc:0.820716
[269]	eval-auc:0.702654	train-auc:0.821038
[270]	eval-auc:0.703001	train-auc:0.82146
[271]	eval-auc:0.70289	train-auc:0.821776
[272]	eval-auc:0.702974	train-auc:0.8221
[273]	eval-auc:0.70298	train-auc:0.822345
[274]	eval-auc:0.702967	train-auc:0.822441
[275]	eval-auc:0.70309	train-auc:0.822562
[276]	eval-auc:0.702631	train-auc:0.822886
[277]	eval-auc:0.702702	train-auc:0.822918
[278]	eval-auc:0.702976	train-auc:0.82291
[279]	eval-auc:0.703185	train-auc:0.82325
[280]	eval-auc:0.703062	train-auc:0.82356
[281]	eval-auc:0.70311	train-auc:0.823966
[282]	eval-auc:0.703162	train-auc:0.823926
[283]	eval-auc:0.702853	train-auc:0.824306
[284]	eval-auc:0.70292	train-auc:0.824954
[285]	eval-auc:0.702306	train-auc:0.825342
[286]	eval-auc:0.702265	train-auc:0.825431
[287]	eval-auc:0.702419	train-auc:0.825998
[288]	eval-auc:0.702323	train-auc:0.826666
[289]	eval-auc:0.702459	train-auc:0.826689
[290]	eval-auc:0.702344	train-auc:0.827429
[291]	eval-auc:0.702167	train-auc:0.827874
[292]	eval-auc:0.702268	train-auc:0.828458
[293]	eval-auc:0.702386	train-auc:0.82863
[294]	eval-auc:0.70239	train-auc:0.828749
[295]	eval-auc:0.702471	train-auc:0.829143
[296]	eval-auc:0.702899	train-auc:0.829244
[297]	eval-auc:0.702856	train-auc:0.829669
[298]	eval-auc:0.702748	train-auc:0.830207
[299]	eval-auc:0.702608	train-auc:0.830357
[300]	eval-auc:0.7023	train-auc:0.830895
[301]	eval-auc:0.702175	train-auc:0.830982
[302]	eval-auc:0.702156	train-auc:0.831905
[303]	eval-auc:0.702308	train-auc:0.832329
[304]	eval-auc:0.702325	train-auc:0.83309
[305]	eval-auc:0.702087	train-auc:0.833222
[306]	eval-auc:0.702119	train-auc:0.833625
[307]	eval-auc:0.702206	train-auc:0.833892
[308]	eval-auc:0.702261	train-auc:0.833982
[309]	eval-auc:0.701836	train-auc:0.834087
[310]	eval-auc:0.701717	train-auc:0.834333
[311]	eval-auc:0.701773	train-auc:0.834423
[312]	eval-auc:0.701574	train-auc:0.834603
[313]	eval-auc:0.701029	train-auc:0.83566
[314]	eval-auc:0.701193	train-auc:0.835976
[315]	eval-auc:0.701294	train-auc:0.836267
[316]	eval-auc:0.701437	train-auc:0.836581
[317]	eval-auc:0.701376	train-auc:0.836809
[318]	eval-auc:0.701359	train-auc:0.837028
[319]	eval-auc:0.70158	train-auc:0.837386
[320]	eval-auc:0.70131	train-auc:0.837824
[321]	eval-auc:0.701441	train-auc:0.838066
[322]	eval-auc:0.701403	train-auc:0.83823
[323]	eval-auc:0.701301	train-auc:0.838434
[324]	eval-auc:0.701038	train-auc:0.838995
[325]	eval-auc:0.70138	train-auc:0.839265
[326]	eval-auc:0.701781	train-auc:0.839464
[327]	eval-auc:0.701557	train-auc:0.840019
[328]	eval-auc:0.701824	train-auc:0.840072
[329]	eval-auc:0.701758	train-auc:0.840282
[330]	eval-auc:0.701962	train-auc:0.840692
[331]	eval-auc:0.702096	train-auc:0.840974
[332]	eval-auc:0.702194	train-auc:0.840968
[333]	eval-auc:0.701993	train-auc:0.8416
[334]	eval-auc:0.702207	train-auc:0.841708
[335]	eval-auc:0.702322	train-auc:0.841786
[336]	eval-auc:0.702407	train-auc:0.842172
[337]	eval-auc:0.702128	train-auc:0.842669
[338]	eval-auc:0.702162	train-auc:0.84337
[339]	eval-auc:0.702113	train-auc:0.843484
[340]	eval-auc:0.701898	train-auc:0.843909
[341]	eval-auc:0.701964	train-auc:0.844079
[342]	eval-auc:0.70183	train-auc:0.844229
[343]	eval-auc:0.702189	train-auc:0.84428
[344]	eval-auc:0.702248	train-auc:0.844278
[345]	eval-auc:0.702138	train-auc:0.844527
[346]	eval-auc:0.702002	train-auc:0.844642
[347]	eval-auc:0.702256	train-auc:0.845021
[348]	eval-auc:0.702337	train-auc:0.84517
[349]	eval-auc:0.702681	train-auc:0.845419
[350]	eval-auc:0.702769	train-auc:0.84558
[351]	eval-auc:0.703025	train-auc:0.845541
[352]	eval-auc:0.702865	train-auc:0.845654
[353]	eval-auc:0.702736	train-auc:0.846067
[354]	eval-auc:0.702622	train-auc:0.846338
[355]	eval-auc:0.70235	train-auc:0.846633
[356]	eval-auc:0.702121	train-auc:0.846927
[357]	eval-auc:0.702178	train-auc:0.847264
[358]	eval-auc:0.702382	train-auc:0.847688
[359]	eval-auc:0.702398	train-auc:0.848049
[360]	eval-auc:0.702815	train-auc:0.848511
[361]	eval-auc:0.702721	train-auc:0.848544
[362]	eval-auc:0.70248	train-auc:0.848662
[363]	eval-auc:0.702203	train-auc:0.848967
[364]	eval-auc:0.702551	train-auc:0.848955
[365]	eval-auc:0.702728	train-auc:0.849247
[366]	eval-auc:0.702874	train-auc:0.849442
[367]	eval-auc:0.702713	train-auc:0.849519
[368]	eval-auc:0.702792	train-auc:0.849832
[369]	eval-auc:0.702839	train-auc:0.850066
[370]	eval-auc:0.702727	train-auc:0.850497
[371]	eval-auc:0.702876	train-auc:0.850646
[372]	eval-auc:0.703001	train-auc:0.850767
[373]	eval-auc:0.702958	train-auc:0.850635
[374]	eval-auc:0.702856	train-auc:0.851071
	Score 0.7028560464861309


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 529.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.69871	train-auc:0.720697
[1]	eval-auc:0.695015	train-auc:0.727137
[2]	eval-auc:0.694844	train-auc:0.729327
[3]	eval-auc:0.69484	train-auc:0.733201
[4]	eval-auc:0.693462	train-auc:0.73618
[5]	eval-auc:0.695293	train-auc:0.743698
[6]	eval-auc:0.696044	train-auc:0.744627
[7]	eval-auc:0.698866	train-auc:0.745927
[8]	eval-auc:0.702755	train-auc:0.747223
[9]	eval-auc:0.706338	train-auc:0.745455
[10]	eval-auc:0.705061	train-auc:0.746698
[11]	eval-auc:0.704434	train-auc:0.748892
[12]	eval-auc:0.703266	train-auc:0.746727
[13]	eval-auc:0.704057	train-auc:0.746143
[14]	eval-auc:0.703866	train-auc:0.744681
[15]	eval-auc:0.702417	train-auc:0.746444
[16]	eval-auc:0.701275	train-auc:0.748308
[17]	eval-auc:0.700147	train-auc:0.750895
[18]	eval-auc:0.698552	train-auc:0.752141
[19]	eval-auc:0.698409	train-auc:0.75328
[20]	eval-auc:0.699032	train-auc:0.752156
[21]	eval-auc:0.698681	train-auc:0.754203
[22]	eval-auc:0.698093	train-auc:0.755642
[23]	eval-auc:0.697804	train-auc:0.756386
[24]	eval-auc:0.69701	train-auc:0.758591
[25]	eval-auc:0.698874	train-auc:0.760625
[26]	eval-auc:0.698691	train-auc:0.761234
[27]	eval-auc:0.699892	train-auc:0.763713
[28]	eval-auc:0.699699	train-auc:0.762037
[29]	eval-auc:0.700008	train-auc:0.762161
[30]	eval-auc:0.699423	train-auc:0.764092
[31]	eval-auc:0.699682	train-auc:0.764909
[32]	eval-auc:0.701058	train-auc:0.766718
[33]	eval-auc:0.700245	train-auc:0.767019
[34]	eval-auc:0.700571	train-auc:0.769784
[35]	eval-auc:0.700026	train-auc:0.772037
[36]	eval-auc:0.700806	train-auc:0.772543
[37]	eval-auc:0.701224	train-auc:0.771975
[38]	eval-auc:0.701921	train-auc:0.772142
[39]	eval-auc:0.703284	train-auc:0.772671
[40]	eval-auc:0.702539	train-auc:0.773386
[41]	eval-auc:0.703784	train-auc:0.773798
[42]	eval-auc:0.704189	train-auc:0.774121
[43]	eval-auc:0.704352	train-auc:0.77562
[44]	eval-auc:0.704801	train-auc:0.775203
[45]	eval-auc:0.70478	train-auc:0.776462
[46]	eval-auc:0.704733	train-auc:0.777652
[47]	eval-auc:0.70529	train-auc:0.778313
[48]	eval-auc:0.704897	train-auc:0.779306
[49]	eval-auc:0.704959	train-auc:0.779575
[50]	eval-auc:0.704648	train-auc:0.78097
[51]	eval-auc:0.704597	train-auc:0.7825
[52]	eval-auc:0.703674	train-auc:0.784055
[53]	eval-auc:0.703796	train-auc:0.786557
[54]	eval-auc:0.703572	train-auc:0.787417
[55]	eval-auc:0.703737	train-auc:0.789702
[56]	eval-auc:0.703448	train-auc:0.789885
[57]	eval-auc:0.703498	train-auc:0.79013
[58]	eval-auc:0.702895	train-auc:0.790837
[59]	eval-auc:0.702376	train-auc:0.790156
[60]	eval-auc:0.703413	train-auc:0.79056
[61]	eval-auc:0.703643	train-auc:0.789957
[62]	eval-auc:0.703783	train-auc:0.790155
[63]	eval-auc:0.703405	train-auc:0.791223
[64]	eval-auc:0.703265	train-auc:0.791382
[65]	eval-auc:0.703315	train-auc:0.791298
[66]	eval-auc:0.702856	train-auc:0.792038
[67]	eval-auc:0.702618	train-auc:0.793134
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[406]	eval-auc:0.708169	train-auc:0.918202
[407]	eval-auc:0.708199	train-auc:0.918521
[408]	eval-auc:0.708349	train-auc:0.918825
[409]	eval-auc:0.708035	train-auc:0.918757
[410]	eval-auc:0.708131	train-auc:0.918871
[411]	eval-auc:0.707953	train-auc:0.918833
[412]	eval-auc:0.708148	train-auc:0.919027
[413]	eval-auc:0.707828	train-auc:0.919248
[414]	eval-auc:0.707538	train-auc:0.919419
[415]	eval-auc:0.70763	train-auc:0.919581
[416]	eval-auc:0.707624	train-auc:0.919742
[417]	eval-auc:0.707749	train-auc:0.919754
[418]	eval-auc:0.707409	train-auc:0.92008
[419]	eval-auc:0.707659	train-auc:0.920115
[420]	eval-auc:0.707744	train-auc:0.92035
[421]	eval-auc:0.707816	train-auc:0.920337
[422]	eval-auc:0.707922	train-auc:0.920495
[423]	eval-auc:0.707936	train-auc:0.920864
[424]	eval-auc:0.708099	train-auc:0.920806
[425]	eval-auc:0.708172	train-auc:0.921184
[426]	eval-auc:0.708277	train-auc:0.921356
[427]	eval-auc:0.708582	train-auc:0.921499
[428]	eval-auc:0.708807	train-auc:0.921588
[429]	eval-auc:0.70884	train-auc:0.921744
[430]	eval-auc:0.708499	train-auc:0.92203
[431]	eval-auc:0.70849	train-auc:0.922206
[432]	eval-auc:0.708146	train-auc:0.92217
[433]	eval-auc:0.708111	train-auc:0.922365
[434]	eval-auc:0.708233	train-auc:0.922363
[435]	eval-auc:0.708376	train-auc:0.92259
[436]	eval-auc:0.708084	train-auc:0.922729
[437]	eval-auc:0.708178	train-auc:0.923161
[438]	eval-auc:0.708505	train-auc:0.923788
[439]	eval-auc:0.708076	train-auc:0.923815
[440]	eval-auc:0.707586	train-auc:0.924054
[441]	eval-auc:0.707771	train-auc:0.924347
[442]	eval-auc:0.708394	train-auc:0.924906
[443]	eval-auc:0.708763	train-auc:0.925296
[444]	eval-auc:0.708615	train-auc:0.925695
[445]	eval-auc:0.708636	train-auc:0.925884
[446]	eval-auc:0.708732	train-auc:0.925851
[447]	eval-auc:0.708914	train-auc:0.926048
[448]	eval-auc:0.708962	train-auc:0.926121
[449]	eval-auc:0.708997	train-auc:0.926199
[450]	eval-auc:0.708856	train-auc:0.926205
[451]	eval-auc:0.708909	train-auc:0.926203
[452]	eval-auc:0.709058	train-auc:0.926269
[453]	eval-auc:0.70922	train-auc:0.926314
[454]	eval-auc:0.709177	train-auc:0.926316
[455]	eval-auc:0.709125	train-auc:0.926444
[456]	eval-auc:0.709057	train-auc:0.926607
[457]	eval-auc:0.709055	train-auc:0.92682
[458]	eval-auc:0.70872	train-auc:0.926973
[459]	eval-auc:0.708623	train-auc:0.927361
[460]	eval-auc:0.708665	train-auc:0.927463
[461]	eval-auc:0.708848	train-auc:0.927438
[462]	eval-auc:0.708885	train-auc:0.927513
[463]	eval-auc:0.708563	train-auc:0.927602
[464]	eval-auc:0.708662	train-auc:0.927933
[465]	eval-auc:0.708575	train-auc:0.928054
[466]	eval-auc:0.708691	train-auc:0.928075
[467]	eval-auc:0.708725	train-auc:0.92827
[468]	eval-auc:0.708708	train-auc:0.928414
[469]	eval-auc:0.708656	train-auc:0.92832
[470]	eval-auc:0.708449	train-auc:0.928427
[471]	eval-auc:0.708291	train-auc:0.928547
[472]	eval-auc:0.70817	train-auc:0.928454
[473]	eval-auc:0.708067	train-auc:0.928616
[474]	eval-auc:0.708035	train-auc:0.928822
[475]	eval-auc:0.708326	train-auc:0.928946
[476]	eval-auc:0.708432	train-auc:0.929067
[477]	eval-auc:0.70844	train-auc:0.92915
[478]	eval-auc:0.708677	train-auc:0.929443
[479]	eval-auc:0.708603	train-auc:0.929533
[480]	eval-auc:0.708444	train-auc:0.929604
[481]	eval-auc:0.708402	train-auc:0.929874
[482]	eval-auc:0.708661	train-auc:0.929999
[483]	eval-auc:0.70858	train-auc:0.929969
[484]	eval-auc:0.708767	train-auc:0.930187
[485]	eval-auc:0.708629	train-auc:0.930529
[486]	eval-auc:0.7087	train-auc:0.930579
[487]	eval-auc:0.708839	train-auc:0.930752
[488]	eval-auc:0.709016	train-auc:0.930883
[489]	eval-auc:0.708926	train-auc:0.931036
[490]	eval-auc:0.708927	train-auc:0.931109
[491]	eval-auc:0.70886	train-auc:0.931139
[492]	eval-auc:0.709001	train-auc:0.931276
[493]	eval-auc:0.708795	train-auc:0.931452
[494]	eval-auc:0.708924	train-auc:0.931587
[495]	eval-auc:0.708958	train-auc:0.93167
[496]	eval-auc:0.709143	train-auc:0.931993
[497]	eval-auc:0.709411	train-auc:0.932194
[498]	eval-auc:0.70945	train-auc:0.932314
[499]	eval-auc:0.70934	train-auc:0.932478
[500]	eval-auc:0.709296	train-auc:0.932504
[501]	eval-auc:0.70936	train-auc:0.932674
[502]	eval-auc:0.709312	train-auc:0.932687
[503]	eval-auc:0.709183	train-auc:0.932819
[504]	eval-auc:0.709171	train-auc:0.933053
[505]	eval-auc:0.709378	train-auc:0.933301
[506]	eval-auc:0.709445	train-auc:0.933519
[507]	eval-auc:0.709582	train-auc:0.933759
[508]	eval-auc:0.709699	train-auc:0.933986
[509]	eval-auc:0.709733	train-auc:0.934118
[510]	eval-auc:0.709853	train-auc:0.934325
[511]	eval-auc:0.709573	train-auc:0.93461
[512]	eval-auc:0.709376	train-auc:0.934573
[513]	eval-auc:0.709533	train-auc:0.934814
[514]	eval-auc:0.709579	train-auc:0.934723
[515]	eval-auc:0.709582	train-auc:0.934959
[516]	eval-auc:0.709552	train-auc:0.935097
[517]	eval-auc:0.709588	train-auc:0.93518
[518]	eval-auc:0.709602	train-auc:0.935222
[519]	eval-auc:0.709666	train-auc:0.935496
[520]	eval-auc:0.709446	train-auc:0.935476
[521]	eval-auc:0.709256	train-auc:0.935508
[522]	eval-auc:0.709376	train-auc:0.935526
[523]	eval-auc:0.709265	train-auc:0.935582
[524]	eval-auc:0.70909	train-auc:0.935633
[525]	eval-auc:0.70892	train-auc:0.935825
[526]	eval-auc:0.708948	train-auc:0.935694
[527]	eval-auc:0.709087	train-auc:0.935888
[528]	eval-auc:0.709271	train-auc:0.936011
	Score 0.7092713396435576


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 463.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.684266	train-auc:0.727677
[2]	eval-auc:0.684061	train-auc:0.727967
[3]	eval-auc:0.696371	train-auc:0.728367
[4]	eval-auc:0.696566	train-auc:0.724318
[5]	eval-auc:0.704319	train-auc:0.731854
[6]	eval-auc:0.708228	train-auc:0.732718
[7]	eval-auc:0.708374	train-auc:0.734689
[8]	eval-auc:0.700032	train-auc:0.738115
[9]	eval-auc:0.699406	train-auc:0.740324
[10]	eval-auc:0.701912	train-auc:0.742351
[11]	eval-auc:0.699364	train-auc:0.739909
[12]	eval-auc:0.698906	train-auc:0.740362
[13]	eval-auc:0.698177	train-auc:0.740325
[14]	eval-auc:0.69974	train-auc:0.740774
[15]	eval-auc:0.701405	train-auc:0.742568
[16]	eval-auc:0.700722	train-auc:0.742298
[17]	eval-auc:0.699792	train-auc:0.742888
[18]	eval-auc:0.699787	train-auc:0.742971
[19]	eval-auc:0.699145	train-auc:0.74366
[20]	eval-auc:0.699593	train-auc:0.744006
[21]	eval-auc:0.698916	train-auc:0.744331
[22]	eval-auc:0.697381	train-auc:0.74601
[23]	eval-auc:0.698171	train-auc:0.747841
[24]	eval-auc:0.698097	train-auc:0.74766
[25]	eval-auc:0.697777	train-auc:0.746977
[26]	eval-auc:0.696918	train-auc:0.74849
[27]	eval-auc:0.696807	train-auc:0.746726
[28]	eval-auc:0.698481	train-auc:0.748474
[29]	eval-auc:0.698557	train-auc:0.748843
[30]	eval-auc:0.700183	train-auc:0.749054
[31]	eval-auc:0.700475	train-auc:0.750137
[32]	eval-auc:0.701425	train-auc:0.748296
[33]	eval-auc:0.700351	train-auc:0.748857
[34]	eval-auc:0.700473	train-auc:0.748999
[35]	eval-auc:0.700126	train-auc:0.750132
[36]	eval-auc:0.699688	train-auc:0.75078
[37]	eval-auc:0.700253	train-auc:0.751222
[38]	eval-auc:0.700395	train-auc:0.752971
[39]	eval-auc:0.69952	train-auc:0.754075
[40]	eval-auc:0.69886	train-auc:0.754936
[41]	eval-auc:0.698825	train-auc:0.755872
[42]	eval-auc:0.700794	train-auc:0.754601
[43]	eval-auc:0.70088	train-auc:0.75465
[44]	eval-auc:0.701673	train-auc:0.755662
[45]	eval-auc:0.701349	train-auc:0.756085
[46]	eval-auc:0.701052	train-auc:0.755044
[47]	eval-auc:0.70185	train-auc:0.756261
[48]	eval-auc:0.703093	train-auc:0.755659
[49]	eval-auc:0.702044	train-auc:0.754903
[50]	eval-auc:0.702261	train-auc:0.75602
[51]	eval-auc:0.70252	train-auc:0.755219
[52]	eval-auc:0.702925	train-auc:0.755231
[53]	eval-auc:0.702945	train-auc:0.756163
[54]	eval-auc:0.702638	train-auc:0.756606
[55]	eval-auc:0.703767	train-auc:0.756359
[56]	eval-auc:0.70362	train-auc:0.755648
[57]	eval-auc:0.702714	train-auc:0.755006
[58]	eval-auc:0.702414	train-auc:0.756049
[59]	eval-auc:0.701531	train-auc:0.757406
[60]	eval-auc:0.70198	train-auc:0.757578
[61]	eval-auc:0.701751	train-auc:0.758637
[62]	eval-auc:0.701862	train-auc:0.759556
[63]	eval-auc:0.701718	train-auc:0.75881
[64]	eval-auc:0.702175	train-auc:0.759819
[65]	eval-auc:0.701987	train-auc:0.76052
[66]	eval-auc:0.701869	train-auc:0.761462
[67]	eval-auc:0.701362	train-auc:0.761022
[68]	eval-auc:0.701166	train-auc:0.761565
[69]	eval-auc:0.700635	train-auc:0.762752
[70]	eval-auc:0.700897	train-auc:0.763229
[71]	eval-auc:0.70078	train-auc:0.764666
[72]	eval-auc:0.700594	train-auc:0.766031
[73]	eval-auc:0.701206	train-auc:0.766603
[74]	eval-auc:0.701142	train-auc:0.767484
[75]	eval-auc:0.701365	train-auc:0.766961
[76]	eval-auc:0.701827	train-auc:0.767501
[77]	eval-auc:0.701339	train-auc:0.768487
[78]	eval-auc:0.701202	train-auc:0.769387
[79]	eval-auc:0.701639	train-auc:0.768897
[80]	eval-auc:0.701164	train-auc:0.768435
[81]	eval-auc:0.700959	train-auc:0.768092
[82]	eval-auc:0.700905	train-auc:0.768948
[83]	eval-auc:0.700554	train-auc:0.76966
[84]	eval-auc:0.700219	train-auc:0.770485
[85]	eval-auc:0.699957	train-auc:0.770026
[86]	eval-auc:0.69989	train-auc:0.770067
[87]	eval-auc:0.69975	train-auc:0.770001
[88]	eval-auc:0.699144	train-auc:0.770205
[89]	eval-auc:0.699785	train-auc:0.770441
[90]	eval-auc:0.700194	train-auc:0.770975
[91]	eval-auc:0.699847	train-auc:0.771118
[92]	eval-auc:0.700535	train-auc:0.771406
[93]	eval-auc:0.700462	train-auc:0.772072
[94]	eval-auc:0.700548	train-auc:0.772566
[95]	eval-auc:0.700388	train-auc:0.773013
[96]	eval-auc:0.700401	train-auc:0.773987
[97]	eval-auc:0.700218	train-auc:0.774626
[98]	eval-auc:0.700294	train-auc:0.775159
[99]	eval-auc:0.700641	train-auc:0.775224
[100]	eval-auc:0.701001	train-auc:0.776306
[101]	eval-auc:0.701138	train-auc:0.777083
[102]	eval-auc:0.700544	train-auc:0.778022
[103]	eval-auc:0.700587	train-auc:0.778974
[104]	eval-auc:0.700092	train-auc:0.779957
[105]	eval-auc:0.700296	train-auc:0.779607
[106]	eval-auc:0.700666	train-auc:0.780396
[107]	eval-auc:0.700573	train-auc:0.780998
[108]	eval-auc:0.70035	train-auc:0.7817
[109]	eval-auc:0.700412	train-auc:0.782514
[110]	eval-auc:0.700475	train-auc:0.782864
[111]	eval-auc:0.700576	train-auc:0.783485
[112]	eval-auc:0.700747	train-auc:0.783439
[113]	eval-auc:0.700826	train-auc:0.784032
[114]	eval-auc:0.701173	train-auc:0.7846
[115]	eval-auc:0.701397	train-auc:0.785316
[116]	eval-auc:0.701419	train-auc:0.785613
[117]	eval-auc:0.701665	train-auc:0.785982
[118]	eval-auc:0.701563	train-auc:0.785957
[119]	eval-auc:0.701476	train-auc:0.786505
[120]	eval-auc:0.701457	train-auc:0.787172
[121]	eval-auc:0.701747	train-auc:0.787706
[122]	eval-auc:0.701814	train-auc:0.788552
[123]	eval-auc:0.702057	train-auc:0.788986
[124]	eval-auc:0.702	train-auc:0.78923
[125]	eval-auc:0.701982	train-auc:0.789748
[126]	eval-auc:0.702516	train-auc:0.790208
[127]	eval-auc:0.702636	train-auc:0.79046
[128]	eval-auc:0.703183	train-auc:0.790718
[129]	eval-auc:0.702985	train-auc:0.79113
[130]	eval-auc:0.703189	train-auc:0.791317
[131]	eval-auc:0.702916	train-auc:0.791802
[132]	eval-auc:0.702916	train-auc:0.791935
[133]	eval-auc:0.703102	train-auc:0.792762
[134]	eval-auc:0.703339	train-auc:0.793444
[135]	eval-auc:0.703352	train-auc:0.793571
[136]	eval-auc:0.703439	train-auc:0.793746
[137]	eval-auc:0.703531	train-auc:0.79355
[138]	eval-auc:0.703671	train-auc:0.79383
[139]	eval-auc:0.703823	train-auc:0.793932
[140]	eval-auc:0.703726	train-auc:0.794398
[141]	eval-auc:0.703836	train-auc:0.795254
[142]	eval-auc:0.704029	train-auc:0.795462
[143]	eval-auc:0.704158	train-auc:0.795529
[144]	eval-auc:0.704201	train-auc:0.795619
[145]	eval-auc:0.704557	train-auc:0.796007
[146]	eval-auc:0.704569	train-auc:0.796773
[147]	eval-auc:0.704562	train-auc:0.796813
[148]	eval-auc:0.704619	train-auc:0.797564
[149]	eval-auc:0.704676	train-auc:0.797677
[150]	eval-auc:0.705006	train-auc:0.797933
[151]	eval-auc:0.70506	train-auc:0.798023
[152]	eval-auc:0.704882	train-auc:0.7981
[153]	eval-auc:0.704696	train-auc:0.798522
[154]	eval-auc:0.705039	train-auc:0.798744
[155]	eval-auc:0.705031	train-auc:0.799032
[156]	eval-auc:0.705212	train-auc:0.799251
[157]	eval-auc:0.705197	train-auc:0.799359
[158]	eval-auc:0.705356	train-auc:0.799473
[159]	eval-auc:0.705479	train-auc:0.799741
[160]	eval-auc:0.705627	train-auc:0.799726
[161]	eval-auc:0.705596	train-auc:0.799922
[162]	eval-auc:0.705459	train-auc:0.800212
[163]	eval-auc:0.705811	train-auc:0.800391
[164]	eval-auc:0.705855	train-auc:0.800437
[165]	eval-auc:0.705703	train-auc:0.800677
[166]	eval-auc:0.705672	train-auc:0.801365
[167]	eval-auc:0.705687	train-auc:0.802012
[168]	eval-auc:0.705691	train-auc:0.802108
[169]	eval-auc:0.705608	train-auc:0.802099
[170]	eval-auc:0.705693	train-auc:0.802163
[171]	eval-auc:0.706033	train-auc:0.802318
[172]	eval-auc:0.70609	train-auc:0.802362
[173]	eval-auc:0.706187	train-auc:0.802439
[174]	eval-auc:0.706219	train-auc:0.802486
[175]	eval-auc:0.706239	train-auc:0.802494
[176]	eval-auc:0.706269	train-auc:0.802542
[177]	eval-auc:0.706537	train-auc:0.8032
[178]	eval-auc:0.706679	train-auc:0.803602
[179]	eval-auc:0.706566	train-auc:0.803589
[180]	eval-auc:0.706364	train-auc:0.803962
[181]	eval-auc:0.706618	train-auc:0.804171
[182]	eval-auc:0.706191	train-auc:0.804705
[183]	eval-auc:0.705818	train-auc:0.805093
[184]	eval-auc:0.705918	train-auc:0.805443
[185]	eval-auc:0.705916	train-auc:0.80553
[186]	eval-auc:0.705874	train-auc:0.805515
[187]	eval-auc:0.705617	train-auc:0.805657
[188]	eval-auc:0.705935	train-auc:0.806018
[189]	eval-auc:0.705991	train-auc:0.806263
[190]	eval-auc:0.706007	train-auc:0.806257
[191]	eval-auc:0.706026	train-auc:0.8063
[192]	eval-auc:0.705912	train-auc:0.806536
[193]	eval-auc:0.706128	train-auc:0.806801
[194]	eval-auc:0.706028	train-auc:0.807415
[195]	eval-auc:0.706435	train-auc:0.808839
[196]	eval-auc:0.706441	train-auc:0.808811
[197]	eval-auc:0.706476	train-auc:0.808825
[198]	eval-auc:0.706868	train-auc:0.808899
[199]	eval-auc:0.707138	train-auc:0.809073
[200]	eval-auc:0.706969	train-auc:0.809422
[201]	eval-auc:0.706978	train-auc:0.809289
[202]	eval-auc:0.707214	train-auc:0.809562
[203]	eval-auc:0.707249	train-auc:0.809587
[204]	eval-auc:0.70721	train-auc:0.809736
[205]	eval-auc:0.707293	train-auc:0.810809
[206]	eval-auc:0.707254	train-auc:0.810764
[207]	eval-auc:0.707398	train-auc:0.811027
[208]	eval-auc:0.707224	train-auc:0.811707
[209]	eval-auc:0.707239	train-auc:0.811639
[210]	eval-auc:0.706856	train-auc:0.812273
[211]	eval-auc:0.707322	train-auc:0.813417
[212]	eval-auc:0.707149	train-auc:0.813628
[213]	eval-auc:0.707121	train-auc:0.813687
[214]	eval-auc:0.70731	train-auc:0.813804
[215]	eval-auc:0.707304	train-auc:0.814048
[216]	eval-auc:0.707339	train-auc:0.814881
[217]	eval-auc:0.70729	train-auc:0.814843
[218]	eval-auc:0.707273	train-auc:0.814945
[219]	eval-auc:0.707369	train-auc:0.815532
[220]	eval-auc:0.707414	train-auc:0.816217
[221]	eval-auc:0.7075	train-auc:0.816262
[222]	eval-auc:0.707452	train-auc:0.816361
[223]	eval-auc:0.707223	train-auc:0.816601
[224]	eval-auc:0.707015	train-auc:0.816945
[225]	eval-auc:0.706993	train-auc:0.816873
[226]	eval-auc:0.706909	train-auc:0.817378
[227]	eval-auc:0.707018	train-auc:0.817873
[228]	eval-auc:0.707225	train-auc:0.818005
[229]	eval-auc:0.707249	train-auc:0.817915
[230]	eval-auc:0.707774	train-auc:0.818899
[231]	eval-auc:0.707848	train-auc:0.819035
[232]	eval-auc:0.707765	train-auc:0.819868
[233]	eval-auc:0.707508	train-auc:0.820205
[234]	eval-auc:0.7075	train-auc:0.820212
[235]	eval-auc:0.707532	train-auc:0.821115
[236]	eval-auc:0.707397	train-auc:0.82119
[237]	eval-auc:0.707296	train-auc:0.821405
[238]	eval-auc:0.707496	train-auc:0.822116
[239]	eval-auc:0.707497	train-auc:0.822047
[240]	eval-auc:0.707269	train-auc:0.822655
[241]	eval-auc:0.707249	train-auc:0.822661
[242]	eval-auc:0.707332	train-auc:0.823025
[243]	eval-auc:0.707291	train-auc:0.823328
[244]	eval-auc:0.707633	train-auc:0.824136
[245]	eval-auc:0.70734	train-auc:0.824652
[246]	eval-auc:0.707438	train-auc:0.824854
[247]	eval-auc:0.707858	train-auc:0.8255
[248]	eval-auc:0.707937	train-auc:0.825963
[249]	eval-auc:0.707633	train-auc:0.826394
[250]	eval-auc:0.707665	train-auc:0.826583
[251]	eval-auc:0.707666	train-auc:0.826751
[252]	eval-auc:0.708309	train-auc:0.827295
[253]	eval-auc:0.708122	train-auc:0.827827
[254]	eval-auc:0.708096	train-auc:0.827954
[255]	eval-auc:0.708128	train-auc:0.828218
[256]	eval-auc:0.708106	train-auc:0.828425
[257]	eval-auc:0.708106	train-auc:0.828368
[258]	eval-auc:0.707974	train-auc:0.828617
[259]	eval-auc:0.708239	train-auc:0.829171
[260]	eval-auc:0.707872	train-auc:0.829418
[261]	eval-auc:0.707633	train-auc:0.829792
[262]	eval-auc:0.707573	train-auc:0.830025
[263]	eval-auc:0.708017	train-auc:0.830766
[264]	eval-auc:0.707927	train-auc:0.830934
[265]	eval-auc:0.707956	train-auc:0.831105
[266]	eval-auc:0.708052	train-auc:0.83148
[267]	eval-auc:0.708012	train-auc:0.831881
[268]	eval-auc:0.707982	train-auc:0.832525
[269]	eval-auc:0.707942	train-auc:0.832522
[270]	eval-auc:0.707725	train-auc:0.832799
[271]	eval-auc:0.707696	train-auc:0.832697
[272]	eval-auc:0.707691	train-auc:0.832901
[273]	eval-auc:0.707843	train-auc:0.833343
[274]	eval-auc:0.70786	train-auc:0.833328
[275]	eval-auc:0.707852	train-auc:0.833477
[276]	eval-auc:0.708106	train-auc:0.833707
[277]	eval-auc:0.708	train-auc:0.833778
[278]	eval-auc:0.708003	train-auc:0.83382
[279]	eval-auc:0.707688	train-auc:0.834206
[280]	eval-auc:0.707712	train-auc:0.834144
[281]	eval-auc:0.707703	train-auc:0.834619
[282]	eval-auc:0.707733	train-auc:0.834845
[283]	eval-auc:0.707511	train-auc:0.835172
[284]	eval-auc:0.707197	train-auc:0.835349
[285]	eval-auc:0.707284	train-auc:0.835377
[286]	eval-auc:0.707283	train-auc:0.835421
[287]	eval-auc:0.707272	train-auc:0.835557
[288]	eval-auc:0.707002	train-auc:0.835898
[289]	eval-auc:0.706716	train-auc:0.836098
[290]	eval-auc:0.706855	train-auc:0.836263
[291]	eval-auc:0.70699	train-auc:0.837094
[292]	eval-auc:0.707095	train-auc:0.837619
[293]	eval-auc:0.707097	train-auc:0.837653
[294]	eval-auc:0.707105	train-auc:0.8378
[295]	eval-auc:0.707521	train-auc:0.83836
[296]	eval-auc:0.70752	train-auc:0.838351
[297]	eval-auc:0.707535	train-auc:0.838462
[298]	eval-auc:0.707491	train-auc:0.838773
[299]	eval-auc:0.707452	train-auc:0.838917
[300]	eval-auc:0.707156	train-auc:0.839096
[301]	eval-auc:0.707312	train-auc:0.839414
[302]	eval-auc:0.707223	train-auc:0.839605
[303]	eval-auc:0.707179	train-auc:0.839699
[304]	eval-auc:0.707191	train-auc:0.839728
[305]	eval-auc:0.707139	train-auc:0.839996
[306]	eval-auc:0.706939	train-auc:0.840306
[307]	eval-auc:0.706684	train-auc:0.840677
[308]	eval-auc:0.70699	train-auc:0.840847
[309]	eval-auc:0.706974	train-auc:0.841275
[310]	eval-auc:0.70699	train-auc:0.841259
[311]	eval-auc:0.706989	train-auc:0.84135
[312]	eval-auc:0.706884	train-auc:0.841628
[313]	eval-auc:0.706719	train-auc:0.841971
[314]	eval-auc:0.706475	train-auc:0.842134
[315]	eval-auc:0.706481	train-auc:0.84216
[316]	eval-auc:0.706344	train-auc:0.842574
[317]	eval-auc:0.706278	train-auc:0.842687
[318]	eval-auc:0.706591	train-auc:0.843165
[319]	eval-auc:0.706715	train-auc:0.843797
[320]	eval-auc:0.706664	train-auc:0.843895
[321]	eval-auc:0.706665	train-auc:0.843914
[322]	eval-auc:0.706642	train-auc:0.844037
[323]	eval-auc:0.706671	train-auc:0.844364
[324]	eval-auc:0.706577	train-auc:0.844692
[325]	eval-auc:0.706583	train-auc:0.844674
[326]	eval-auc:0.706433	train-auc:0.844966
[327]	eval-auc:0.706185	train-auc:0.84507
[328]	eval-auc:0.706264	train-auc:0.845205
[329]	eval-auc:0.706594	train-auc:0.845523
[330]	eval-auc:0.706594	train-auc:0.845539
[331]	eval-auc:0.70662	train-auc:0.845701
[332]	eval-auc:0.706452	train-auc:0.845837
[333]	eval-auc:0.706435	train-auc:0.845819
[334]	eval-auc:0.706591	train-auc:0.846
[335]	eval-auc:0.706198	train-auc:0.846206
[336]	eval-auc:0.706123	train-auc:0.846313
[337]	eval-auc:0.706125	train-auc:0.846326
[338]	eval-auc:0.70621	train-auc:0.846595
[339]	eval-auc:0.706097	train-auc:0.846832
[340]	eval-auc:0.70605	train-auc:0.846925
[341]	eval-auc:0.705997	train-auc:0.847185
[342]	eval-auc:0.706119	train-auc:0.847632
[343]	eval-auc:0.706236	train-auc:0.84776
[344]	eval-auc:0.706176	train-auc:0.848312
[345]	eval-auc:0.706256	train-auc:0.848743
[346]	eval-auc:0.706265	train-auc:0.848835
[347]	eval-auc:0.706274	train-auc:0.848792
[348]	eval-auc:0.706131	train-auc:0.849072
[349]	eval-auc:0.705825	train-auc:0.849348
[350]	eval-auc:0.705712	train-auc:0.849564
[351]	eval-auc:0.705671	train-auc:0.849647
[352]	eval-auc:0.705669	train-auc:0.849657
[353]	eval-auc:0.706137	train-auc:0.85012
[354]	eval-auc:0.706044	train-auc:0.850352
[355]	eval-auc:0.706006	train-auc:0.850541
[356]	eval-auc:0.706279	train-auc:0.850889
[357]	eval-auc:0.70622	train-auc:0.850959
[358]	eval-auc:0.706488	train-auc:0.851198
[359]	eval-auc:0.706632	train-auc:0.851327
[360]	eval-auc:0.706482	train-auc:0.851507
[361]	eval-auc:0.706483	train-auc:0.851515
[362]	eval-auc:0.706477	train-auc:0.851496
[363]	eval-auc:0.706562	train-auc:0.851743
[364]	eval-auc:0.706416	train-auc:0.851918
[365]	eval-auc:0.706273	train-auc:0.852067
[366]	eval-auc:0.706272	train-auc:0.852073
[367]	eval-auc:0.706276	train-auc:0.852241
[368]	eval-auc:0.706253	train-auc:0.852323
[369]	eval-auc:0.706209	train-auc:0.852424
[370]	eval-auc:0.706128	train-auc:0.852581
[371]	eval-auc:0.706122	train-auc:0.852664
[372]	eval-auc:0.706141	train-auc:0.852906
[373]	eval-auc:0.705958	train-auc:0.853087
[374]	eval-auc:0.705959	train-auc:0.853094
[375]	eval-auc:0.705895	train-auc:0.853198
[376]	eval-auc:0.705876	train-auc:0.853187
[377]	eval-auc:0.705883	train-auc:0.853283
[378]	eval-auc:0.705672	train-auc:0.853521
[379]	eval-auc:0.705673	train-auc:0.853527
[380]	eval-auc:0.705713	train-auc:0.853567
[381]	eval-auc:0.705704	train-auc:0.853631
[382]	eval-auc:0.705798	train-auc:0.853758
[383]	eval-auc:0.70581	train-auc:0.853878
[384]	eval-auc:0.705711	train-auc:0.854277
[385]	eval-auc:0.705675	train-auc:0.85462
[386]	eval-auc:0.705455	train-auc:0.854875
[387]	eval-auc:0.705445	train-auc:0.855007
[388]	eval-auc:0.705579	train-auc:0.855459
[389]	eval-auc:0.705267	train-auc:0.855679
[390]	eval-auc:0.70535	train-auc:0.855735
[391]	eval-auc:0.705256	train-auc:0.855858
[392]	eval-auc:0.705457	train-auc:0.856168
[393]	eval-auc:0.705186	train-auc:0.856285
[394]	eval-auc:0.705043	train-auc:0.856427
[395]	eval-auc:0.704834	train-auc:0.856576
[396]	eval-auc:0.704735	train-auc:0.856658
[397]	eval-auc:0.70463	train-auc:0.856799
[398]	eval-auc:0.704645	train-auc:0.857064
[399]	eval-auc:0.704922	train-auc:0.857366
[400]	eval-auc:0.705152	train-auc:0.857572
[401]	eval-auc:0.705168	train-auc:0.857553
[402]	eval-auc:0.70516	train-auc:0.857803
[403]	eval-auc:0.705302	train-auc:0.858097
[404]	eval-auc:0.705299	train-auc:0.858102
[405]	eval-auc:0.705277	train-auc:0.858341
[406]	eval-auc:0.705043	train-auc:0.858445
[407]	eval-auc:0.705059	train-auc:0.858862
[408]	eval-auc:0.705297	train-auc:0.859151
[409]	eval-auc:0.705796	train-auc:0.859452
[410]	eval-auc:0.705662	train-auc:0.859752
[411]	eval-auc:0.705676	train-auc:0.859688
[412]	eval-auc:0.705586	train-auc:0.859733
[413]	eval-auc:0.705554	train-auc:0.859881
[414]	eval-auc:0.705541	train-auc:0.859985
[415]	eval-auc:0.705588	train-auc:0.860149
[416]	eval-auc:0.705586	train-auc:0.860152
[417]	eval-auc:0.705836	train-auc:0.860488
[418]	eval-auc:0.705697	train-auc:0.860528
[419]	eval-auc:0.705643	train-auc:0.860738
[420]	eval-auc:0.705553	train-auc:0.86087
[421]	eval-auc:0.705484	train-auc:0.860983
[422]	eval-auc:0.705451	train-auc:0.861067
[423]	eval-auc:0.705519	train-auc:0.861193
[424]	eval-auc:0.705385	train-auc:0.861351
[425]	eval-auc:0.705381	train-auc:0.861353
[426]	eval-auc:0.705375	train-auc:0.861312
[427]	eval-auc:0.705334	train-auc:0.861394
[428]	eval-auc:0.705341	train-auc:0.861397
[429]	eval-auc:0.70564	train-auc:0.861571
[430]	eval-auc:0.705693	train-auc:0.861743
[431]	eval-auc:0.705953	train-auc:0.862104
[432]	eval-auc:0.705831	train-auc:0.862194
[433]	eval-auc:0.70574	train-auc:0.862291
[434]	eval-auc:0.705883	train-auc:0.862414
[435]	eval-auc:0.705958	train-auc:0.86254
[436]	eval-auc:0.706071	train-auc:0.862706
[437]	eval-auc:0.70611	train-auc:0.862983
[438]	eval-auc:0.706253	train-auc:0.863108
[439]	eval-auc:0.70639	train-auc:0.863326
[440]	eval-auc:0.706508	train-auc:0.863596
[441]	eval-auc:0.706506	train-auc:0.863559
[442]	eval-auc:0.706447	train-auc:0.863635
[443]	eval-auc:0.706335	train-auc:0.863773
[444]	eval-auc:0.706453	train-auc:0.864069
[445]	eval-auc:0.706424	train-auc:0.864222
[446]	eval-auc:0.706425	train-auc:0.864223
[447]	eval-auc:0.706466	train-auc:0.864404
[448]	eval-auc:0.70624	train-auc:0.864511
[449]	eval-auc:0.706448	train-auc:0.86477
[450]	eval-auc:0.70643	train-auc:0.865103
[451]	eval-auc:0.706521	train-auc:0.865365
[452]	eval-auc:0.706378	train-auc:0.865499
[453]	eval-auc:0.70652	train-auc:0.865693
[454]	eval-auc:0.706419	train-auc:0.866075
[455]	eval-auc:0.706357	train-auc:0.866127
[456]	eval-auc:0.706369	train-auc:0.866079
[457]	eval-auc:0.706512	train-auc:0.866463
[458]	eval-auc:0.706555	train-auc:0.866546
[459]	eval-auc:0.706604	train-auc:0.866557
[460]	eval-auc:0.706757	train-auc:0.866786
[461]	eval-auc:0.706782	train-auc:0.86675
[462]	eval-auc:0.706826	train-auc:0.866922
	Score 0.7068258231919015


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 496.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.67802	train-auc:0.692356
[1]	eval-auc:0.666943	train-auc:0.706791
[2]	eval-auc:0.683919	train-auc:0.718706
[3]	eval-auc:0.678941	train-auc:0.718883
[4]	eval-auc:0.692402	train-auc:0.729162
[5]	eval-auc:0.693153	train-auc:0.727567
[6]	eval-auc:0.696553	train-auc:0.730931
[7]	eval-auc:0.692873	train-auc:0.727314
[8]	eval-auc:0.694816	train-auc:0.731378
[9]	eval-auc:0.697852	train-auc:0.731266
[10]	eval-auc:0.701081	train-auc:0.734105
[11]	eval-auc:0.698729	train-auc:0.737013
[12]	eval-auc:0.697319	train-auc:0.735762
[13]	eval-auc:0.701463	train-auc:0.735935
[14]	eval-auc:0.699077	train-auc:0.737272
[15]	eval-auc:0.697798	train-auc:0.738354
[16]	eval-auc:0.696653	train-auc:0.740388
[17]	eval-auc:0.699163	train-auc:0.742497
[18]	eval-auc:0.69954	train-auc:0.744977
[19]	eval-auc:0.700269	train-auc:0.746663
[20]	eval-auc:0.701222	train-auc:0.746279
[21]	eval-auc:0.701837	train-auc:0.747899
[22]	eval-auc:0.701558	train-auc:0.747681
[23]	eval-auc:0.701888	train-auc:0.749602
[24]	eval-auc:0.703407	train-auc:0.752587
[25]	eval-auc:0.703164	train-auc:0.751707
[26]	eval-auc:0.704192	train-auc:0.751237
[27]	eval-auc:0.705365	train-auc:0.753712
[28]	eval-auc:0.706486	train-auc:0.753854
[29]	eval-auc:0.707515	train-auc:0.753533
[30]	eval-auc:0.707167	train-auc:0.755101
[31]	eval-auc:0.706382	train-auc:0.75496
[32]	eval-auc:0.706482	train-auc:0.754964
[33]	eval-auc:0.706938	train-auc:0.755755
[34]	eval-auc:0.705829	train-auc:0.757257
[35]	eval-auc:0.706674	train-auc:0.758697
[36]	eval-auc:0.707155	train-auc:0.759866
[37]	eval-auc:0.708362	train-auc:0.759815
[38]	eval-auc:0.707937	train-auc:0.76022
[39]	eval-auc:0.708096	train-auc:0.76052
[40]	eval-auc:0.707461	train-auc:0.760493
[41]	eval-auc:0.707857	train-auc:0.761207
[42]	eval-auc:0.708036	train-auc:0.761615
[43]	eval-auc:0.708568	train-auc:0.763979
[44]	eval-auc:0.709076	train-auc:0.765717
[45]	eval-auc:0.709698	train-auc:0.767798
[46]	eval-auc:0.709744	train-auc:0.769206
[47]	eval-auc:0.709765	train-auc:0.770435
[48]	eval-auc:0.710724	train-auc:0.77045
[49]	eval-auc:0.709818	train-auc:0.77163
[50]	eval-auc:0.70966	train-auc:0.772852
[51]	eval-auc:0.709775	train-auc:0.773625
[52]	eval-auc:0.709499	train-auc:0.774793
[53]	eval-auc:0.708899	train-auc:0.775607
[54]	eval-auc:0.709245	train-auc:0.776597
[55]	eval-auc:0.709181	train-auc:0.777194
[56]	eval-auc:0.708769	train-auc:0.777796
[57]	eval-auc:0.708607	train-auc:0.778667
[58]	eval-auc:0.709322	train-auc:0.779129
[59]	eval-auc:0.709844	train-auc:0.781147
[60]	eval-auc:0.709079	train-auc:0.783115
[61]	eval-auc:0.708937	train-auc:0.783922
[62]	eval-auc:0.709156	train-auc:0.78461
[63]	eval-auc:0.709188	train-auc:0.785688
[64]	eval-auc:0.70908	train-auc:0.785821
[65]	eval-auc:0.709156	train-auc:0.786154
[66]	eval-auc:0.709721	train-auc:0.786782
[67]	eval-auc:0.709785	train-auc:0.787344
[68]	eval-auc:0.709557	train-auc:0.78807
[69]	eval-auc:0.709704	train-auc:0.788793
[70]	eval-auc:0.709645	train-auc:0.789077
[71]	eval-auc:0.709733	train-auc:0.789154
[72]	eval-auc:0.709184	train-auc:0.789099
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[412]	eval-auc:0.708592	train-auc:0.917648
[413]	eval-auc:0.708644	train-auc:0.917861
[414]	eval-auc:0.707977	train-auc:0.918154
[415]	eval-auc:0.707785	train-auc:0.918348
[416]	eval-auc:0.707979	train-auc:0.918727
[417]	eval-auc:0.707983	train-auc:0.918754
[418]	eval-auc:0.707954	train-auc:0.918742
[419]	eval-auc:0.708126	train-auc:0.918913
[420]	eval-auc:0.708563	train-auc:0.919279
[421]	eval-auc:0.708579	train-auc:0.919406
[422]	eval-auc:0.708422	train-auc:0.919581
[423]	eval-auc:0.708482	train-auc:0.919717
[424]	eval-auc:0.708571	train-auc:0.919855
[425]	eval-auc:0.708685	train-auc:0.919916
[426]	eval-auc:0.708671	train-auc:0.920076
[427]	eval-auc:0.708571	train-auc:0.920064
[428]	eval-auc:0.708504	train-auc:0.920296
[429]	eval-auc:0.708524	train-auc:0.920291
[430]	eval-auc:0.708253	train-auc:0.920376
[431]	eval-auc:0.708301	train-auc:0.920548
[432]	eval-auc:0.708129	train-auc:0.920839
[433]	eval-auc:0.708091	train-auc:0.920933
[434]	eval-auc:0.708157	train-auc:0.921091
[435]	eval-auc:0.708038	train-auc:0.921064
[436]	eval-auc:0.70849	train-auc:0.921347
[437]	eval-auc:0.7087	train-auc:0.921481
[438]	eval-auc:0.708473	train-auc:0.921571
[439]	eval-auc:0.708804	train-auc:0.921785
[440]	eval-auc:0.708898	train-auc:0.922127
[441]	eval-auc:0.709142	train-auc:0.922216
[442]	eval-auc:0.709522	train-auc:0.922517
[443]	eval-auc:0.709527	train-auc:0.922773
[444]	eval-auc:0.709684	train-auc:0.922901
[445]	eval-auc:0.709475	train-auc:0.923155
[446]	eval-auc:0.709498	train-auc:0.923162
[447]	eval-auc:0.7095	train-auc:0.923257
[448]	eval-auc:0.709725	train-auc:0.923336
[449]	eval-auc:0.709468	train-auc:0.923445
[450]	eval-auc:0.709899	train-auc:0.923843
[451]	eval-auc:0.710019	train-auc:0.924106
[452]	eval-auc:0.709998	train-auc:0.9241
[453]	eval-auc:0.709739	train-auc:0.924307
[454]	eval-auc:0.710022	train-auc:0.924405
[455]	eval-auc:0.709411	train-auc:0.924629
[456]	eval-auc:0.709436	train-auc:0.92482
[457]	eval-auc:0.709411	train-auc:0.92487
[458]	eval-auc:0.70908	train-auc:0.925164
[459]	eval-auc:0.7092	train-auc:0.925283
[460]	eval-auc:0.709209	train-auc:0.925657
[461]	eval-auc:0.709111	train-auc:0.925704
[462]	eval-auc:0.709067	train-auc:0.925894
[463]	eval-auc:0.708994	train-auc:0.926064
[464]	eval-auc:0.709073	train-auc:0.926619
[465]	eval-auc:0.709305	train-auc:0.926782
[466]	eval-auc:0.709437	train-auc:0.926956
[467]	eval-auc:0.709369	train-auc:0.927041
[468]	eval-auc:0.709125	train-auc:0.927226
[469]	eval-auc:0.709213	train-auc:0.927505
[470]	eval-auc:0.709069	train-auc:0.927514
[471]	eval-auc:0.709102	train-auc:0.927717
[472]	eval-auc:0.709121	train-auc:0.927771
[473]	eval-auc:0.709224	train-auc:0.927924
[474]	eval-auc:0.709047	train-auc:0.927914
[475]	eval-auc:0.708891	train-auc:0.928177
[476]	eval-auc:0.708636	train-auc:0.928367
[477]	eval-auc:0.708551	train-auc:0.92855
[478]	eval-auc:0.708673	train-auc:0.928654
[479]	eval-auc:0.708559	train-auc:0.928716
[480]	eval-auc:0.708196	train-auc:0.929171
[481]	eval-auc:0.708108	train-auc:0.929289
[482]	eval-auc:0.708032	train-auc:0.929164
[483]	eval-auc:0.708158	train-auc:0.929072
[484]	eval-auc:0.708097	train-auc:0.929152
[485]	eval-auc:0.708163	train-auc:0.929226
[486]	eval-auc:0.708293	train-auc:0.929479
[487]	eval-auc:0.708371	train-auc:0.929483
[488]	eval-auc:0.708152	train-auc:0.929706
[489]	eval-auc:0.708265	train-auc:0.929789
[490]	eval-auc:0.708291	train-auc:0.930017
[491]	eval-auc:0.70803	train-auc:0.93002
[492]	eval-auc:0.708039	train-auc:0.929952
[493]	eval-auc:0.70801	train-auc:0.930044
[494]	eval-auc:0.707758	train-auc:0.93016
[495]	eval-auc:0.70766	train-auc:0.930286
	Score 0.7076602833509971


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 419.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.684266	train-auc:0.727677
[2]	eval-auc:0.684061	train-auc:0.727967
[3]	eval-auc:0.696371	train-auc:0.728367
[4]	eval-auc:0.696566	train-auc:0.724318
[5]	eval-auc:0.698844	train-auc:0.726265
[6]	eval-auc:0.70571	train-auc:0.732404
[7]	eval-auc:0.706778	train-auc:0.733924
[8]	eval-auc:0.700526	train-auc:0.738831
[9]	eval-auc:0.704384	train-auc:0.742773
[10]	eval-auc:0.704526	train-auc:0.744954
[11]	eval-auc:0.701905	train-auc:0.744717
[12]	eval-auc:0.701474	train-auc:0.744972
[13]	eval-auc:0.702549	train-auc:0.740808
[14]	eval-auc:0.700731	train-auc:0.74224
[15]	eval-auc:0.701351	train-auc:0.744724
[16]	eval-auc:0.701199	train-auc:0.743543
[17]	eval-auc:0.701382	train-auc:0.744656
[18]	eval-auc:0.701534	train-auc:0.744947
[19]	eval-auc:0.700977	train-auc:0.748212
[20]	eval-auc:0.701521	train-auc:0.749236
[21]	eval-auc:0.700813	train-auc:0.750475
[22]	eval-auc:0.699707	train-auc:0.751626
[23]	eval-auc:0.700211	train-auc:0.749391
[24]	eval-auc:0.700774	train-auc:0.750325
[25]	eval-auc:0.699217	train-auc:0.750505
[26]	eval-auc:0.698276	train-auc:0.751538
[27]	eval-auc:0.699489	train-auc:0.75105
[28]	eval-auc:0.70066	train-auc:0.751539
[29]	eval-auc:0.700812	train-auc:0.751841
[30]	eval-auc:0.701438	train-auc:0.75013
[31]	eval-auc:0.701851	train-auc:0.751356
[32]	eval-auc:0.702893	train-auc:0.749468
[33]	eval-auc:0.702231	train-auc:0.75082
[34]	eval-auc:0.701961	train-auc:0.75232
[35]	eval-auc:0.701575	train-auc:0.752963
[36]	eval-auc:0.701384	train-auc:0.75314
[37]	eval-auc:0.69999	train-auc:0.754976
[38]	eval-auc:0.699791	train-auc:0.755991
[39]	eval-auc:0.69917	train-auc:0.757579
[40]	eval-auc:0.698886	train-auc:0.758268
[41]	eval-auc:0.698018	train-auc:0.757107
[42]	eval-auc:0.697684	train-auc:0.757631
[43]	eval-auc:0.698056	train-auc:0.758043
[44]	eval-auc:0.699013	train-auc:0.758151
[45]	eval-auc:0.699443	train-auc:0.757911
[46]	eval-auc:0.698121	train-auc:0.757002
[47]	eval-auc:0.699577	train-auc:0.756698
[48]	eval-auc:0.699764	train-auc:0.755695
[49]	eval-auc:0.70023	train-auc:0.755891
[50]	eval-auc:0.700136	train-auc:0.75616
[51]	eval-auc:0.700285	train-auc:0.755588
[52]	eval-auc:0.699712	train-auc:0.757172
[53]	eval-auc:0.699849	train-auc:0.757607
[54]	eval-auc:0.699418	train-auc:0.758274
[55]	eval-auc:0.699443	train-auc:0.75814
[56]	eval-auc:0.699711	train-auc:0.757938
[57]	eval-auc:0.699198	train-auc:0.758853
[58]	eval-auc:0.69932	train-auc:0.759338
[59]	eval-auc:0.699125	train-auc:0.76
[60]	eval-auc:0.698462	train-auc:0.759607
[61]	eval-auc:0.69783	train-auc:0.760502
[62]	eval-auc:0.698028	train-auc:0.761121
[63]	eval-auc:0.697773	train-auc:0.761866
[64]	eval-auc:0.698061	train-auc:0.762212
[65]	eval-auc:0.697854	train-auc:0.762881
[66]	eval-auc:0.697676	train-auc:0.763426
[67]	eval-auc:0.697616	train-auc:0.763149
[68]	eval-auc:0.697964	train-auc:0.763574
[69]	eval-auc:0.698138	train-auc:0.764654
[70]	eval-auc:0.697855	train-auc:0.765454
[71]	eval-auc:0.697618	train-auc:0.76578
[72]	eval-auc:0.697513	train-auc:0.765998
[73]	eval-auc:0.696872	train-auc:0.766225
[74]	eval-auc:0.696325	train-auc:0.766836
[75]	eval-auc:0.696779	train-auc:0.766607
[76]	eval-auc:0.696792	train-auc:0.76756
[77]	eval-auc:0.697041	train-auc:0.768557
[78]	eval-auc:0.697222	train-auc:0.769852
[79]	eval-auc:0.697089	train-auc:0.769752
[80]	eval-auc:0.697472	train-auc:0.770571
[81]	eval-auc:0.697808	train-auc:0.769999
[82]	eval-auc:0.697578	train-auc:0.771152
[83]	eval-auc:0.697353	train-auc:0.771859
[84]	eval-auc:0.697129	train-auc:0.772135
[85]	eval-auc:0.697526	train-auc:0.771859
[86]	eval-auc:0.698498	train-auc:0.77158
[87]	eval-auc:0.698688	train-auc:0.771035
[88]	eval-auc:0.69864	train-auc:0.770744
[89]	eval-auc:0.699048	train-auc:0.770588
[90]	eval-auc:0.698758	train-auc:0.771001
[91]	eval-auc:0.699433	train-auc:0.771329
[92]	eval-auc:0.699696	train-auc:0.771355
[93]	eval-auc:0.699753	train-auc:0.772293
[94]	eval-auc:0.700092	train-auc:0.773049
[95]	eval-auc:0.69987	train-auc:0.773883
[96]	eval-auc:0.699718	train-auc:0.77454
[97]	eval-auc:0.699913	train-auc:0.774917
[98]	eval-auc:0.699916	train-auc:0.776135
[99]	eval-auc:0.700266	train-auc:0.776084
[100]	eval-auc:0.700242	train-auc:0.776597
[101]	eval-auc:0.700136	train-auc:0.777065
[102]	eval-auc:0.699993	train-auc:0.777576
[103]	eval-auc:0.699885	train-auc:0.778724
[104]	eval-auc:0.699988	train-auc:0.778923
[105]	eval-auc:0.700188	train-auc:0.779167
[106]	eval-auc:0.700347	train-auc:0.779294
[107]	eval-auc:0.700104	train-auc:0.779883
[108]	eval-auc:0.699935	train-auc:0.780874
[109]	eval-auc:0.6999	train-auc:0.781401
[110]	eval-auc:0.700286	train-auc:0.781606
[111]	eval-auc:0.700303	train-auc:0.782243
[112]	eval-auc:0.700507	train-auc:0.782841
[113]	eval-auc:0.700901	train-auc:0.783093
[114]	eval-auc:0.701043	train-auc:0.783697
[115]	eval-auc:0.701434	train-auc:0.784377
[116]	eval-auc:0.701577	train-auc:0.784801
[117]	eval-auc:0.701458	train-auc:0.785829
[118]	eval-auc:0.701781	train-auc:0.786032
[119]	eval-auc:0.702093	train-auc:0.786314
[120]	eval-auc:0.702172	train-auc:0.786559
[121]	eval-auc:0.702372	train-auc:0.786523
[122]	eval-auc:0.702425	train-auc:0.786691
[123]	eval-auc:0.702714	train-auc:0.786919
[124]	eval-auc:0.703231	train-auc:0.786904
[125]	eval-auc:0.703065	train-auc:0.786776
[126]	eval-auc:0.70315	train-auc:0.787467
[127]	eval-auc:0.703226	train-auc:0.787623
[128]	eval-auc:0.703206	train-auc:0.788274
[129]	eval-auc:0.703225	train-auc:0.788644
[130]	eval-auc:0.703437	train-auc:0.788713
[131]	eval-auc:0.702947	train-auc:0.789325
[132]	eval-auc:0.702784	train-auc:0.789868
[133]	eval-auc:0.702807	train-auc:0.790331
[134]	eval-auc:0.702909	train-auc:0.791266
[135]	eval-auc:0.702931	train-auc:0.791364
[136]	eval-auc:0.702813	train-auc:0.791811
[137]	eval-auc:0.703161	train-auc:0.792291
[138]	eval-auc:0.702957	train-auc:0.792255
[139]	eval-auc:0.703157	train-auc:0.792656
[140]	eval-auc:0.703145	train-auc:0.79303
[141]	eval-auc:0.703265	train-auc:0.79388
[142]	eval-auc:0.703527	train-auc:0.794043
[143]	eval-auc:0.703549	train-auc:0.794264
[144]	eval-auc:0.703547	train-auc:0.79443
[145]	eval-auc:0.70322	train-auc:0.794872
[146]	eval-auc:0.702996	train-auc:0.795607
[147]	eval-auc:0.703136	train-auc:0.795845
[148]	eval-auc:0.703212	train-auc:0.796546
[149]	eval-auc:0.703215	train-auc:0.796844
[150]	eval-auc:0.703021	train-auc:0.796983
[151]	eval-auc:0.703238	train-auc:0.797287
[152]	eval-auc:0.703445	train-auc:0.797403
[153]	eval-auc:0.703572	train-auc:0.798284
[154]	eval-auc:0.703715	train-auc:0.798332
[155]	eval-auc:0.704009	train-auc:0.7989
[156]	eval-auc:0.704048	train-auc:0.799123
[157]	eval-auc:0.704029	train-auc:0.79995
[158]	eval-auc:0.704565	train-auc:0.800069
[159]	eval-auc:0.704647	train-auc:0.800211
[160]	eval-auc:0.704784	train-auc:0.800289
[161]	eval-auc:0.704925	train-auc:0.800506
[162]	eval-auc:0.704656	train-auc:0.80091
[163]	eval-auc:0.705053	train-auc:0.801387
[164]	eval-auc:0.705038	train-auc:0.80193
[165]	eval-auc:0.705294	train-auc:0.802388
[166]	eval-auc:0.705379	train-auc:0.803152
[167]	eval-auc:0.705416	train-auc:0.803341
[168]	eval-auc:0.705559	train-auc:0.803421
[169]	eval-auc:0.705548	train-auc:0.803479
[170]	eval-auc:0.705515	train-auc:0.803592
[171]	eval-auc:0.705704	train-auc:0.803653
[172]	eval-auc:0.705768	train-auc:0.803713
[173]	eval-auc:0.705937	train-auc:0.803934
[174]	eval-auc:0.705906	train-auc:0.804015
[175]	eval-auc:0.705764	train-auc:0.804586
[176]	eval-auc:0.705771	train-auc:0.805091
[177]	eval-auc:0.705924	train-auc:0.805521
[178]	eval-auc:0.705983	train-auc:0.805545
[179]	eval-auc:0.706061	train-auc:0.805574
[180]	eval-auc:0.706144	train-auc:0.806086
[181]	eval-auc:0.706103	train-auc:0.806536
[182]	eval-auc:0.705991	train-auc:0.806696
[183]	eval-auc:0.705673	train-auc:0.807037
[184]	eval-auc:0.705701	train-auc:0.807353
[185]	eval-auc:0.705761	train-auc:0.807399
[186]	eval-auc:0.705646	train-auc:0.807492
[187]	eval-auc:0.705899	train-auc:0.80768
[188]	eval-auc:0.705953	train-auc:0.807949
[189]	eval-auc:0.705974	train-auc:0.807981
[190]	eval-auc:0.705879	train-auc:0.808208
[191]	eval-auc:0.706108	train-auc:0.808399
[192]	eval-auc:0.706062	train-auc:0.808549
[193]	eval-auc:0.706061	train-auc:0.808374
[194]	eval-auc:0.705893	train-auc:0.808684
[195]	eval-auc:0.705962	train-auc:0.808736
[196]	eval-auc:0.705732	train-auc:0.809004
[197]	eval-auc:0.705747	train-auc:0.809016
[198]	eval-auc:0.705936	train-auc:0.809156
[199]	eval-auc:0.705998	train-auc:0.809384
[200]	eval-auc:0.706039	train-auc:0.809425
[201]	eval-auc:0.706052	train-auc:0.809425
[202]	eval-auc:0.706382	train-auc:0.80989
[203]	eval-auc:0.706257	train-auc:0.810121
[204]	eval-auc:0.706259	train-auc:0.810229
[205]	eval-auc:0.706277	train-auc:0.810393
[206]	eval-auc:0.706373	train-auc:0.810464
[207]	eval-auc:0.706727	train-auc:0.811708
[208]	eval-auc:0.706683	train-auc:0.812171
[209]	eval-auc:0.706618	train-auc:0.812322
[210]	eval-auc:0.706797	train-auc:0.81231
[211]	eval-auc:0.706807	train-auc:0.812304
[212]	eval-auc:0.706895	train-auc:0.812567
[213]	eval-auc:0.706831	train-auc:0.812514
[214]	eval-auc:0.70729	train-auc:0.813682
[215]	eval-auc:0.707398	train-auc:0.813939
[216]	eval-auc:0.707541	train-auc:0.814268
[217]	eval-auc:0.70772	train-auc:0.814461
[218]	eval-auc:0.707642	train-auc:0.814744
[219]	eval-auc:0.707728	train-auc:0.814836
[220]	eval-auc:0.707542	train-auc:0.815384
[221]	eval-auc:0.707557	train-auc:0.815233
[222]	eval-auc:0.707589	train-auc:0.81543
[223]	eval-auc:0.707611	train-auc:0.815857
[224]	eval-auc:0.707769	train-auc:0.816101
[225]	eval-auc:0.707774	train-auc:0.816095
[226]	eval-auc:0.707829	train-auc:0.81623
[227]	eval-auc:0.707691	train-auc:0.816328
[228]	eval-auc:0.707685	train-auc:0.816719
[229]	eval-auc:0.707705	train-auc:0.816702
[230]	eval-auc:0.707906	train-auc:0.816942
[231]	eval-auc:0.708141	train-auc:0.817354
[232]	eval-auc:0.708151	train-auc:0.817523
[233]	eval-auc:0.707983	train-auc:0.818045
[234]	eval-auc:0.70818	train-auc:0.818228
[235]	eval-auc:0.708295	train-auc:0.818266
[236]	eval-auc:0.708247	train-auc:0.818209
[237]	eval-auc:0.708149	train-auc:0.818686
[238]	eval-auc:0.708094	train-auc:0.818718
[239]	eval-auc:0.708085	train-auc:0.818646
[240]	eval-auc:0.708043	train-auc:0.818769
[241]	eval-auc:0.708073	train-auc:0.818796
[242]	eval-auc:0.70809	train-auc:0.81917
[243]	eval-auc:0.707856	train-auc:0.819974
[244]	eval-auc:0.707824	train-auc:0.820221
[245]	eval-auc:0.70779	train-auc:0.820235
[246]	eval-auc:0.708086	train-auc:0.821134
[247]	eval-auc:0.707769	train-auc:0.821641
[248]	eval-auc:0.70779	train-auc:0.822115
[249]	eval-auc:0.707632	train-auc:0.822283
[250]	eval-auc:0.707672	train-auc:0.822468
[251]	eval-auc:0.707822	train-auc:0.822729
[252]	eval-auc:0.708311	train-auc:0.823381
[253]	eval-auc:0.708322	train-auc:0.823489
[254]	eval-auc:0.708339	train-auc:0.823785
[255]	eval-auc:0.708683	train-auc:0.824631
[256]	eval-auc:0.708849	train-auc:0.824741
[257]	eval-auc:0.70895	train-auc:0.825528
[258]	eval-auc:0.708962	train-auc:0.825675
[259]	eval-auc:0.708888	train-auc:0.825875
[260]	eval-auc:0.708887	train-auc:0.825921
[261]	eval-auc:0.708744	train-auc:0.826122
[262]	eval-auc:0.708544	train-auc:0.826442
[263]	eval-auc:0.70839	train-auc:0.827266
[264]	eval-auc:0.708215	train-auc:0.827416
[265]	eval-auc:0.708192	train-auc:0.827418
[266]	eval-auc:0.708197	train-auc:0.82761
[267]	eval-auc:0.708302	train-auc:0.828445
[268]	eval-auc:0.708444	train-auc:0.829107
[269]	eval-auc:0.708372	train-auc:0.829069
[270]	eval-auc:0.708089	train-auc:0.829339
[271]	eval-auc:0.708389	train-auc:0.829945
[272]	eval-auc:0.70839	train-auc:0.829985
[273]	eval-auc:0.708398	train-auc:0.829896
[274]	eval-auc:0.708275	train-auc:0.830286
[275]	eval-auc:0.708488	train-auc:0.830943
[276]	eval-auc:0.708465	train-auc:0.831172
[277]	eval-auc:0.708439	train-auc:0.831347
[278]	eval-auc:0.7085	train-auc:0.831488
[279]	eval-auc:0.7085	train-auc:0.83153
[280]	eval-auc:0.708129	train-auc:0.831992
[281]	eval-auc:0.708235	train-auc:0.832105
[282]	eval-auc:0.708208	train-auc:0.832103
[283]	eval-auc:0.708115	train-auc:0.832221
[284]	eval-auc:0.708197	train-auc:0.832469
[285]	eval-auc:0.708337	train-auc:0.832802
[286]	eval-auc:0.708342	train-auc:0.832836
[287]	eval-auc:0.708333	train-auc:0.832961
[288]	eval-auc:0.708339	train-auc:0.83299
[289]	eval-auc:0.708266	train-auc:0.833138
[290]	eval-auc:0.708314	train-auc:0.833372
[291]	eval-auc:0.708215	train-auc:0.834042
[292]	eval-auc:0.708354	train-auc:0.834204
[293]	eval-auc:0.708302	train-auc:0.834225
[294]	eval-auc:0.708272	train-auc:0.834508
[295]	eval-auc:0.708272	train-auc:0.834533
[296]	eval-auc:0.708148	train-auc:0.834923
[297]	eval-auc:0.708072	train-auc:0.835142
[298]	eval-auc:0.70822	train-auc:0.835331
[299]	eval-auc:0.708319	train-auc:0.8355
[300]	eval-auc:0.708305	train-auc:0.835612
[301]	eval-auc:0.708051	train-auc:0.835846
[302]	eval-auc:0.708471	train-auc:0.836357
[303]	eval-auc:0.708575	train-auc:0.837104
[304]	eval-auc:0.708575	train-auc:0.837128
[305]	eval-auc:0.708506	train-auc:0.837077
[306]	eval-auc:0.708555	train-auc:0.837591
[307]	eval-auc:0.708866	train-auc:0.83805
[308]	eval-auc:0.709044	train-auc:0.838554
[309]	eval-auc:0.709098	train-auc:0.838948
[310]	eval-auc:0.708906	train-auc:0.839049
[311]	eval-auc:0.708938	train-auc:0.839291
[312]	eval-auc:0.708737	train-auc:0.839486
[313]	eval-auc:0.708738	train-auc:0.839505
[314]	eval-auc:0.708709	train-auc:0.839511
[315]	eval-auc:0.708728	train-auc:0.83968
[316]	eval-auc:0.708583	train-auc:0.839953
[317]	eval-auc:0.708659	train-auc:0.840083
[318]	eval-auc:0.708656	train-auc:0.8401
[319]	eval-auc:0.708591	train-auc:0.840206
[320]	eval-auc:0.708612	train-auc:0.840398
[321]	eval-auc:0.708417	train-auc:0.840581
[322]	eval-auc:0.708696	train-auc:0.841145
[323]	eval-auc:0.708699	train-auc:0.84116
[324]	eval-auc:0.70872	train-auc:0.841094
[325]	eval-auc:0.708828	train-auc:0.841272
[326]	eval-auc:0.70878	train-auc:0.841809
[327]	eval-auc:0.708822	train-auc:0.842203
[328]	eval-auc:0.70883	train-auc:0.842158
[329]	eval-auc:0.708673	train-auc:0.842508
[330]	eval-auc:0.708856	train-auc:0.843056
[331]	eval-auc:0.708819	train-auc:0.843217
[332]	eval-auc:0.708713	train-auc:0.843363
[333]	eval-auc:0.708365	train-auc:0.84367
[334]	eval-auc:0.708243	train-auc:0.843932
[335]	eval-auc:0.708247	train-auc:0.843945
[336]	eval-auc:0.708259	train-auc:0.844036
[337]	eval-auc:0.708113	train-auc:0.84416
[338]	eval-auc:0.708074	train-auc:0.844162
[339]	eval-auc:0.708038	train-auc:0.844253
[340]	eval-auc:0.708006	train-auc:0.844351
[341]	eval-auc:0.70824	train-auc:0.844835
[342]	eval-auc:0.70818	train-auc:0.845085
[343]	eval-auc:0.708125	train-auc:0.845182
[344]	eval-auc:0.708126	train-auc:0.845189
[345]	eval-auc:0.708097	train-auc:0.845279
[346]	eval-auc:0.708423	train-auc:0.845351
[347]	eval-auc:0.708189	train-auc:0.845586
[348]	eval-auc:0.708344	train-auc:0.84592
[349]	eval-auc:0.708327	train-auc:0.84602
[350]	eval-auc:0.708039	train-auc:0.846204
[351]	eval-auc:0.707864	train-auc:0.846289
[352]	eval-auc:0.707764	train-auc:0.846365
[353]	eval-auc:0.707915	train-auc:0.846695
[354]	eval-auc:0.707916	train-auc:0.846658
[355]	eval-auc:0.70794	train-auc:0.846757
[356]	eval-auc:0.707937	train-auc:0.846761
[357]	eval-auc:0.707925	train-auc:0.846747
[358]	eval-auc:0.707872	train-auc:0.84676
[359]	eval-auc:0.708047	train-auc:0.847001
[360]	eval-auc:0.708332	train-auc:0.847542
[361]	eval-auc:0.707991	train-auc:0.847755
[362]	eval-auc:0.708087	train-auc:0.848062
[363]	eval-auc:0.708062	train-auc:0.848327
[364]	eval-auc:0.708062	train-auc:0.848329
[365]	eval-auc:0.707884	train-auc:0.848583
[366]	eval-auc:0.708003	train-auc:0.848951
[367]	eval-auc:0.707919	train-auc:0.849299
[368]	eval-auc:0.707616	train-auc:0.849569
[369]	eval-auc:0.707723	train-auc:0.849709
[370]	eval-auc:0.707805	train-auc:0.849961
[371]	eval-auc:0.70781	train-auc:0.850192
[372]	eval-auc:0.707803	train-auc:0.850177
[373]	eval-auc:0.707613	train-auc:0.850369
[374]	eval-auc:0.707613	train-auc:0.85037
[375]	eval-auc:0.707644	train-auc:0.850434
[376]	eval-auc:0.707613	train-auc:0.85055
[377]	eval-auc:0.707628	train-auc:0.850956
[378]	eval-auc:0.70763	train-auc:0.850959
[379]	eval-auc:0.70765	train-auc:0.851255
[380]	eval-auc:0.707988	train-auc:0.851673
[381]	eval-auc:0.708274	train-auc:0.852053
[382]	eval-auc:0.708352	train-auc:0.852471
[383]	eval-auc:0.708333	train-auc:0.852423
[384]	eval-auc:0.708486	train-auc:0.853137
[385]	eval-auc:0.708414	train-auc:0.853285
[386]	eval-auc:0.708271	train-auc:0.85353
[387]	eval-auc:0.708088	train-auc:0.853639
[388]	eval-auc:0.708262	train-auc:0.853936
[389]	eval-auc:0.708432	train-auc:0.854176
[390]	eval-auc:0.70837	train-auc:0.854335
[391]	eval-auc:0.708327	train-auc:0.854709
[392]	eval-auc:0.708405	train-auc:0.854934
[393]	eval-auc:0.708349	train-auc:0.855096
[394]	eval-auc:0.708289	train-auc:0.85522
[395]	eval-auc:0.708213	train-auc:0.85536
[396]	eval-auc:0.708413	train-auc:0.855804
[397]	eval-auc:0.708684	train-auc:0.856283
[398]	eval-auc:0.708926	train-auc:0.856669
[399]	eval-auc:0.708935	train-auc:0.856812
[400]	eval-auc:0.708783	train-auc:0.856988
[401]	eval-auc:0.709069	train-auc:0.857212
[402]	eval-auc:0.708918	train-auc:0.857385
[403]	eval-auc:0.708926	train-auc:0.857386
[404]	eval-auc:0.708792	train-auc:0.85756
[405]	eval-auc:0.708773	train-auc:0.857623
[406]	eval-auc:0.708825	train-auc:0.85777
[407]	eval-auc:0.708531	train-auc:0.857903
[408]	eval-auc:0.70823	train-auc:0.858129
[409]	eval-auc:0.708186	train-auc:0.858098
[410]	eval-auc:0.708448	train-auc:0.858579
[411]	eval-auc:0.708655	train-auc:0.858819
[412]	eval-auc:0.708548	train-auc:0.859052
[413]	eval-auc:0.708601	train-auc:0.858989
[414]	eval-auc:0.708696	train-auc:0.859344
[415]	eval-auc:0.708709	train-auc:0.85941
[416]	eval-auc:0.708713	train-auc:0.859412
[417]	eval-auc:0.708336	train-auc:0.85988
[418]	eval-auc:0.708513	train-auc:0.860529
	Score 0.7085130163602918


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.8500000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 273.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.67802	train-auc:0.692356
[1]	eval-auc:0.666943	train-auc:0.706791
[2]	eval-auc:0.68412	train-auc:0.718794
[3]	eval-auc:0.678982	train-auc:0.720644
[4]	eval-auc:0.689813	train-auc:0.728526
[5]	eval-auc:0.690907	train-auc:0.726439
[6]	eval-auc:0.696188	train-auc:0.731956
[7]	eval-auc:0.6937	train-auc:0.731425
[8]	eval-auc:0.696891	train-auc:0.737113
[9]	eval-auc:0.698208	train-auc:0.735679
[10]	eval-auc:0.694618	train-auc:0.737427
[11]	eval-auc:0.693994	train-auc:0.738903
[12]	eval-auc:0.69245	train-auc:0.739069
[13]	eval-auc:0.6934	train-auc:0.741328
[14]	eval-auc:0.694339	train-auc:0.741154
[15]	eval-auc:0.692843	train-auc:0.741983
[16]	eval-auc:0.69342	train-auc:0.742607
[17]	eval-auc:0.694655	train-auc:0.745895
[18]	eval-auc:0.695272	train-auc:0.747603
[19]	eval-auc:0.694766	train-auc:0.750793
[20]	eval-auc:0.69626	train-auc:0.748998
[21]	eval-auc:0.696994	train-auc:0.749108
[22]	eval-auc:0.698896	train-auc:0.749901
[23]	eval-auc:0.699865	train-auc:0.752581
[24]	eval-auc:0.701178	train-auc:0.755917
[25]	eval-auc:0.70017	train-auc:0.757029
[26]	eval-auc:0.702785	train-auc:0.75763
[27]	eval-auc:0.703743	train-auc:0.760662
[28]	eval-auc:0.705795	train-auc:0.760797
[29]	eval-auc:0.706535	train-auc:0.761255
[30]	eval-auc:0.70712	train-auc:0.763838
[31]	eval-auc:0.707729	train-auc:0.76326
[32]	eval-auc:0.708515	train-auc:0.763144
[33]	eval-auc:0.708397	train-auc:0.763397
[34]	eval-auc:0.707481	train-auc:0.765024
[35]	eval-auc:0.708293	train-auc:0.766291
[36]	eval-auc:0.70772	train-auc:0.766525
[37]	eval-auc:0.708113	train-auc:0.766474
[38]	eval-auc:0.707475	train-auc:0.767379
[39]	eval-auc:0.707798	train-auc:0.768681
[40]	eval-auc:0.70744	train-auc:0.769569
[41]	eval-auc:0.70703	train-auc:0.770833
[42]	eval-auc:0.706987	train-auc:0.772071
[43]	eval-auc:0.706872	train-auc:0.773152
[44]	eval-auc:0.706585	train-auc:0.776407
[45]	eval-auc:0.706838	train-auc:0.777627
[46]	eval-auc:0.706728	train-auc:0.779906
[47]	eval-auc:0.70669	train-auc:0.780548
[48]	eval-auc:0.707372	train-auc:0.78058
[49]	eval-auc:0.706759	train-auc:0.782065
[50]	eval-auc:0.70638	train-auc:0.782641
[51]	eval-auc:0.706887	train-auc:0.783646
[52]	eval-auc:0.70668	train-auc:0.784465
[53]	eval-auc:0.706792	train-auc:0.785785
[54]	eval-auc:0.707008	train-auc:0.786798
[55]	eval-auc:0.707058	train-auc:0.78696
[56]	eval-auc:0.706894	train-auc:0.787097
[57]	eval-auc:0.706887	train-auc:0.787525
[58]	eval-auc:0.706696	train-auc:0.788721
[59]	eval-auc:0.706489	train-auc:0.789315
[60]	eval-auc:0.706174	train-auc:0.789257
[61]	eval-auc:0.706259	train-auc:0.789697
[62]	eval-auc:0.706575	train-auc:0.790586
[63]	eval-auc:0.705495	train-auc:0.792197
[64]	eval-auc:0.705422	train-auc:0.793106
[65]	eval-auc:0.705021	train-auc:0.793525
[66]	eval-auc:0.706101	train-auc:0.795944
[67]	eval-auc:0.706281	train-auc:0.796447
[68]	eval-auc:0.706363	train-auc:0.797279
[69]	eval-auc:0.706517	train-auc:0.79789
[70]	eval-auc:0.706718	train-auc:0.797912
[71]	eval-auc:0.706648	train-auc:0.798066
[72]	eval-auc:0.706052	train-auc:0.798245
[73]	eval-auc:0.706198	train-auc:0.79841
[74]	eval-auc:0.706573	train-auc:0.79964
[75]	eval-auc:0.706534	train-auc:0.799608
[76]	eval-auc:0.707058	train-auc:0.800321
[77]	eval-auc:0.70612	train-auc:0.801963
[78]	eval-auc:0.707131	train-auc:0.802925
[79]	eval-auc:0.70707	train-auc:0.804053
[80]	eval-auc:0.706454	train-auc:0.804994
[81]	eval-auc:0.706509	train-auc:0.805517
[82]	eval-auc:0.705084	train-auc:0.807393
[83]	eval-auc:0.705139	train-auc:0.807905
[84]	eval-auc:0.704927	train-auc:0.809445
[85]	eval-auc:0.704759	train-auc:0.809512
[86]	eval-auc:0.704696	train-auc:0.809993
[87]	eval-auc:0.704083	train-auc:0.810154
[88]	eval-auc:0.703333	train-auc:0.811513
[89]	eval-auc:0.703386	train-auc:0.812313
[90]	eval-auc:0.703465	train-auc:0.812228
[91]	eval-auc:0.70325	train-auc:0.812999
[92]	eval-auc:0.703672	train-auc:0.813525
[93]	eval-auc:0.703517	train-auc:0.814885
[94]	eval-auc:0.703671	train-auc:0.815088
[95]	eval-auc:0.703362	train-auc:0.815309
[96]	eval-auc:0.703573	train-auc:0.815704
[97]	eval-auc:0.703818	train-auc:0.816417
[98]	eval-auc:0.703986	train-auc:0.817383
[99]	eval-auc:0.703885	train-auc:0.817427
[100]	eval-auc:0.703792	train-auc:0.817665
[101]	eval-auc:0.704004	train-auc:0.818161
[102]	eval-auc:0.703835	train-auc:0.81997
[103]	eval-auc:0.704584	train-auc:0.820545
[104]	eval-auc:0.704567	train-auc:0.820776
[105]	eval-auc:0.704642	train-auc:0.822148
[106]	eval-auc:0.704716	train-auc:0.822142
[107]	eval-auc:0.705015	train-auc:0.822787
[108]	eval-auc:0.705568	train-auc:0.823765
[109]	eval-auc:0.705605	train-auc:0.823888
[110]	eval-auc:0.705388	train-auc:0.825302
[111]	eval-auc:0.705527	train-auc:0.826448
[112]	eval-auc:0.705605	train-auc:0.827268
[113]	eval-auc:0.704915	train-auc:0.828088
[114]	eval-auc:0.705058	train-auc:0.828543
[115]	eval-auc:0.704697	train-auc:0.829161
[116]	eval-auc:0.703681	train-auc:0.830548
[117]	eval-auc:0.703199	train-auc:0.831415
[118]	eval-auc:0.70331	train-auc:0.832508
[119]	eval-auc:0.70343	train-auc:0.833122
[120]	eval-auc:0.703194	train-auc:0.833884
[121]	eval-auc:0.702797	train-auc:0.835009
[122]	eval-auc:0.703057	train-auc:0.835915
[123]	eval-auc:0.703045	train-auc:0.836915
[124]	eval-auc:0.703328	train-auc:0.837242
[125]	eval-auc:0.702902	train-auc:0.838379
[126]	eval-auc:0.703037	train-auc:0.838831
[127]	eval-auc:0.703492	train-auc:0.840137
[128]	eval-auc:0.703738	train-auc:0.841066
[129]	eval-auc:0.70396	train-auc:0.841936
[130]	eval-auc:0.703799	train-auc:0.842354
[131]	eval-auc:0.703811	train-auc:0.843353
[132]	eval-auc:0.703429	train-auc:0.843719
[133]	eval-auc:0.703191	train-auc:0.844144
[134]	eval-auc:0.702976	train-auc:0.844238
[135]	eval-auc:0.703088	train-auc:0.845516
[136]	eval-auc:0.703056	train-auc:0.845659
[137]	eval-auc:0.703614	train-auc:0.847012
[138]	eval-auc:0.705	train-auc:0.847832
[139]	eval-auc:0.705291	train-auc:0.848427
[140]	eval-auc:0.705262	train-auc:0.848646
[141]	eval-auc:0.705682	train-auc:0.848469
[142]	eval-auc:0.704921	train-auc:0.848946
[143]	eval-auc:0.705376	train-auc:0.849445
[144]	eval-auc:0.705734	train-auc:0.850434
[145]	eval-auc:0.706049	train-auc:0.85114
[146]	eval-auc:0.705535	train-auc:0.8521
[147]	eval-auc:0.706098	train-auc:0.8536
[148]	eval-auc:0.705845	train-auc:0.854231
[149]	eval-auc:0.706174	train-auc:0.854957
[150]	eval-auc:0.706176	train-auc:0.855391
[151]	eval-auc:0.705608	train-auc:0.856005
[152]	eval-auc:0.705677	train-auc:0.856194
[153]	eval-auc:0.706231	train-auc:0.856762
[154]	eval-auc:0.706612	train-auc:0.857497
[155]	eval-auc:0.706648	train-auc:0.857739
[156]	eval-auc:0.706589	train-auc:0.858214
[157]	eval-auc:0.706525	train-auc:0.858732
[158]	eval-auc:0.706656	train-auc:0.859432
[159]	eval-auc:0.706705	train-auc:0.860161
[160]	eval-auc:0.706546	train-auc:0.86064
[161]	eval-auc:0.706289	train-auc:0.861117
[162]	eval-auc:0.705946	train-auc:0.861615
[163]	eval-auc:0.705914	train-auc:0.861658
[164]	eval-auc:0.706299	train-auc:0.862356
[165]	eval-auc:0.706928	train-auc:0.863362
[166]	eval-auc:0.706727	train-auc:0.863501
[167]	eval-auc:0.707273	train-auc:0.865074
[168]	eval-auc:0.70713	train-auc:0.865085
[169]	eval-auc:0.706897	train-auc:0.865226
[170]	eval-auc:0.706473	train-auc:0.865613
[171]	eval-auc:0.706686	train-auc:0.866296
[172]	eval-auc:0.706681	train-auc:0.866657
[173]	eval-auc:0.706255	train-auc:0.867613
[174]	eval-auc:0.70602	train-auc:0.867976
[175]	eval-auc:0.706163	train-auc:0.868592
[176]	eval-auc:0.706113	train-auc:0.869833
[177]	eval-auc:0.706054	train-auc:0.870621
[178]	eval-auc:0.706092	train-auc:0.871257
[179]	eval-auc:0.705423	train-auc:0.872201
[180]	eval-auc:0.705483	train-auc:0.872372
[181]	eval-auc:0.705382	train-auc:0.872746
[182]	eval-auc:0.705056	train-auc:0.873693
[183]	eval-auc:0.705203	train-auc:0.874054
[184]	eval-auc:0.705417	train-auc:0.874432
[185]	eval-auc:0.704702	train-auc:0.87507
[186]	eval-auc:0.704734	train-auc:0.875971
[187]	eval-auc:0.703742	train-auc:0.876767
[188]	eval-auc:0.704054	train-auc:0.877288
[189]	eval-auc:0.704223	train-auc:0.878102
[190]	eval-auc:0.704396	train-auc:0.878313
[191]	eval-auc:0.70523	train-auc:0.879017
[192]	eval-auc:0.705487	train-auc:0.879954
[193]	eval-auc:0.705542	train-auc:0.880287
[194]	eval-auc:0.706189	train-auc:0.881114
[195]	eval-auc:0.705993	train-auc:0.881189
[196]	eval-auc:0.706078	train-auc:0.881907
[197]	eval-auc:0.706215	train-auc:0.88234
[198]	eval-auc:0.706646	train-auc:0.883153
[199]	eval-auc:0.706686	train-auc:0.883456
[200]	eval-auc:0.706427	train-auc:0.884212
[201]	eval-auc:0.706654	train-auc:0.884544
[202]	eval-auc:0.707045	train-auc:0.885203
[203]	eval-auc:0.70761	train-auc:0.88542
[204]	eval-auc:0.708189	train-auc:0.885824
[205]	eval-auc:0.708894	train-auc:0.886697
[206]	eval-auc:0.708906	train-auc:0.8867
[207]	eval-auc:0.709142	train-auc:0.887106
[208]	eval-auc:0.709428	train-auc:0.887791
[209]	eval-auc:0.709459	train-auc:0.888183
[210]	eval-auc:0.70907	train-auc:0.888173
[211]	eval-auc:0.70952	train-auc:0.88854
[212]	eval-auc:0.710066	train-auc:0.889102
[213]	eval-auc:0.710112	train-auc:0.88922
[214]	eval-auc:0.710046	train-auc:0.889399
[215]	eval-auc:0.709967	train-auc:0.890278
[216]	eval-auc:0.709692	train-auc:0.890825
[217]	eval-auc:0.709789	train-auc:0.891016
[218]	eval-auc:0.709841	train-auc:0.891061
[219]	eval-auc:0.709302	train-auc:0.89123
[220]	eval-auc:0.708743	train-auc:0.891393
[221]	eval-auc:0.708778	train-auc:0.891762
[222]	eval-auc:0.708894	train-auc:0.891927
[223]	eval-auc:0.709119	train-auc:0.89215
[224]	eval-auc:0.709233	train-auc:0.892594
[225]	eval-auc:0.709361	train-auc:0.892727
[226]	eval-auc:0.709681	train-auc:0.893021
[227]	eval-auc:0.709619	train-auc:0.892994
[228]	eval-auc:0.709576	train-auc:0.893178
[229]	eval-auc:0.709416	train-auc:0.893376
[230]	eval-auc:0.70985	train-auc:0.893715
[231]	eval-auc:0.709862	train-auc:0.894324
[232]	eval-auc:0.709644	train-auc:0.894601
[233]	eval-auc:0.709593	train-auc:0.895169
[234]	eval-auc:0.709192	train-auc:0.895121
[235]	eval-auc:0.709357	train-auc:0.895831
[236]	eval-auc:0.70923	train-auc:0.895793
[237]	eval-auc:0.709045	train-auc:0.896459
[238]	eval-auc:0.709062	train-auc:0.89725
[239]	eval-auc:0.708894	train-auc:0.897497
[240]	eval-auc:0.70892	train-auc:0.897523
[241]	eval-auc:0.708574	train-auc:0.898147
[242]	eval-auc:0.708629	train-auc:0.8989
[243]	eval-auc:0.709057	train-auc:0.899272
[244]	eval-auc:0.7087	train-auc:0.900093
[245]	eval-auc:0.708591	train-auc:0.900069
[246]	eval-auc:0.708444	train-auc:0.900251
[247]	eval-auc:0.708674	train-auc:0.90056
[248]	eval-auc:0.708542	train-auc:0.900622
[249]	eval-auc:0.708087	train-auc:0.900948
[250]	eval-auc:0.707857	train-auc:0.901083
[251]	eval-auc:0.707771	train-auc:0.901244
[252]	eval-auc:0.708167	train-auc:0.901564
[253]	eval-auc:0.707593	train-auc:0.902092
[254]	eval-auc:0.708314	train-auc:0.902698
[255]	eval-auc:0.708271	train-auc:0.903019
[256]	eval-auc:0.708641	train-auc:0.903247
[257]	eval-auc:0.708379	train-auc:0.90377
[258]	eval-auc:0.708144	train-auc:0.904292
[259]	eval-auc:0.70842	train-auc:0.904819
[260]	eval-auc:0.708444	train-auc:0.904792
[261]	eval-auc:0.708672	train-auc:0.905419
[262]	eval-auc:0.708737	train-auc:0.90559
[263]	eval-auc:0.708578	train-auc:0.905851
[264]	eval-auc:0.708349	train-auc:0.905923
[265]	eval-auc:0.708478	train-auc:0.906
[266]	eval-auc:0.708604	train-auc:0.906126
[267]	eval-auc:0.708881	train-auc:0.906517
[268]	eval-auc:0.70909	train-auc:0.907036
[269]	eval-auc:0.709335	train-auc:0.907219
[270]	eval-auc:0.709736	train-auc:0.908096
[271]	eval-auc:0.70959	train-auc:0.908638
[272]	eval-auc:0.709207	train-auc:0.909304
	Score 0.7092073846678605


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 339.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.702327	train-auc:0.719447
[2]	eval-auc:0.702786	train-auc:0.727499
[3]	eval-auc:0.707816	train-auc:0.727381
[4]	eval-auc:0.709143	train-auc:0.735813
[5]	eval-auc:0.709126	train-auc:0.738187
[6]	eval-auc:0.708413	train-auc:0.743664
[7]	eval-auc:0.706291	train-auc:0.745669
[8]	eval-auc:0.702025	train-auc:0.749649
[9]	eval-auc:0.701594	train-auc:0.751651
[10]	eval-auc:0.699871	train-auc:0.755271
[11]	eval-auc:0.702914	train-auc:0.759124
[12]	eval-auc:0.702527	train-auc:0.762777
[13]	eval-auc:0.701923	train-auc:0.761408
[14]	eval-auc:0.701026	train-auc:0.762721
[15]	eval-auc:0.699842	train-auc:0.763494
[16]	eval-auc:0.699603	train-auc:0.765136
[17]	eval-auc:0.700975	train-auc:0.7677
[18]	eval-auc:0.701868	train-auc:0.768909
[19]	eval-auc:0.699907	train-auc:0.768
[20]	eval-auc:0.699132	train-auc:0.770589
[21]	eval-auc:0.698402	train-auc:0.773669
[22]	eval-auc:0.698949	train-auc:0.774527
[23]	eval-auc:0.69987	train-auc:0.778722
[24]	eval-auc:0.699692	train-auc:0.780741
[25]	eval-auc:0.700155	train-auc:0.783179
[26]	eval-auc:0.701683	train-auc:0.784846
[27]	eval-auc:0.70218	train-auc:0.784696
[28]	eval-auc:0.701972	train-auc:0.786571
[29]	eval-auc:0.701918	train-auc:0.786877
[30]	eval-auc:0.70252	train-auc:0.787946
[31]	eval-auc:0.703517	train-auc:0.790871
[32]	eval-auc:0.704396	train-auc:0.792345
[33]	eval-auc:0.705188	train-auc:0.79308
[34]	eval-auc:0.705567	train-auc:0.79466
[35]	eval-auc:0.704503	train-auc:0.796029
[36]	eval-auc:0.703662	train-auc:0.796662
[37]	eval-auc:0.703542	train-auc:0.797146
[38]	eval-auc:0.704763	train-auc:0.798639
[39]	eval-auc:0.704543	train-auc:0.798897
[40]	eval-auc:0.704802	train-auc:0.800419
[41]	eval-auc:0.70477	train-auc:0.80119
[42]	eval-auc:0.705206	train-auc:0.801346
[43]	eval-auc:0.705184	train-auc:0.804307
[44]	eval-auc:0.704954	train-auc:0.805462
[45]	eval-auc:0.704818	train-auc:0.805203
[46]	eval-auc:0.705257	train-auc:0.806058
[47]	eval-auc:0.705532	train-auc:0.809326
[48]	eval-auc:0.706001	train-auc:0.810295
[49]	eval-auc:0.705771	train-auc:0.811066
[50]	eval-auc:0.705676	train-auc:0.812338
[51]	eval-auc:0.705467	train-auc:0.813153
[52]	eval-auc:0.705331	train-auc:0.812889
[53]	eval-auc:0.707611	train-auc:0.817337
[54]	eval-auc:0.707452	train-auc:0.816962
[55]	eval-auc:0.707434	train-auc:0.816986
[56]	eval-auc:0.708482	train-auc:0.817861
[57]	eval-auc:0.708602	train-auc:0.819653
[58]	eval-auc:0.708205	train-auc:0.820973
[59]	eval-auc:0.709145	train-auc:0.823667
[60]	eval-auc:0.708086	train-auc:0.825304
[61]	eval-auc:0.707034	train-auc:0.827171
[62]	eval-auc:0.706868	train-auc:0.827181
[63]	eval-auc:0.70794	train-auc:0.82803
[64]	eval-auc:0.708144	train-auc:0.828592
[65]	eval-auc:0.707126	train-auc:0.829599
[66]	eval-auc:0.708189	train-auc:0.831018
[67]	eval-auc:0.708449	train-auc:0.83437
[68]	eval-auc:0.708312	train-auc:0.836696
[69]	eval-auc:0.707924	train-auc:0.837519
[70]	eval-auc:0.708108	train-auc:0.838328
[71]	eval-auc:0.708595	train-auc:0.839087
[72]	eval-auc:0.70976	train-auc:0.840439
[73]	eval-auc:0.71038	train-auc:0.84156
[74]	eval-auc:0.710214	train-auc:0.843836
[75]	eval-auc:0.71013	train-auc:0.844162
[76]	eval-auc:0.709669	train-auc:0.844813
[77]	eval-auc:0.709379	train-auc:0.846612
[78]	eval-auc:0.710177	train-auc:0.848213
[79]	eval-auc:0.710428	train-auc:0.849353
[80]	eval-auc:0.710551	train-auc:0.850783
[81]	eval-auc:0.711241	train-auc:0.851926
[82]	eval-auc:0.711183	train-auc:0.852
[83]	eval-auc:0.711539	train-auc:0.85289
[84]	eval-auc:0.711408	train-auc:0.853082
[85]	eval-auc:0.711031	train-auc:0.854356
[86]	eval-auc:0.711049	train-auc:0.855139
[87]	eval-auc:0.711235	train-auc:0.855955
[88]	eval-auc:0.711507	train-auc:0.856867
[89]	eval-auc:0.712077	train-auc:0.857781
[90]	eval-auc:0.712691	train-auc:0.858611
[91]	eval-auc:0.713186	train-auc:0.860479
[92]	eval-auc:0.712814	train-auc:0.861848
[93]	eval-auc:0.713766	train-auc:0.862855
[94]	eval-auc:0.713716	train-auc:0.862677
[95]	eval-auc:0.713576	train-auc:0.864137
[96]	eval-auc:0.713614	train-auc:0.864731
[97]	eval-auc:0.714092	train-auc:0.865498
[98]	eval-auc:0.713945	train-auc:0.866448
[99]	eval-auc:0.71387	train-auc:0.867219
[100]	eval-auc:0.713438	train-auc:0.867692
[101]	eval-auc:0.712903	train-auc:0.86801
[102]	eval-auc:0.711385	train-auc:0.869212
[103]	eval-auc:0.71181	train-auc:0.870018
[104]	eval-auc:0.712848	train-auc:0.870563
[105]	eval-auc:0.713605	train-auc:0.871666
[106]	eval-auc:0.713048	train-auc:0.872148
[107]	eval-auc:0.713262	train-auc:0.872524
[108]	eval-auc:0.713115	train-auc:0.872908
[109]	eval-auc:0.71315	train-auc:0.873657
[110]	eval-auc:0.713937	train-auc:0.874246
[111]	eval-auc:0.714071	train-auc:0.875151
[112]	eval-auc:0.713521	train-auc:0.875438
[113]	eval-auc:0.714229	train-auc:0.875514
[114]	eval-auc:0.714283	train-auc:0.876356
[115]	eval-auc:0.713427	train-auc:0.876664
[116]	eval-auc:0.713323	train-auc:0.876885
[117]	eval-auc:0.713666	train-auc:0.877332
[118]	eval-auc:0.713632	train-auc:0.877732
[119]	eval-auc:0.713648	train-auc:0.877788
[120]	eval-auc:0.713664	train-auc:0.877819
[121]	eval-auc:0.713561	train-auc:0.878171
[122]	eval-auc:0.71302	train-auc:0.878748
[123]	eval-auc:0.713502	train-auc:0.87926
[124]	eval-auc:0.713935	train-auc:0.879521
[125]	eval-auc:0.713846	train-auc:0.879619
[126]	eval-auc:0.71258	train-auc:0.880279
[127]	eval-auc:0.712672	train-auc:0.88152
[128]	eval-auc:0.712763	train-auc:0.882029
[129]	eval-auc:0.711941	train-auc:0.882245
[130]	eval-auc:0.712452	train-auc:0.883522
[131]	eval-auc:0.711667	train-auc:0.883829
[132]	eval-auc:0.712678	train-auc:0.884994
[133]	eval-auc:0.713008	train-auc:0.885628
[134]	eval-auc:0.713026	train-auc:0.885644
[135]	eval-auc:0.712988	train-auc:0.885754
[136]	eval-auc:0.712533	train-auc:0.88599
[137]	eval-auc:0.712775	train-auc:0.886221
[138]	eval-auc:0.712158	train-auc:0.886585
[139]	eval-auc:0.712171	train-auc:0.886588
[140]	eval-auc:0.712063	train-auc:0.886903
[141]	eval-auc:0.712077	train-auc:0.886955
[142]	eval-auc:0.712024	train-auc:0.887537
[143]	eval-auc:0.711763	train-auc:0.887808
[144]	eval-auc:0.712602	train-auc:0.889455
[145]	eval-auc:0.712613	train-auc:0.889629
[146]	eval-auc:0.712362	train-auc:0.889744
[147]	eval-auc:0.712536	train-auc:0.89021
[148]	eval-auc:0.712018	train-auc:0.890875
[149]	eval-auc:0.711677	train-auc:0.891818
[150]	eval-auc:0.711676	train-auc:0.892276
[151]	eval-auc:0.711964	train-auc:0.892895
[152]	eval-auc:0.712888	train-auc:0.893704
[153]	eval-auc:0.712748	train-auc:0.894529
[154]	eval-auc:0.712777	train-auc:0.895317
[155]	eval-auc:0.712979	train-auc:0.895465
[156]	eval-auc:0.713194	train-auc:0.895798
[157]	eval-auc:0.713878	train-auc:0.896077
[158]	eval-auc:0.714345	train-auc:0.897176
[159]	eval-auc:0.714494	train-auc:0.897537
[160]	eval-auc:0.714406	train-auc:0.897815
[161]	eval-auc:0.714572	train-auc:0.898841
[162]	eval-auc:0.714689	train-auc:0.89913
[163]	eval-auc:0.714577	train-auc:0.899144
[164]	eval-auc:0.714497	train-auc:0.899141
[165]	eval-auc:0.714606	train-auc:0.89924
[166]	eval-auc:0.714683	train-auc:0.899396
[167]	eval-auc:0.71511	train-auc:0.899398
[168]	eval-auc:0.715114	train-auc:0.90009
[169]	eval-auc:0.715201	train-auc:0.9003
[170]	eval-auc:0.71412	train-auc:0.900693
[171]	eval-auc:0.714185	train-auc:0.901843
[172]	eval-auc:0.714365	train-auc:0.902207
[173]	eval-auc:0.714313	train-auc:0.902192
[174]	eval-auc:0.713987	train-auc:0.902302
[175]	eval-auc:0.713099	train-auc:0.902663
[176]	eval-auc:0.712839	train-auc:0.9027
[177]	eval-auc:0.712859	train-auc:0.902717
[178]	eval-auc:0.712423	train-auc:0.903124
[179]	eval-auc:0.712772	train-auc:0.903965
[180]	eval-auc:0.712437	train-auc:0.904002
[181]	eval-auc:0.712673	train-auc:0.904334
[182]	eval-auc:0.712643	train-auc:0.904795
[183]	eval-auc:0.713326	train-auc:0.905531
[184]	eval-auc:0.712321	train-auc:0.90613
[185]	eval-auc:0.712119	train-auc:0.906137
[186]	eval-auc:0.711989	train-auc:0.90634
[187]	eval-auc:0.712285	train-auc:0.906691
[188]	eval-auc:0.712034	train-auc:0.907535
[189]	eval-auc:0.712043	train-auc:0.907988
[190]	eval-auc:0.712382	train-auc:0.908141
[191]	eval-auc:0.711807	train-auc:0.908251
[192]	eval-auc:0.71211	train-auc:0.908861
[193]	eval-auc:0.711842	train-auc:0.908974
[194]	eval-auc:0.71195	train-auc:0.909235
[195]	eval-auc:0.711627	train-auc:0.909571
[196]	eval-auc:0.711673	train-auc:0.910087
[197]	eval-auc:0.711601	train-auc:0.910151
[198]	eval-auc:0.710837	train-auc:0.910489
[199]	eval-auc:0.711297	train-auc:0.911288
[200]	eval-auc:0.711534	train-auc:0.911654
[201]	eval-auc:0.711577	train-auc:0.912128
[202]	eval-auc:0.711764	train-auc:0.912256
[203]	eval-auc:0.71186	train-auc:0.913756
[204]	eval-auc:0.711718	train-auc:0.914376
[205]	eval-auc:0.711773	train-auc:0.914509
[206]	eval-auc:0.711817	train-auc:0.915025
[207]	eval-auc:0.71207	train-auc:0.915365
[208]	eval-auc:0.71188	train-auc:0.915346
[209]	eval-auc:0.710605	train-auc:0.916121
[210]	eval-auc:0.710217	train-auc:0.916148
[211]	eval-auc:0.710589	train-auc:0.916627
[212]	eval-auc:0.710403	train-auc:0.916856
[213]	eval-auc:0.71025	train-auc:0.917189
[214]	eval-auc:0.710511	train-auc:0.917423
[215]	eval-auc:0.710793	train-auc:0.917648
[216]	eval-auc:0.710811	train-auc:0.917658
[217]	eval-auc:0.711205	train-auc:0.918107
[218]	eval-auc:0.711053	train-auc:0.918902
[219]	eval-auc:0.711041	train-auc:0.919588
[220]	eval-auc:0.71103	train-auc:0.919693
[221]	eval-auc:0.711166	train-auc:0.919796
[222]	eval-auc:0.711321	train-auc:0.919971
[223]	eval-auc:0.711607	train-auc:0.920316
[224]	eval-auc:0.711303	train-auc:0.920663
[225]	eval-auc:0.711326	train-auc:0.921128
[226]	eval-auc:0.711476	train-auc:0.921216
[227]	eval-auc:0.711059	train-auc:0.921268
[228]	eval-auc:0.71153	train-auc:0.921587
[229]	eval-auc:0.711496	train-auc:0.921648
[230]	eval-auc:0.711438	train-auc:0.922366
[231]	eval-auc:0.711502	train-auc:0.922413
[232]	eval-auc:0.711813	train-auc:0.922752
[233]	eval-auc:0.711595	train-auc:0.922969
[234]	eval-auc:0.711367	train-auc:0.923091
[235]	eval-auc:0.711388	train-auc:0.923096
[236]	eval-auc:0.711616	train-auc:0.923463
[237]	eval-auc:0.711851	train-auc:0.923657
[238]	eval-auc:0.711846	train-auc:0.92386
[239]	eval-auc:0.711408	train-auc:0.923932
[240]	eval-auc:0.711594	train-auc:0.924116
[241]	eval-auc:0.711836	train-auc:0.924348
[242]	eval-auc:0.711816	train-auc:0.924328
[243]	eval-auc:0.710987	train-auc:0.925004
[244]	eval-auc:0.710829	train-auc:0.925071
[245]	eval-auc:0.710917	train-auc:0.926095
[246]	eval-auc:0.710687	train-auc:0.92653
[247]	eval-auc:0.710684	train-auc:0.927002
[248]	eval-auc:0.71087	train-auc:0.927259
[249]	eval-auc:0.709938	train-auc:0.927764
[250]	eval-auc:0.70992	train-auc:0.927937
[251]	eval-auc:0.710052	train-auc:0.928075
[252]	eval-auc:0.710007	train-auc:0.928312
[253]	eval-auc:0.709992	train-auc:0.928285
[254]	eval-auc:0.709865	train-auc:0.928346
[255]	eval-auc:0.709821	train-auc:0.928612
[256]	eval-auc:0.710059	train-auc:0.928961
[257]	eval-auc:0.710068	train-auc:0.929081
[258]	eval-auc:0.710244	train-auc:0.929408
[259]	eval-auc:0.710231	train-auc:0.929603
[260]	eval-auc:0.710413	train-auc:0.92957
[261]	eval-auc:0.709938	train-auc:0.929859
[262]	eval-auc:0.710423	train-auc:0.93049
[263]	eval-auc:0.710299	train-auc:0.930487
[264]	eval-auc:0.710295	train-auc:0.930482
[265]	eval-auc:0.710459	train-auc:0.930696
[266]	eval-auc:0.710331	train-auc:0.931071
[267]	eval-auc:0.710179	train-auc:0.931058
[268]	eval-auc:0.71003	train-auc:0.93102
[269]	eval-auc:0.709756	train-auc:0.931078
[270]	eval-auc:0.709753	train-auc:0.931279
[271]	eval-auc:0.70994	train-auc:0.931843
[272]	eval-auc:0.710097	train-auc:0.932393
[273]	eval-auc:0.709683	train-auc:0.932616
[274]	eval-auc:0.710371	train-auc:0.932987
[275]	eval-auc:0.710436	train-auc:0.933272
[276]	eval-auc:0.710284	train-auc:0.933515
[277]	eval-auc:0.709768	train-auc:0.933618
[278]	eval-auc:0.709795	train-auc:0.933814
[279]	eval-auc:0.709626	train-auc:0.934185
[280]	eval-auc:0.709748	train-auc:0.934571
[281]	eval-auc:0.710027	train-auc:0.934835
[282]	eval-auc:0.710199	train-auc:0.935386
[283]	eval-auc:0.70976	train-auc:0.935564
[284]	eval-auc:0.708741	train-auc:0.935932
[285]	eval-auc:0.708476	train-auc:0.935965
[286]	eval-auc:0.708254	train-auc:0.936342
[287]	eval-auc:0.708367	train-auc:0.936441
[288]	eval-auc:0.708452	train-auc:0.936612
[289]	eval-auc:0.708466	train-auc:0.936809
[290]	eval-auc:0.708362	train-auc:0.936954
[291]	eval-auc:0.708383	train-auc:0.937021
[292]	eval-auc:0.708772	train-auc:0.937165
[293]	eval-auc:0.708754	train-auc:0.937412
[294]	eval-auc:0.708612	train-auc:0.937594
[295]	eval-auc:0.708819	train-auc:0.937774
[296]	eval-auc:0.708975	train-auc:0.937776
[297]	eval-auc:0.708907	train-auc:0.937873
[298]	eval-auc:0.709407	train-auc:0.938128
[299]	eval-auc:0.709751	train-auc:0.93857
[300]	eval-auc:0.709803	train-auc:0.938558
[301]	eval-auc:0.709721	train-auc:0.938926
[302]	eval-auc:0.709786	train-auc:0.938892
[303]	eval-auc:0.709923	train-auc:0.938941
[304]	eval-auc:0.71004	train-auc:0.939148
[305]	eval-auc:0.710716	train-auc:0.939533
[306]	eval-auc:0.711289	train-auc:0.939798
[307]	eval-auc:0.711172	train-auc:0.939916
[308]	eval-auc:0.711176	train-auc:0.939924
[309]	eval-auc:0.71115	train-auc:0.940326
[310]	eval-auc:0.711263	train-auc:0.940426
[311]	eval-auc:0.711108	train-auc:0.94042
[312]	eval-auc:0.71094	train-auc:0.940471
[313]	eval-auc:0.710853	train-auc:0.940531
[314]	eval-auc:0.711105	train-auc:0.940906
[315]	eval-auc:0.711013	train-auc:0.941035
[316]	eval-auc:0.710965	train-auc:0.941167
[317]	eval-auc:0.71149	train-auc:0.94144
[318]	eval-auc:0.711666	train-auc:0.941588
[319]	eval-auc:0.711585	train-auc:0.942101
[320]	eval-auc:0.711588	train-auc:0.94222
[321]	eval-auc:0.711799	train-auc:0.942436
[322]	eval-auc:0.711627	train-auc:0.942391
[323]	eval-auc:0.711594	train-auc:0.942688
[324]	eval-auc:0.711073	train-auc:0.942756
[325]	eval-auc:0.711208	train-auc:0.942974
[326]	eval-auc:0.712037	train-auc:0.943337
[327]	eval-auc:0.712285	train-auc:0.943585
[328]	eval-auc:0.712155	train-auc:0.943588
[329]	eval-auc:0.71246	train-auc:0.943752
[330]	eval-auc:0.712398	train-auc:0.94374
[331]	eval-auc:0.712396	train-auc:0.944082
[332]	eval-auc:0.71255	train-auc:0.944121
[333]	eval-auc:0.712693	train-auc:0.94427
[334]	eval-auc:0.71286	train-auc:0.944406
[335]	eval-auc:0.712624	train-auc:0.94473
[336]	eval-auc:0.712554	train-auc:0.945121
[337]	eval-auc:0.712751	train-auc:0.945222
[338]	eval-auc:0.712492	train-auc:0.945259
	Score 0.712491929491162


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 573.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.684266	train-auc:0.727677
[2]	eval-auc:0.689358	train-auc:0.73567
[3]	eval-auc:0.69886	train-auc:0.73192
[4]	eval-auc:0.698239	train-auc:0.731555
[5]	eval-auc:0.703109	train-auc:0.737844
[6]	eval-auc:0.705363	train-auc:0.741043
[7]	eval-auc:0.707702	train-auc:0.747347
[8]	eval-auc:0.700179	train-auc:0.750669
[9]	eval-auc:0.69997	train-auc:0.751066
[10]	eval-auc:0.702514	train-auc:0.755057
[11]	eval-auc:0.700144	train-auc:0.754888
[12]	eval-auc:0.701055	train-auc:0.756004
[13]	eval-auc:0.700229	train-auc:0.754387
[14]	eval-auc:0.70065	train-auc:0.755384
[15]	eval-auc:0.700734	train-auc:0.759579
[16]	eval-auc:0.70097	train-auc:0.757425
[17]	eval-auc:0.698934	train-auc:0.762946
[18]	eval-auc:0.698953	train-auc:0.764825
[19]	eval-auc:0.699042	train-auc:0.76876
[20]	eval-auc:0.698934	train-auc:0.771839
[21]	eval-auc:0.696266	train-auc:0.775462
[22]	eval-auc:0.696823	train-auc:0.777602
[23]	eval-auc:0.696623	train-auc:0.780459
[24]	eval-auc:0.697156	train-auc:0.780788
[25]	eval-auc:0.699138	train-auc:0.783424
[26]	eval-auc:0.699143	train-auc:0.785364
[27]	eval-auc:0.701545	train-auc:0.788935
[28]	eval-auc:0.701663	train-auc:0.788715
[29]	eval-auc:0.701634	train-auc:0.790441
[30]	eval-auc:0.702478	train-auc:0.792527
[31]	eval-auc:0.702226	train-auc:0.793539
[32]	eval-auc:0.703146	train-auc:0.793534
[33]	eval-auc:0.70337	train-auc:0.793956
[34]	eval-auc:0.702883	train-auc:0.797074
[35]	eval-auc:0.70171	train-auc:0.798786
[36]	eval-auc:0.702122	train-auc:0.799851
[37]	eval-auc:0.702625	train-auc:0.802611
[38]	eval-auc:0.702803	train-auc:0.802696
[39]	eval-auc:0.702959	train-auc:0.804013
[40]	eval-auc:0.703681	train-auc:0.805265
[41]	eval-auc:0.703775	train-auc:0.805588
[42]	eval-auc:0.703566	train-auc:0.8055
[43]	eval-auc:0.703625	train-auc:0.807296
[44]	eval-auc:0.70429	train-auc:0.810211
[45]	eval-auc:0.703976	train-auc:0.811044
[46]	eval-auc:0.703988	train-auc:0.811077
[47]	eval-auc:0.703727	train-auc:0.811922
[48]	eval-auc:0.70266	train-auc:0.813391
[49]	eval-auc:0.703719	train-auc:0.81506
[50]	eval-auc:0.702726	train-auc:0.81688
[51]	eval-auc:0.702939	train-auc:0.817804
[52]	eval-auc:0.704922	train-auc:0.818276
[53]	eval-auc:0.705078	train-auc:0.81839
[54]	eval-auc:0.705177	train-auc:0.817999
[55]	eval-auc:0.706234	train-auc:0.819573
[56]	eval-auc:0.706383	train-auc:0.8196
[57]	eval-auc:0.707017	train-auc:0.823681
[58]	eval-auc:0.707126	train-auc:0.824331
[59]	eval-auc:0.709108	train-auc:0.827053
[60]	eval-auc:0.708649	train-auc:0.828089
[61]	eval-auc:0.708119	train-auc:0.82859
[62]	eval-auc:0.707213	train-auc:0.829683
[63]	eval-auc:0.708769	train-auc:0.832465
[64]	eval-auc:0.708699	train-auc:0.83328
[65]	eval-auc:0.708793	train-auc:0.83338
[66]	eval-auc:0.708493	train-auc:0.835178
[67]	eval-auc:0.708179	train-auc:0.836064
[68]	eval-auc:0.706787	train-auc:0.83771
[69]	eval-auc:0.706837	train-auc:0.838976
[70]	eval-auc:0.70702	train-auc:0.840227
[71]	eval-auc:0.706796	train-auc:0.840514
[72]	eval-auc:0.707752	train-auc:0.84172
[73]	eval-auc:0.707223	train-auc:0.841769
[74]	eval-auc:0.706106	train-auc:0.842462
[75]	eval-auc:0.706463	train-auc:0.844088
[76]	eval-auc:0.707024	train-auc:0.844766
[77]	eval-auc:0.706845	train-auc:0.846281
[78]	eval-auc:0.706785	train-auc:0.84701
[79]	eval-auc:0.7068	train-auc:0.848314
[80]	eval-auc:0.706736	train-auc:0.848717
[81]	eval-auc:0.707449	train-auc:0.850235
[82]	eval-auc:0.706568	train-auc:0.851464
[83]	eval-auc:0.707394	train-auc:0.852201
[84]	eval-auc:0.707426	train-auc:0.852369
[85]	eval-auc:0.707852	train-auc:0.852682
[86]	eval-auc:0.70831	train-auc:0.853747
[87]	eval-auc:0.708481	train-auc:0.855308
[88]	eval-auc:0.707164	train-auc:0.856532
[89]	eval-auc:0.707965	train-auc:0.858102
[90]	eval-auc:0.70798	train-auc:0.858223
[91]	eval-auc:0.708161	train-auc:0.85884
[92]	eval-auc:0.707292	train-auc:0.859493
[93]	eval-auc:0.70775	train-auc:0.860842
[94]	eval-auc:0.707605	train-auc:0.861517
[95]	eval-auc:0.707196	train-auc:0.862025
[96]	eval-auc:0.7069	train-auc:0.862726
[97]	eval-auc:0.706699	train-auc:0.863165
[98]	eval-auc:0.70666	train-auc:0.864034
[99]	eval-auc:0.70705	train-auc:0.864737
[100]	eval-auc:0.70768	train-auc:0.86545
[101]	eval-auc:0.70698	train-auc:0.865891
[102]	eval-auc:0.707484	train-auc:0.866754
[103]	eval-auc:0.708081	train-auc:0.868052
[104]	eval-auc:0.707351	train-auc:0.868522
[105]	eval-auc:0.707453	train-auc:0.868491
[106]	eval-auc:0.707013	train-auc:0.868961
[107]	eval-auc:0.707813	train-auc:0.869613
[108]	eval-auc:0.70782	train-auc:0.869664
[109]	eval-auc:0.707426	train-auc:0.870418
[110]	eval-auc:0.708004	train-auc:0.871314
[111]	eval-auc:0.709103	train-auc:0.871865
[112]	eval-auc:0.709702	train-auc:0.87266
[113]	eval-auc:0.709316	train-auc:0.873155
[114]	eval-auc:0.708636	train-auc:0.873433
[115]	eval-auc:0.707812	train-auc:0.873802
[116]	eval-auc:0.707631	train-auc:0.873917
[117]	eval-auc:0.707641	train-auc:0.873956
[118]	eval-auc:0.707653	train-auc:0.873976
[119]	eval-auc:0.707868	train-auc:0.874475
[120]	eval-auc:0.70788	train-auc:0.874519
[121]	eval-auc:0.708167	train-auc:0.874982
[122]	eval-auc:0.708322	train-auc:0.875173
[123]	eval-auc:0.708935	train-auc:0.876199
[124]	eval-auc:0.708622	train-auc:0.876595
[125]	eval-auc:0.708591	train-auc:0.877356
[126]	eval-auc:0.708084	train-auc:0.878571
[127]	eval-auc:0.70809	train-auc:0.878579
[128]	eval-auc:0.707797	train-auc:0.878553
[129]	eval-auc:0.708137	train-auc:0.879315
[130]	eval-auc:0.70794	train-auc:0.87933
[131]	eval-auc:0.708144	train-auc:0.880002
[132]	eval-auc:0.707843	train-auc:0.880704
[133]	eval-auc:0.707921	train-auc:0.881004
[134]	eval-auc:0.708128	train-auc:0.881825
[135]	eval-auc:0.708597	train-auc:0.881934
[136]	eval-auc:0.707921	train-auc:0.882489
[137]	eval-auc:0.707406	train-auc:0.882792
[138]	eval-auc:0.706934	train-auc:0.88296
[139]	eval-auc:0.706552	train-auc:0.884305
[140]	eval-auc:0.706422	train-auc:0.884761
[141]	eval-auc:0.707353	train-auc:0.885766
[142]	eval-auc:0.707309	train-auc:0.886343
[143]	eval-auc:0.708047	train-auc:0.886972
[144]	eval-auc:0.708259	train-auc:0.8872
[145]	eval-auc:0.708557	train-auc:0.887377
[146]	eval-auc:0.708723	train-auc:0.887595
[147]	eval-auc:0.708735	train-auc:0.88762
[148]	eval-auc:0.708743	train-auc:0.888275
[149]	eval-auc:0.708604	train-auc:0.888369
[150]	eval-auc:0.708522	train-auc:0.888605
[151]	eval-auc:0.708355	train-auc:0.888789
[152]	eval-auc:0.707905	train-auc:0.889077
[153]	eval-auc:0.707703	train-auc:0.889352
[154]	eval-auc:0.707451	train-auc:0.889507
[155]	eval-auc:0.707758	train-auc:0.889789
[156]	eval-auc:0.708006	train-auc:0.890175
[157]	eval-auc:0.708001	train-auc:0.890613
[158]	eval-auc:0.708106	train-auc:0.891332
[159]	eval-auc:0.708111	train-auc:0.891717
[160]	eval-auc:0.708218	train-auc:0.891857
[161]	eval-auc:0.708586	train-auc:0.892378
[162]	eval-auc:0.708811	train-auc:0.893257
[163]	eval-auc:0.709023	train-auc:0.893955
[164]	eval-auc:0.709186	train-auc:0.89428
[165]	eval-auc:0.708862	train-auc:0.894806
[166]	eval-auc:0.708688	train-auc:0.895505
[167]	eval-auc:0.70968	train-auc:0.896173
[168]	eval-auc:0.710429	train-auc:0.896767
[169]	eval-auc:0.709984	train-auc:0.896921
[170]	eval-auc:0.710037	train-auc:0.897207
[171]	eval-auc:0.710162	train-auc:0.897308
[172]	eval-auc:0.709993	train-auc:0.897363
[173]	eval-auc:0.710279	train-auc:0.897586
[174]	eval-auc:0.710773	train-auc:0.897852
[175]	eval-auc:0.709783	train-auc:0.898241
[176]	eval-auc:0.709584	train-auc:0.898375
[177]	eval-auc:0.709474	train-auc:0.89849
[178]	eval-auc:0.709751	train-auc:0.899495
[179]	eval-auc:0.709718	train-auc:0.899717
[180]	eval-auc:0.709812	train-auc:0.899942
[181]	eval-auc:0.709354	train-auc:0.900081
[182]	eval-auc:0.708417	train-auc:0.900356
[183]	eval-auc:0.708956	train-auc:0.901328
[184]	eval-auc:0.709035	train-auc:0.90201
[185]	eval-auc:0.709319	train-auc:0.902763
[186]	eval-auc:0.708679	train-auc:0.902905
[187]	eval-auc:0.708394	train-auc:0.903209
[188]	eval-auc:0.708291	train-auc:0.903671
[189]	eval-auc:0.708155	train-auc:0.903741
[190]	eval-auc:0.708677	train-auc:0.904152
[191]	eval-auc:0.708985	train-auc:0.90426
[192]	eval-auc:0.708981	train-auc:0.904412
[193]	eval-auc:0.709148	train-auc:0.904561
[194]	eval-auc:0.709839	train-auc:0.905317
[195]	eval-auc:0.710412	train-auc:0.906407
[196]	eval-auc:0.710439	train-auc:0.906716
[197]	eval-auc:0.71003	train-auc:0.907845
[198]	eval-auc:0.70992	train-auc:0.908566
[199]	eval-auc:0.709947	train-auc:0.908571
[200]	eval-auc:0.710212	train-auc:0.909039
[201]	eval-auc:0.710112	train-auc:0.909245
[202]	eval-auc:0.70992	train-auc:0.909665
[203]	eval-auc:0.709824	train-auc:0.910594
[204]	eval-auc:0.709899	train-auc:0.910647
[205]	eval-auc:0.709244	train-auc:0.910734
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[544]	eval-auc:0.705676	train-auc:0.969631
[545]	eval-auc:0.705323	train-auc:0.969703
[546]	eval-auc:0.705384	train-auc:0.969739
[547]	eval-auc:0.705486	train-auc:0.969928
[548]	eval-auc:0.704991	train-auc:0.969994
[549]	eval-auc:0.704924	train-auc:0.970089
[550]	eval-auc:0.704954	train-auc:0.970091
[551]	eval-auc:0.704964	train-auc:0.970198
[552]	eval-auc:0.705038	train-auc:0.970195
[553]	eval-auc:0.705187	train-auc:0.970238
[554]	eval-auc:0.705105	train-auc:0.970296
[555]	eval-auc:0.705073	train-auc:0.970364
[556]	eval-auc:0.705099	train-auc:0.970379
[557]	eval-auc:0.705423	train-auc:0.970565
[558]	eval-auc:0.705413	train-auc:0.970771
[559]	eval-auc:0.705378	train-auc:0.970811
[560]	eval-auc:0.705481	train-auc:0.970868
[561]	eval-auc:0.705391	train-auc:0.970948
[562]	eval-auc:0.705239	train-auc:0.971001
[563]	eval-auc:0.704688	train-auc:0.971034
[564]	eval-auc:0.704662	train-auc:0.971046
[565]	eval-auc:0.704823	train-auc:0.971073
[566]	eval-auc:0.705037	train-auc:0.971249
[567]	eval-auc:0.704916	train-auc:0.971303
[568]	eval-auc:0.704901	train-auc:0.97133
[569]	eval-auc:0.704787	train-auc:0.971407
[570]	eval-auc:0.70491	train-auc:0.971443
[571]	eval-auc:0.704999	train-auc:0.971553
[572]	eval-auc:0.704788	train-auc:0.971633
	Score 0.7047884003946935


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.25, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 3, 'min_child_weight': 6.0, 'n_estimators': 334.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.701117	train-auc:0.723441
[1]	eval-auc:0.690456	train-auc:0.726732
[2]	eval-auc:0.68923	train-auc:0.743408
[3]	eval-auc:0.695101	train-auc:0.743482
[4]	eval-auc:0.694018	train-auc:0.751412
[5]	eval-auc:0.689151	train-auc:0.76618
[6]	eval-auc:0.69328	train-auc:0.767616
[7]	eval-auc:0.6922	train-auc:0.770294
[8]	eval-auc:0.689189	train-auc:0.772236
[9]	eval-auc:0.690573	train-auc:0.775967
[10]	eval-auc:0.689923	train-auc:0.781659
[11]	eval-auc:0.68995	train-auc:0.7871
[12]	eval-auc:0.690603	train-auc:0.787422
[13]	eval-auc:0.692713	train-auc:0.792316
[14]	eval-auc:0.695827	train-auc:0.797378
[15]	eval-auc:0.691876	train-auc:0.800034
[16]	eval-auc:0.691911	train-auc:0.800917
[17]	eval-auc:0.691387	train-auc:0.803478
[18]	eval-auc:0.693873	train-auc:0.805739
[19]	eval-auc:0.696192	train-auc:0.808279
[20]	eval-auc:0.695736	train-auc:0.813155
[21]	eval-auc:0.698691	train-auc:0.820721
[22]	eval-auc:0.699122	train-auc:0.821464
[23]	eval-auc:0.702264	train-auc:0.824225
[24]	eval-auc:0.703355	train-auc:0.82514
[25]	eval-auc:0.703126	train-auc:0.827637
[26]	eval-auc:0.702762	train-auc:0.829113
[27]	eval-auc:0.701226	train-auc:0.831803
[28]	eval-auc:0.700886	train-auc:0.833851
[29]	eval-auc:0.700917	train-auc:0.834845
[30]	eval-auc:0.703308	train-auc:0.839195
[31]	eval-auc:0.701586	train-auc:0.841083
[32]	eval-auc:0.703911	train-auc:0.843428
[33]	eval-auc:0.70176	train-auc:0.845255
[34]	eval-auc:0.702291	train-auc:0.848545
[35]	eval-auc:0.702046	train-auc:0.850412
[36]	eval-auc:0.703582	train-auc:0.852185
[37]	eval-auc:0.704303	train-auc:0.855491
[38]	eval-auc:0.705037	train-auc:0.857974
[39]	eval-auc:0.705924	train-auc:0.858772
[40]	eval-auc:0.70408	train-auc:0.861403
[41]	eval-auc:0.702788	train-auc:0.862005
[42]	eval-auc:0.701944	train-auc:0.863138
[43]	eval-auc:0.702096	train-auc:0.866032
[44]	eval-auc:0.701892	train-auc:0.867196
[45]	eval-auc:0.702769	train-auc:0.868644
[46]	eval-auc:0.702702	train-auc:0.869604
[47]	eval-auc:0.702433	train-auc:0.870294
[48]	eval-auc:0.701875	train-auc:0.872105
[49]	eval-auc:0.701492	train-auc:0.873344
[50]	eval-auc:0.703218	train-auc:0.874532
[51]	eval-auc:0.70288	train-auc:0.874931
[52]	eval-auc:0.703672	train-auc:0.876305
[53]	eval-auc:0.704418	train-auc:0.876732
[54]	eval-auc:0.705107	train-auc:0.877281
[55]	eval-auc:0.706725	train-auc:0.878951
[56]	eval-auc:0.708125	train-auc:0.881556
[57]	eval-auc:0.70875	train-auc:0.882758
[58]	eval-auc:0.707765	train-auc:0.884901
[59]	eval-auc:0.707837	train-auc:0.88539
[60]	eval-auc:0.707939	train-auc:0.885389
[61]	eval-auc:0.707771	train-auc:0.887002
[62]	eval-auc:0.708272	train-auc:0.887698
[63]	eval-auc:0.706771	train-auc:0.888491
[64]	eval-auc:0.707007	train-auc:0.888892
[65]	eval-auc:0.707325	train-auc:0.889847
[66]	eval-auc:0.707626	train-auc:0.890157
[67]	eval-auc:0.707602	train-auc:0.893376
[68]	eval-auc:0.707397	train-auc:0.894713
[69]	eval-auc:0.709661	train-auc:0.89688
[70]	eval-auc:0.710514	train-auc:0.897886
[71]	eval-auc:0.709664	train-auc:0.901029
[72]	eval-auc:0.709567	train-auc:0.903102
[73]	eval-auc:0.709949	train-auc:0.903905
[74]	eval-auc:0.709233	train-auc:0.905108
[75]	eval-auc:0.708677	train-auc:0.905903
[76]	eval-auc:0.709883	train-auc:0.907803
[77]	eval-auc:0.711277	train-auc:0.90851
[78]	eval-auc:0.710914	train-auc:0.909441
[79]	eval-auc:0.710296	train-auc:0.909553
[80]	eval-auc:0.709999	train-auc:0.910136
[81]	eval-auc:0.709023	train-auc:0.910208
[82]	eval-auc:0.708452	train-auc:0.911804
[83]	eval-auc:0.708533	train-auc:0.912823
[84]	eval-auc:0.710266	train-auc:0.914073
[85]	eval-auc:0.709742	train-auc:0.915087
[86]	eval-auc:0.710307	train-auc:0.915453
[87]	eval-auc:0.71025	train-auc:0.916302
[88]	eval-auc:0.709972	train-auc:0.91646
[89]	eval-auc:0.70996	train-auc:0.916863
[90]	eval-auc:0.710223	train-auc:0.916982
[91]	eval-auc:0.709996	train-auc:0.917456
[92]	eval-auc:0.709207	train-auc:0.9188
[93]	eval-auc:0.708387	train-auc:0.919801
[94]	eval-auc:0.708435	train-auc:0.921316
[95]	eval-auc:0.707155	train-auc:0.921524
[96]	eval-auc:0.707621	train-auc:0.922647
[97]	eval-auc:0.706651	train-auc:0.922671
[98]	eval-auc:0.706194	train-auc:0.923518
[99]	eval-auc:0.706276	train-auc:0.923778
[100]	eval-auc:0.706294	train-auc:0.924013
[101]	eval-auc:0.707599	train-auc:0.924473
[102]	eval-auc:0.707569	train-auc:0.924817
[103]	eval-auc:0.708274	train-auc:0.925107
[104]	eval-auc:0.708432	train-auc:0.925142
[105]	eval-auc:0.708853	train-auc:0.925735
[106]	eval-auc:0.707491	train-auc:0.926708
[107]	eval-auc:0.707915	train-auc:0.927441
[108]	eval-auc:0.706468	train-auc:0.928088
[109]	eval-auc:0.70724	train-auc:0.928996
[110]	eval-auc:0.70736	train-auc:0.929921
[111]	eval-auc:0.707048	train-auc:0.930425
[112]	eval-auc:0.707709	train-auc:0.932088
[113]	eval-auc:0.707683	train-auc:0.932359
[114]	eval-auc:0.707482	train-auc:0.932989
[115]	eval-auc:0.707044	train-auc:0.933021
[116]	eval-auc:0.706354	train-auc:0.93327
[117]	eval-auc:0.706492	train-auc:0.933492
[118]	eval-auc:0.706096	train-auc:0.933937
[119]	eval-auc:0.706413	train-auc:0.934419
[120]	eval-auc:0.706585	train-auc:0.934777
[121]	eval-auc:0.706677	train-auc:0.934852
[122]	eval-auc:0.705793	train-auc:0.935146
[123]	eval-auc:0.705341	train-auc:0.935767
[124]	eval-auc:0.706334	train-auc:0.936425
[125]	eval-auc:0.70678	train-auc:0.936755
[126]	eval-auc:0.706131	train-auc:0.936847
[127]	eval-auc:0.706116	train-auc:0.937356
[128]	eval-auc:0.706599	train-auc:0.938657
[129]	eval-auc:0.706634	train-auc:0.93887
[130]	eval-auc:0.706619	train-auc:0.938648
[131]	eval-auc:0.706731	train-auc:0.939071
[132]	eval-auc:0.707162	train-auc:0.939047
[133]	eval-auc:0.70772	train-auc:0.939524
[134]	eval-auc:0.706949	train-auc:0.939993
[135]	eval-auc:0.707444	train-auc:0.940893
[136]	eval-auc:0.707322	train-auc:0.941042
[137]	eval-auc:0.706348	train-auc:0.941537
[138]	eval-auc:0.706599	train-auc:0.94205
[139]	eval-auc:0.706882	train-auc:0.942282
[140]	eval-auc:0.706949	train-auc:0.942697
[141]	eval-auc:0.706725	train-auc:0.942785
[142]	eval-auc:0.706329	train-auc:0.943365
[143]	eval-auc:0.705658	train-auc:0.94393
[144]	eval-auc:0.705835	train-auc:0.944229
[145]	eval-auc:0.706383	train-auc:0.945106
[146]	eval-auc:0.706588	train-auc:0.945291
[147]	eval-auc:0.706861	train-auc:0.945737
[148]	eval-auc:0.70597	train-auc:0.94552
[149]	eval-auc:0.705918	train-auc:0.945736
[150]	eval-auc:0.706136	train-auc:0.946563
[151]	eval-auc:0.705831	train-auc:0.946736
[152]	eval-auc:0.705461	train-auc:0.946731
[153]	eval-auc:0.705413	train-auc:0.946833
[154]	eval-auc:0.706217	train-auc:0.94707
[155]	eval-auc:0.706617	train-auc:0.947176
[156]	eval-auc:0.706154	train-auc:0.947318
[157]	eval-auc:0.706365	train-auc:0.947503
[158]	eval-auc:0.706406	train-auc:0.94769
[159]	eval-auc:0.706229	train-auc:0.94816
[160]	eval-auc:0.707409	train-auc:0.948719
[161]	eval-auc:0.707269	train-auc:0.948901
[162]	eval-auc:0.707305	train-auc:0.949234
[163]	eval-auc:0.707219	train-auc:0.949735
[164]	eval-auc:0.707468	train-auc:0.949979
[165]	eval-auc:0.707843	train-auc:0.950146
[166]	eval-auc:0.707899	train-auc:0.950708
[167]	eval-auc:0.708288	train-auc:0.951352
[168]	eval-auc:0.707452	train-auc:0.951957
[169]	eval-auc:0.707889	train-auc:0.952202
[170]	eval-auc:0.707875	train-auc:0.952283
[171]	eval-auc:0.707822	train-auc:0.952366
[172]	eval-auc:0.708043	train-auc:0.952551
[173]	eval-auc:0.707589	train-auc:0.952845
[174]	eval-auc:0.706183	train-auc:0.953401
[175]	eval-auc:0.706206	train-auc:0.953506
[176]	eval-auc:0.706279	train-auc:0.95372
[177]	eval-auc:0.705818	train-auc:0.954002
[178]	eval-auc:0.705597	train-auc:0.954446
[179]	eval-auc:0.705163	train-auc:0.954924
[180]	eval-auc:0.704589	train-auc:0.95524
[181]	eval-auc:0.70491	train-auc:0.955413
[182]	eval-auc:0.706576	train-auc:0.955864
[183]	eval-auc:0.706649	train-auc:0.955896
[184]	eval-auc:0.707516	train-auc:0.956614
[185]	eval-auc:0.707513	train-auc:0.956667
[186]	eval-auc:0.7078	train-auc:0.956769
[187]	eval-auc:0.707771	train-auc:0.956953
[188]	eval-auc:0.707545	train-auc:0.956988
[189]	eval-auc:0.707631	train-auc:0.957024
[190]	eval-auc:0.707989	train-auc:0.957145
[191]	eval-auc:0.708565	train-auc:0.95759
[192]	eval-auc:0.707863	train-auc:0.957806
[193]	eval-auc:0.70766	train-auc:0.958193
[194]	eval-auc:0.707602	train-auc:0.95819
[195]	eval-auc:0.707021	train-auc:0.958576
[196]	eval-auc:0.707628	train-auc:0.958769
[197]	eval-auc:0.70731	train-auc:0.958755
[198]	eval-auc:0.707164	train-auc:0.958972
[199]	eval-auc:0.7072	train-auc:0.95928
[200]	eval-auc:0.706814	train-auc:0.959554
[201]	eval-auc:0.708128	train-auc:0.95997
[202]	eval-auc:0.707743	train-auc:0.960089
[203]	eval-auc:0.707605	train-auc:0.960212
[204]	eval-auc:0.707682	train-auc:0.960337
[205]	eval-auc:0.707947	train-auc:0.960626
[206]	eval-auc:0.707111	train-auc:0.961129
[207]	eval-auc:0.707167	train-auc:0.961633
[208]	eval-auc:0.706917	train-auc:0.961811
[209]	eval-auc:0.707077	train-auc:0.962063
[210]	eval-auc:0.707817	train-auc:0.962266
[211]	eval-auc:0.7072	train-auc:0.962592
[212]	eval-auc:0.706418	train-auc:0.963103
[213]	eval-auc:0.706427	train-auc:0.963354
[214]	eval-auc:0.706131	train-auc:0.963472
[215]	eval-auc:0.705822	train-auc:0.963755
[216]	eval-auc:0.70567	train-auc:0.963792
[217]	eval-auc:0.704811	train-auc:0.963915
[218]	eval-auc:0.704619	train-auc:0.963971
[219]	eval-auc:0.704817	train-auc:0.963992
[220]	eval-auc:0.705178	train-auc:0.964566
[221]	eval-auc:0.705114	train-auc:0.964434
[222]	eval-auc:0.704808	train-auc:0.964474
[223]	eval-auc:0.704918	train-auc:0.964544
[224]	eval-auc:0.705506	train-auc:0.964723
[225]	eval-auc:0.706101	train-auc:0.965122
[226]	eval-auc:0.706103	train-auc:0.965247
[227]	eval-auc:0.705704	train-auc:0.965586
[228]	eval-auc:0.70489	train-auc:0.965749
[229]	eval-auc:0.704609	train-auc:0.965877
[230]	eval-auc:0.704584	train-auc:0.966065
[231]	eval-auc:0.705114	train-auc:0.966236
[232]	eval-auc:0.705075	train-auc:0.966416
[233]	eval-auc:0.704685	train-auc:0.966601
[234]	eval-auc:0.704554	train-auc:0.966742
[235]	eval-auc:0.703643	train-auc:0.967027
[236]	eval-auc:0.703943	train-auc:0.967295
[237]	eval-auc:0.70428	train-auc:0.967596
[238]	eval-auc:0.704353	train-auc:0.96787
[239]	eval-auc:0.704618	train-auc:0.967833
[240]	eval-auc:0.704403	train-auc:0.9679
[241]	eval-auc:0.70454	train-auc:0.968454
[242]	eval-auc:0.704344	train-auc:0.968459
[243]	eval-auc:0.704886	train-auc:0.968648
[244]	eval-auc:0.705224	train-auc:0.96868
[245]	eval-auc:0.705501	train-auc:0.96878
[246]	eval-auc:0.705222	train-auc:0.968882
[247]	eval-auc:0.705014	train-auc:0.969094
[248]	eval-auc:0.705181	train-auc:0.969529
[249]	eval-auc:0.704686	train-auc:0.96958
[250]	eval-auc:0.704379	train-auc:0.969925
[251]	eval-auc:0.70468	train-auc:0.969946
[252]	eval-auc:0.70468	train-auc:0.970071
[253]	eval-auc:0.704513	train-auc:0.970132
[254]	eval-auc:0.704164	train-auc:0.970257
[255]	eval-auc:0.70424	train-auc:0.970335
[256]	eval-auc:0.704118	train-auc:0.970434
[257]	eval-auc:0.703777	train-auc:0.970581
[258]	eval-auc:0.703543	train-auc:0.970667
[259]	eval-auc:0.702909	train-auc:0.970907
[260]	eval-auc:0.702797	train-auc:0.971066
[261]	eval-auc:0.702475	train-auc:0.971055
[262]	eval-auc:0.702343	train-auc:0.971059
[263]	eval-auc:0.702376	train-auc:0.971065
[264]	eval-auc:0.702372	train-auc:0.971342
[265]	eval-auc:0.702072	train-auc:0.971346
[266]	eval-auc:0.702491	train-auc:0.97162
[267]	eval-auc:0.702587	train-auc:0.971735
[268]	eval-auc:0.702343	train-auc:0.971856
[269]	eval-auc:0.702655	train-auc:0.972203
[270]	eval-auc:0.702544	train-auc:0.972561
[271]	eval-auc:0.702465	train-auc:0.972952
[272]	eval-auc:0.702475	train-auc:0.973042
[273]	eval-auc:0.702379	train-auc:0.973099
[274]	eval-auc:0.702131	train-auc:0.973071
[275]	eval-auc:0.70216	train-auc:0.97311
[276]	eval-auc:0.702954	train-auc:0.973317
[277]	eval-auc:0.703622	train-auc:0.973543
[278]	eval-auc:0.703293	train-auc:0.97362
[279]	eval-auc:0.704336	train-auc:0.973925
[280]	eval-auc:0.704479	train-auc:0.974062
[281]	eval-auc:0.70488	train-auc:0.974196
[282]	eval-auc:0.704188	train-auc:0.974554
[283]	eval-auc:0.7041	train-auc:0.974847
[284]	eval-auc:0.703671	train-auc:0.97483
[285]	eval-auc:0.703496	train-auc:0.974925
[286]	eval-auc:0.703526	train-auc:0.974926
[287]	eval-auc:0.703837	train-auc:0.975123
[288]	eval-auc:0.702558	train-auc:0.975398
[289]	eval-auc:0.70222	train-auc:0.97534
[290]	eval-auc:0.702051	train-auc:0.975662
[291]	eval-auc:0.701828	train-auc:0.975834
[292]	eval-auc:0.702006	train-auc:0.976302
[293]	eval-auc:0.701996	train-auc:0.976322
[294]	eval-auc:0.701662	train-auc:0.976464
[295]	eval-auc:0.701792	train-auc:0.976686
[296]	eval-auc:0.701365	train-auc:0.976695
[297]	eval-auc:0.701999	train-auc:0.976833
[298]	eval-auc:0.701904	train-auc:0.976967
[299]	eval-auc:0.701349	train-auc:0.977189
[300]	eval-auc:0.701356	train-auc:0.977211
[301]	eval-auc:0.701411	train-auc:0.977533
[302]	eval-auc:0.701397	train-auc:0.977555
[303]	eval-auc:0.701158	train-auc:0.977699
[304]	eval-auc:0.701266	train-auc:0.977725
[305]	eval-auc:0.701137	train-auc:0.978019
[306]	eval-auc:0.701373	train-auc:0.978212
[307]	eval-auc:0.701653	train-auc:0.978397
[308]	eval-auc:0.701709	train-auc:0.978407
[309]	eval-auc:0.701543	train-auc:0.978624
[310]	eval-auc:0.701805	train-auc:0.978642
[311]	eval-auc:0.70222	train-auc:0.978765
[312]	eval-auc:0.702494	train-auc:0.97898
[313]	eval-auc:0.702558	train-auc:0.979014
[314]	eval-auc:0.702692	train-auc:0.979281
[315]	eval-auc:0.702714	train-auc:0.979365
[316]	eval-auc:0.702439	train-auc:0.979379
[317]	eval-auc:0.701836	train-auc:0.979539
[318]	eval-auc:0.7017	train-auc:0.979612
[319]	eval-auc:0.701626	train-auc:0.980161
[320]	eval-auc:0.701818	train-auc:0.980263
[321]	eval-auc:0.701816	train-auc:0.980306
[322]	eval-auc:0.701874	train-auc:0.980399
[323]	eval-auc:0.701915	train-auc:0.980459
[324]	eval-auc:0.701955	train-auc:0.980709
[325]	eval-auc:0.702166	train-auc:0.980991
[326]	eval-auc:0.701449	train-auc:0.981021
[327]	eval-auc:0.701722	train-auc:0.98121
[328]	eval-auc:0.700755	train-auc:0.981353
[329]	eval-auc:0.701059	train-auc:0.981355
[330]	eval-auc:0.700934	train-auc:0.981391
[331]	eval-auc:0.700857	train-auc:0.981585
[332]	eval-auc:0.701108	train-auc:0.98162
[333]	eval-auc:0.700927	train-auc:0.98178
	Score 0.7009267380526015


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 361.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.657699	train-auc:0.698034
[1]	eval-auc:0.656071	train-auc:0.707722
[2]	eval-auc:0.67539	train-auc:0.718938
[3]	eval-auc:0.677161	train-auc:0.724643
[4]	eval-auc:0.683235	train-auc:0.734038
[5]	eval-auc:0.681717	train-auc:0.731168
[6]	eval-auc:0.685068	train-auc:0.735658
[7]	eval-auc:0.684892	train-auc:0.736905
[8]	eval-auc:0.690866	train-auc:0.741253
[9]	eval-auc:0.694463	train-auc:0.738316
[10]	eval-auc:0.693506	train-auc:0.741122
[11]	eval-auc:0.691199	train-auc:0.740489
[12]	eval-auc:0.691174	train-auc:0.739084
[13]	eval-auc:0.694017	train-auc:0.739324
[14]	eval-auc:0.695281	train-auc:0.73898
[15]	eval-auc:0.694326	train-auc:0.739873
[16]	eval-auc:0.693463	train-auc:0.739696
[17]	eval-auc:0.693975	train-auc:0.742678
[18]	eval-auc:0.69423	train-auc:0.744878
[19]	eval-auc:0.692836	train-auc:0.74608
[20]	eval-auc:0.693663	train-auc:0.744857
[21]	eval-auc:0.695043	train-auc:0.745748
[22]	eval-auc:0.696731	train-auc:0.746127
[23]	eval-auc:0.696824	train-auc:0.74725
[24]	eval-auc:0.697447	train-auc:0.749417
[25]	eval-auc:0.697421	train-auc:0.749793
[26]	eval-auc:0.697546	train-auc:0.74968
[27]	eval-auc:0.698036	train-auc:0.751895
[28]	eval-auc:0.698918	train-auc:0.751637
[29]	eval-auc:0.698535	train-auc:0.751735
[30]	eval-auc:0.697627	train-auc:0.753507
[31]	eval-auc:0.697571	train-auc:0.752632
[32]	eval-auc:0.696643	train-auc:0.752765
[33]	eval-auc:0.697112	train-auc:0.752902
[34]	eval-auc:0.697032	train-auc:0.753726
[35]	eval-auc:0.698547	train-auc:0.754241
[36]	eval-auc:0.698189	train-auc:0.754288
[37]	eval-auc:0.698857	train-auc:0.754723
[38]	eval-auc:0.699437	train-auc:0.755016
[39]	eval-auc:0.700328	train-auc:0.75527
[40]	eval-auc:0.700078	train-auc:0.75497
[41]	eval-auc:0.699484	train-auc:0.755369
[42]	eval-auc:0.698831	train-auc:0.756722
[43]	eval-auc:0.699479	train-auc:0.757343
[44]	eval-auc:0.699276	train-auc:0.758156
[45]	eval-auc:0.700085	train-auc:0.759445
[46]	eval-auc:0.700379	train-auc:0.761333
[47]	eval-auc:0.700988	train-auc:0.76207
[48]	eval-auc:0.700913	train-auc:0.762013
[49]	eval-auc:0.699951	train-auc:0.76249
[50]	eval-auc:0.699913	train-auc:0.76372
[51]	eval-auc:0.699539	train-auc:0.764136
[52]	eval-auc:0.699348	train-auc:0.764941
[53]	eval-auc:0.699887	train-auc:0.765511
[54]	eval-auc:0.700541	train-auc:0.766657
[55]	eval-auc:0.700902	train-auc:0.76775
[56]	eval-auc:0.701119	train-auc:0.768507
[57]	eval-auc:0.701154	train-auc:0.769152
[58]	eval-auc:0.701741	train-auc:0.76977
[59]	eval-auc:0.701807	train-auc:0.769873
[60]	eval-auc:0.701728	train-auc:0.771538
[61]	eval-auc:0.701373	train-auc:0.771569
[62]	eval-auc:0.701408	train-auc:0.771365
[63]	eval-auc:0.701551	train-auc:0.773365
[64]	eval-auc:0.701014	train-auc:0.774129
[65]	eval-auc:0.700685	train-auc:0.774351
[66]	eval-auc:0.700683	train-auc:0.774644
[67]	eval-auc:0.701099	train-auc:0.774825
[68]	eval-auc:0.700954	train-auc:0.77535
[69]	eval-auc:0.701192	train-auc:0.776653
[70]	eval-auc:0.700535	train-auc:0.778805
[71]	eval-auc:0.7013	train-auc:0.779962
[72]	eval-auc:0.702031	train-auc:0.780627
[73]	eval-auc:0.70183	train-auc:0.780968
[74]	eval-auc:0.70198	train-auc:0.781789
[75]	eval-auc:0.702318	train-auc:0.782714
[76]	eval-auc:0.701918	train-auc:0.782512
[77]	eval-auc:0.701959	train-auc:0.783711
[78]	eval-auc:0.701431	train-auc:0.784381
[79]	eval-auc:0.701871	train-auc:0.785243
[80]	eval-auc:0.701935	train-auc:0.78595
[81]	eval-auc:0.701754	train-auc:0.786589
[82]	eval-auc:0.702029	train-auc:0.786699
[83]	eval-auc:0.700965	train-auc:0.787348
[84]	eval-auc:0.700178	train-auc:0.788807
[85]	eval-auc:0.700272	train-auc:0.788901
[86]	eval-auc:0.700281	train-auc:0.789608
[87]	eval-auc:0.700389	train-auc:0.790319
[88]	eval-auc:0.700572	train-auc:0.790791
[89]	eval-auc:0.700949	train-auc:0.791146
[90]	eval-auc:0.701173	train-auc:0.791608
[91]	eval-auc:0.701046	train-auc:0.791966
[92]	eval-auc:0.700962	train-auc:0.792438
[93]	eval-auc:0.701228	train-auc:0.792624
[94]	eval-auc:0.701435	train-auc:0.794208
[95]	eval-auc:0.700905	train-auc:0.794704
[96]	eval-auc:0.701173	train-auc:0.795762
[97]	eval-auc:0.701542	train-auc:0.796681
[98]	eval-auc:0.701827	train-auc:0.797801
[99]	eval-auc:0.702308	train-auc:0.79863
[100]	eval-auc:0.702711	train-auc:0.798944
[101]	eval-auc:0.703378	train-auc:0.799735
[102]	eval-auc:0.703304	train-auc:0.800617
[103]	eval-auc:0.703641	train-auc:0.801493
[104]	eval-auc:0.70373	train-auc:0.801599
[105]	eval-auc:0.70263	train-auc:0.802378
[106]	eval-auc:0.702221	train-auc:0.803387
[107]	eval-auc:0.702494	train-auc:0.803277
[108]	eval-auc:0.702771	train-auc:0.803455
[109]	eval-auc:0.702523	train-auc:0.80311
[110]	eval-auc:0.702422	train-auc:0.804107
[111]	eval-auc:0.702896	train-auc:0.805141
[112]	eval-auc:0.703306	train-auc:0.805385
[113]	eval-auc:0.703873	train-auc:0.805529
[114]	eval-auc:0.704012	train-auc:0.806071
[115]	eval-auc:0.703183	train-auc:0.807194
[116]	eval-auc:0.70324	train-auc:0.807197
[117]	eval-auc:0.703014	train-auc:0.808318
[118]	eval-auc:0.702946	train-auc:0.808347
[119]	eval-auc:0.703107	train-auc:0.808603
[120]	eval-auc:0.703084	train-auc:0.809047
[121]	eval-auc:0.703608	train-auc:0.810941
[122]	eval-auc:0.703052	train-auc:0.811396
[123]	eval-auc:0.703474	train-auc:0.812081
[124]	eval-auc:0.703281	train-auc:0.811857
[125]	eval-auc:0.703673	train-auc:0.812379
[126]	eval-auc:0.703354	train-auc:0.813553
[127]	eval-auc:0.703412	train-auc:0.814109
[128]	eval-auc:0.703059	train-auc:0.814678
[129]	eval-auc:0.702513	train-auc:0.815672
[130]	eval-auc:0.702344	train-auc:0.816482
[131]	eval-auc:0.702606	train-auc:0.816797
[132]	eval-auc:0.70289	train-auc:0.817197
[133]	eval-auc:0.702358	train-auc:0.817589
[134]	eval-auc:0.702322	train-auc:0.817827
[135]	eval-auc:0.701936	train-auc:0.81846
[136]	eval-auc:0.702264	train-auc:0.819126
[137]	eval-auc:0.701571	train-auc:0.819626
[138]	eval-auc:0.702299	train-auc:0.820457
[139]	eval-auc:0.702284	train-auc:0.820778
[140]	eval-auc:0.702577	train-auc:0.821722
[141]	eval-auc:0.702116	train-auc:0.822269
[142]	eval-auc:0.7031	train-auc:0.823301
[143]	eval-auc:0.703193	train-auc:0.823938
[144]	eval-auc:0.703378	train-auc:0.824332
[145]	eval-auc:0.703592	train-auc:0.824478
[146]	eval-auc:0.703677	train-auc:0.824953
[147]	eval-auc:0.703394	train-auc:0.825012
[148]	eval-auc:0.703948	train-auc:0.825611
[149]	eval-auc:0.704108	train-auc:0.825604
[150]	eval-auc:0.703867	train-auc:0.826165
[151]	eval-auc:0.703745	train-auc:0.826574
[152]	eval-auc:0.704297	train-auc:0.826926
[153]	eval-auc:0.704552	train-auc:0.827091
[154]	eval-auc:0.704711	train-auc:0.827588
[155]	eval-auc:0.704897	train-auc:0.82763
[156]	eval-auc:0.705114	train-auc:0.827779
[157]	eval-auc:0.705349	train-auc:0.828315
[158]	eval-auc:0.705108	train-auc:0.82854
[159]	eval-auc:0.705096	train-auc:0.830248
[160]	eval-auc:0.70496	train-auc:0.831069
[161]	eval-auc:0.705263	train-auc:0.831367
[162]	eval-auc:0.705317	train-auc:0.832066
[163]	eval-auc:0.705203	train-auc:0.832466
[164]	eval-auc:0.704948	train-auc:0.833227
[165]	eval-auc:0.704633	train-auc:0.833534
[166]	eval-auc:0.703931	train-auc:0.83466
[167]	eval-auc:0.703832	train-auc:0.83536
[168]	eval-auc:0.703803	train-auc:0.835505
[169]	eval-auc:0.7034	train-auc:0.835187
[170]	eval-auc:0.703008	train-auc:0.835919
[171]	eval-auc:0.70338	train-auc:0.836552
[172]	eval-auc:0.70297	train-auc:0.837475
[173]	eval-auc:0.702749	train-auc:0.837682
[174]	eval-auc:0.702259	train-auc:0.838279
[175]	eval-auc:0.702139	train-auc:0.838749
[176]	eval-auc:0.702207	train-auc:0.838962
[177]	eval-auc:0.702607	train-auc:0.839186
[178]	eval-auc:0.703059	train-auc:0.840117
[179]	eval-auc:0.703532	train-auc:0.840965
[180]	eval-auc:0.70357	train-auc:0.841058
[181]	eval-auc:0.703288	train-auc:0.841776
[182]	eval-auc:0.702989	train-auc:0.841783
[183]	eval-auc:0.702734	train-auc:0.842233
[184]	eval-auc:0.703056	train-auc:0.842957
[185]	eval-auc:0.702858	train-auc:0.843242
[186]	eval-auc:0.702781	train-auc:0.844004
[187]	eval-auc:0.70284	train-auc:0.844322
[188]	eval-auc:0.702973	train-auc:0.844757
[189]	eval-auc:0.703486	train-auc:0.845222
[190]	eval-auc:0.703758	train-auc:0.845764
[191]	eval-auc:0.704207	train-auc:0.846215
[192]	eval-auc:0.704277	train-auc:0.84609
[193]	eval-auc:0.704514	train-auc:0.84679
[194]	eval-auc:0.703637	train-auc:0.847244
[195]	eval-auc:0.704403	train-auc:0.84798
[196]	eval-auc:0.704482	train-auc:0.848514
[197]	eval-auc:0.704764	train-auc:0.848713
[198]	eval-auc:0.704708	train-auc:0.849372
[199]	eval-auc:0.704794	train-auc:0.849496
[200]	eval-auc:0.704927	train-auc:0.849882
[201]	eval-auc:0.705163	train-auc:0.850334
[202]	eval-auc:0.705327	train-auc:0.851569
[203]	eval-auc:0.70556	train-auc:0.85219
[204]	eval-auc:0.705213	train-auc:0.852595
[205]	eval-auc:0.705436	train-auc:0.852752
[206]	eval-auc:0.705394	train-auc:0.852829
[207]	eval-auc:0.705061	train-auc:0.853456
[208]	eval-auc:0.705211	train-auc:0.853988
[209]	eval-auc:0.704943	train-auc:0.854457
[210]	eval-auc:0.705042	train-auc:0.854575
[211]	eval-auc:0.704821	train-auc:0.854571
[212]	eval-auc:0.704441	train-auc:0.855209
[213]	eval-auc:0.704578	train-auc:0.85576
[214]	eval-auc:0.704802	train-auc:0.855895
[215]	eval-auc:0.704793	train-auc:0.856006
[216]	eval-auc:0.705056	train-auc:0.856373
[217]	eval-auc:0.705032	train-auc:0.856497
[218]	eval-auc:0.704916	train-auc:0.857666
[219]	eval-auc:0.704322	train-auc:0.857843
[220]	eval-auc:0.704412	train-auc:0.858261
[221]	eval-auc:0.704225	train-auc:0.858725
[222]	eval-auc:0.703613	train-auc:0.859398
[223]	eval-auc:0.70357	train-auc:0.859439
[224]	eval-auc:0.703831	train-auc:0.859812
[225]	eval-auc:0.703675	train-auc:0.859983
[226]	eval-auc:0.703413	train-auc:0.860355
[227]	eval-auc:0.70354	train-auc:0.860482
[228]	eval-auc:0.703266	train-auc:0.860928
[229]	eval-auc:0.703461	train-auc:0.861753
[230]	eval-auc:0.702999	train-auc:0.86205
[231]	eval-auc:0.702582	train-auc:0.862024
[232]	eval-auc:0.702622	train-auc:0.862329
[233]	eval-auc:0.70253	train-auc:0.862129
[234]	eval-auc:0.702821	train-auc:0.862651
[235]	eval-auc:0.702734	train-auc:0.862689
[236]	eval-auc:0.703159	train-auc:0.862926
[237]	eval-auc:0.703016	train-auc:0.862633
[238]	eval-auc:0.702296	train-auc:0.862864
[239]	eval-auc:0.701945	train-auc:0.86302
[240]	eval-auc:0.702043	train-auc:0.863535
[241]	eval-auc:0.702005	train-auc:0.863613
[242]	eval-auc:0.70207	train-auc:0.863752
[243]	eval-auc:0.702364	train-auc:0.864059
[244]	eval-auc:0.70234	train-auc:0.864152
[245]	eval-auc:0.702134	train-auc:0.864276
[246]	eval-auc:0.702274	train-auc:0.864457
[247]	eval-auc:0.702355	train-auc:0.86518
[248]	eval-auc:0.702169	train-auc:0.865695
[249]	eval-auc:0.702352	train-auc:0.86608
[250]	eval-auc:0.702375	train-auc:0.86626
[251]	eval-auc:0.702241	train-auc:0.866582
[252]	eval-auc:0.702217	train-auc:0.866905
[253]	eval-auc:0.702603	train-auc:0.866971
[254]	eval-auc:0.702456	train-auc:0.867381
[255]	eval-auc:0.702325	train-auc:0.867505
[256]	eval-auc:0.702667	train-auc:0.867418
[257]	eval-auc:0.702938	train-auc:0.867911
[258]	eval-auc:0.702941	train-auc:0.86814
[259]	eval-auc:0.702932	train-auc:0.868613
[260]	eval-auc:0.703237	train-auc:0.868889
[261]	eval-auc:0.703287	train-auc:0.869298
[262]	eval-auc:0.703285	train-auc:0.86967
[263]	eval-auc:0.703037	train-auc:0.870252
[264]	eval-auc:0.70283	train-auc:0.87064
[265]	eval-auc:0.702783	train-auc:0.870729
[266]	eval-auc:0.702233	train-auc:0.870861
[267]	eval-auc:0.702084	train-auc:0.87101
[268]	eval-auc:0.702136	train-auc:0.871942
[269]	eval-auc:0.702102	train-auc:0.872194
[270]	eval-auc:0.702184	train-auc:0.872766
[271]	eval-auc:0.702017	train-auc:0.873209
[272]	eval-auc:0.702226	train-auc:0.87352
[273]	eval-auc:0.702465	train-auc:0.873894
[274]	eval-auc:0.702867	train-auc:0.874405
[275]	eval-auc:0.703069	train-auc:0.874425
[276]	eval-auc:0.703383	train-auc:0.874389
[277]	eval-auc:0.703343	train-auc:0.874509
[278]	eval-auc:0.703352	train-auc:0.874712
[279]	eval-auc:0.703433	train-auc:0.874854
[280]	eval-auc:0.703406	train-auc:0.875327
[281]	eval-auc:0.703523	train-auc:0.875414
[282]	eval-auc:0.703531	train-auc:0.875419
[283]	eval-auc:0.703112	train-auc:0.875864
[284]	eval-auc:0.703225	train-auc:0.876077
[285]	eval-auc:0.703214	train-auc:0.876339
[286]	eval-auc:0.703178	train-auc:0.876384
[287]	eval-auc:0.703091	train-auc:0.877103
[288]	eval-auc:0.703115	train-auc:0.877671
[289]	eval-auc:0.703371	train-auc:0.877762
[290]	eval-auc:0.703623	train-auc:0.878272
[291]	eval-auc:0.703962	train-auc:0.879747
[292]	eval-auc:0.704307	train-auc:0.880025
[293]	eval-auc:0.704362	train-auc:0.879894
[294]	eval-auc:0.704702	train-auc:0.880015
[295]	eval-auc:0.704813	train-auc:0.880504
[296]	eval-auc:0.705075	train-auc:0.880589
[297]	eval-auc:0.705238	train-auc:0.880795
[298]	eval-auc:0.705571	train-auc:0.880999
[299]	eval-auc:0.705405	train-auc:0.881198
[300]	eval-auc:0.704992	train-auc:0.881785
[301]	eval-auc:0.7047	train-auc:0.88194
[302]	eval-auc:0.704744	train-auc:0.882958
[303]	eval-auc:0.70461	train-auc:0.883514
[304]	eval-auc:0.704467	train-auc:0.883688
[305]	eval-auc:0.704577	train-auc:0.883831
[306]	eval-auc:0.704781	train-auc:0.884265
[307]	eval-auc:0.704842	train-auc:0.884648
[308]	eval-auc:0.704804	train-auc:0.884732
[309]	eval-auc:0.704635	train-auc:0.885008
[310]	eval-auc:0.704546	train-auc:0.885246
[311]	eval-auc:0.704555	train-auc:0.88528
[312]	eval-auc:0.704447	train-auc:0.885501
[313]	eval-auc:0.704409	train-auc:0.886602
[314]	eval-auc:0.704109	train-auc:0.886922
[315]	eval-auc:0.704303	train-auc:0.887052
[316]	eval-auc:0.704542	train-auc:0.887256
[317]	eval-auc:0.704778	train-auc:0.887602
[318]	eval-auc:0.704459	train-auc:0.887676
[319]	eval-auc:0.704467	train-auc:0.887619
[320]	eval-auc:0.704406	train-auc:0.887961
[321]	eval-auc:0.704403	train-auc:0.888233
[322]	eval-auc:0.70436	train-auc:0.888434
[323]	eval-auc:0.704268	train-auc:0.888725
[324]	eval-auc:0.704452	train-auc:0.889187
[325]	eval-auc:0.704715	train-auc:0.889227
[326]	eval-auc:0.704903	train-auc:0.889517
[327]	eval-auc:0.704715	train-auc:0.889879
[328]	eval-auc:0.705201	train-auc:0.89022
[329]	eval-auc:0.705183	train-auc:0.890519
[330]	eval-auc:0.705196	train-auc:0.890956
[331]	eval-auc:0.704772	train-auc:0.891367
[332]	eval-auc:0.704508	train-auc:0.891561
[333]	eval-auc:0.704368	train-auc:0.891714
[334]	eval-auc:0.704654	train-auc:0.89166
[335]	eval-auc:0.704793	train-auc:0.891758
[336]	eval-auc:0.704843	train-auc:0.892297
[337]	eval-auc:0.704636	train-auc:0.892342
[338]	eval-auc:0.704656	train-auc:0.892565
[339]	eval-auc:0.704377	train-auc:0.892732
[340]	eval-auc:0.704252	train-auc:0.893031
[341]	eval-auc:0.704488	train-auc:0.893172
[342]	eval-auc:0.704505	train-auc:0.893272
[343]	eval-auc:0.704769	train-auc:0.893372
[344]	eval-auc:0.704755	train-auc:0.893977
[345]	eval-auc:0.70474	train-auc:0.894422
[346]	eval-auc:0.704403	train-auc:0.894418
[347]	eval-auc:0.70433	train-auc:0.89462
[348]	eval-auc:0.704191	train-auc:0.894784
[349]	eval-auc:0.704342	train-auc:0.895002
[350]	eval-auc:0.704079	train-auc:0.895752
[351]	eval-auc:0.703965	train-auc:0.895728
[352]	eval-auc:0.703751	train-auc:0.896053
[353]	eval-auc:0.703567	train-auc:0.896872
[354]	eval-auc:0.70361	train-auc:0.897055
[355]	eval-auc:0.703633	train-auc:0.897387
[356]	eval-auc:0.703355	train-auc:0.897742
[357]	eval-auc:0.70308	train-auc:0.898192
[358]	eval-auc:0.702646	train-auc:0.898323
[359]	eval-auc:0.702673	train-auc:0.898508
[360]	eval-auc:0.702897	train-auc:0.898897
	Score 0.702897160399079


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 1, 'min_child_weight': 1.0, 'n_estimators': 450.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.65, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.639239	train-auc:0.642213
[2]	eval-auc:0.639239	train-auc:0.642213
[3]	eval-auc:0.639239	train-auc:0.642213
[4]	eval-auc:0.674944	train-auc:0.671188
[5]	eval-auc:0.70049	train-auc:0.698295
[6]	eval-auc:0.70049	train-auc:0.698295
[7]	eval-auc:0.702268	train-auc:0.698871
[8]	eval-auc:0.706891	train-auc:0.699809
[9]	eval-auc:0.706265	train-auc:0.699913
[10]	eval-auc:0.70559	train-auc:0.699671
[11]	eval-auc:0.705805	train-auc:0.700184
[12]	eval-auc:0.705825	train-auc:0.702969
[13]	eval-auc:0.707334	train-auc:0.702885
[14]	eval-auc:0.707971	train-auc:0.703027
[15]	eval-auc:0.707759	train-auc:0.704043
[16]	eval-auc:0.707374	train-auc:0.705235
[17]	eval-auc:0.70207	train-auc:0.702293
[18]	eval-auc:0.706567	train-auc:0.703582
[19]	eval-auc:0.706268	train-auc:0.703596
[20]	eval-auc:0.705571	train-auc:0.70296
[21]	eval-auc:0.706441	train-auc:0.704273
[22]	eval-auc:0.706986	train-auc:0.703064
[23]	eval-auc:0.703506	train-auc:0.701653
[24]	eval-auc:0.706985	train-auc:0.702749
[25]	eval-auc:0.707044	train-auc:0.703393
[26]	eval-auc:0.704846	train-auc:0.70509
[27]	eval-auc:0.704459	train-auc:0.705009
[28]	eval-auc:0.704428	train-auc:0.704832
[29]	eval-auc:0.706303	train-auc:0.706628
[30]	eval-auc:0.706321	train-auc:0.708011
[31]	eval-auc:0.706715	train-auc:0.708269
[32]	eval-auc:0.706339	train-auc:0.707646
[33]	eval-auc:0.705758	train-auc:0.709138
[34]	eval-auc:0.705328	train-auc:0.710016
[35]	eval-auc:0.70697	train-auc:0.710729
[36]	eval-auc:0.705384	train-auc:0.711613
[37]	eval-auc:0.705551	train-auc:0.711817
[38]	eval-auc:0.704568	train-auc:0.71168
[39]	eval-auc:0.704429	train-auc:0.712246
[40]	eval-auc:0.704225	train-auc:0.712011
[41]	eval-auc:0.703278	train-auc:0.712143
[42]	eval-auc:0.703007	train-auc:0.71235
[43]	eval-auc:0.702727	train-auc:0.712074
[44]	eval-auc:0.701329	train-auc:0.712898
[45]	eval-auc:0.70069	train-auc:0.713193
[46]	eval-auc:0.70075	train-auc:0.713755
[47]	eval-auc:0.701239	train-auc:0.713641
[48]	eval-auc:0.701426	train-auc:0.713741
[49]	eval-auc:0.70167	train-auc:0.714128
[50]	eval-auc:0.702198	train-auc:0.714756
[51]	eval-auc:0.701965	train-auc:0.714916
[52]	eval-auc:0.701947	train-auc:0.715155
[53]	eval-auc:0.70171	train-auc:0.715525
[54]	eval-auc:0.701931	train-auc:0.71549
[55]	eval-auc:0.701949	train-auc:0.715727
[56]	eval-auc:0.701322	train-auc:0.716006
[57]	eval-auc:0.701421	train-auc:0.715974
[58]	eval-auc:0.700497	train-auc:0.715881
[59]	eval-auc:0.699496	train-auc:0.716472
[60]	eval-auc:0.699294	train-auc:0.716762
[61]	eval-auc:0.698825	train-auc:0.716921
[62]	eval-auc:0.699171	train-auc:0.717363
[63]	eval-auc:0.699729	train-auc:0.717984
[64]	eval-auc:0.699371	train-auc:0.718614
[65]	eval-auc:0.699364	train-auc:0.718938
[66]	eval-auc:0.69959	train-auc:0.719091
[67]	eval-auc:0.699151	train-auc:0.719093
[68]	eval-auc:0.698299	train-auc:0.719224
[69]	eval-auc:0.697657	train-auc:0.719092
[70]	eval-auc:0.697394	train-auc:0.718734
[71]	eval-auc:0.697933	train-auc:0.718641
[72]	eval-auc:0.697275	train-auc:0.71883
[73]	eval-auc:0.697449	train-auc:0.719086
[74]	eval-auc:0.697804	train-auc:0.719172
[75]	eval-auc:0.698289	train-auc:0.719004
[76]	eval-auc:0.698091	train-auc:0.719219
[77]	eval-auc:0.697515	train-auc:0.719151
[78]	eval-auc:0.698378	train-auc:0.719394
[79]	eval-auc:0.697713	train-auc:0.719498
[80]	eval-auc:0.697361	train-auc:0.719798
[81]	eval-auc:0.69856	train-auc:0.719813
[82]	eval-auc:0.698459	train-auc:0.719991
[83]	eval-auc:0.697589	train-auc:0.720187
[84]	eval-auc:0.696613	train-auc:0.72029
[85]	eval-auc:0.696736	train-auc:0.720748
[86]	eval-auc:0.696525	train-auc:0.721027
[87]	eval-auc:0.695778	train-auc:0.721292
[88]	eval-auc:0.695955	train-auc:0.721551
[89]	eval-auc:0.69661	train-auc:0.721732
[90]	eval-auc:0.695728	train-auc:0.721826
[91]	eval-auc:0.694566	train-auc:0.722126
[92]	eval-auc:0.694496	train-auc:0.722152
[93]	eval-auc:0.695142	train-auc:0.7222
[94]	eval-auc:0.695374	train-auc:0.722535
[95]	eval-auc:0.69554	train-auc:0.722865
[96]	eval-auc:0.695757	train-auc:0.722953
[97]	eval-auc:0.696147	train-auc:0.72315
[98]	eval-auc:0.696856	train-auc:0.723241
[99]	eval-auc:0.697112	train-auc:0.723447
[100]	eval-auc:0.696202	train-auc:0.723452
[101]	eval-auc:0.696055	train-auc:0.723349
[102]	eval-auc:0.695745	train-auc:0.723225
[103]	eval-auc:0.695534	train-auc:0.723413
[104]	eval-auc:0.695023	train-auc:0.72371
[105]	eval-auc:0.694912	train-auc:0.7238
[106]	eval-auc:0.6947	train-auc:0.723805
[107]	eval-auc:0.695133	train-auc:0.724044
[108]	eval-auc:0.6959	train-auc:0.72433
[109]	eval-auc:0.695445	train-auc:0.724569
[110]	eval-auc:0.695025	train-auc:0.724463
[111]	eval-auc:0.695587	train-auc:0.724402
[112]	eval-auc:0.695322	train-auc:0.724375
[113]	eval-auc:0.69426	train-auc:0.724362
[114]	eval-auc:0.694508	train-auc:0.724697
[115]	eval-auc:0.694616	train-auc:0.725168
[116]	eval-auc:0.696034	train-auc:0.725387
[117]	eval-auc:0.694804	train-auc:0.725371
[118]	eval-auc:0.694741	train-auc:0.725407
[119]	eval-auc:0.694944	train-auc:0.72506
[120]	eval-auc:0.694985	train-auc:0.725052
[121]	eval-auc:0.695611	train-auc:0.725221
[122]	eval-auc:0.694667	train-auc:0.725483
[123]	eval-auc:0.695424	train-auc:0.725556
[124]	eval-auc:0.694971	train-auc:0.725212
[125]	eval-auc:0.695131	train-auc:0.72538
[126]	eval-auc:0.694572	train-auc:0.725252
[127]	eval-auc:0.695047	train-auc:0.725425
[128]	eval-auc:0.694651	train-auc:0.725647
[129]	eval-auc:0.694543	train-auc:0.725767
[130]	eval-auc:0.694805	train-auc:0.725964
[131]	eval-auc:0.694544	train-auc:0.72561
[132]	eval-auc:0.69355	train-auc:0.725665
[133]	eval-auc:0.693684	train-auc:0.725868
[134]	eval-auc:0.694042	train-auc:0.726379
[135]	eval-auc:0.693828	train-auc:0.726536
[136]	eval-auc:0.693669	train-auc:0.726491
[137]	eval-auc:0.692362	train-auc:0.726577
[138]	eval-auc:0.691707	train-auc:0.726784
[139]	eval-auc:0.690873	train-auc:0.726613
[140]	eval-auc:0.691455	train-auc:0.726978
[141]	eval-auc:0.691858	train-auc:0.727188
[142]	eval-auc:0.692248	train-auc:0.727162
[143]	eval-auc:0.692441	train-auc:0.727331
[144]	eval-auc:0.693067	train-auc:0.727468
[145]	eval-auc:0.69321	train-auc:0.727464
[146]	eval-auc:0.693487	train-auc:0.727601
[147]	eval-auc:0.693294	train-auc:0.727615
[148]	eval-auc:0.693457	train-auc:0.72786
[149]	eval-auc:0.692797	train-auc:0.72804
[150]	eval-auc:0.692738	train-auc:0.728316
[151]	eval-auc:0.693335	train-auc:0.728456
[152]	eval-auc:0.693232	train-auc:0.728436
[153]	eval-auc:0.69279	train-auc:0.728501
[154]	eval-auc:0.692712	train-auc:0.729043
[155]	eval-auc:0.692901	train-auc:0.72929
[156]	eval-auc:0.692149	train-auc:0.72917
[157]	eval-auc:0.692396	train-auc:0.729412
[158]	eval-auc:0.692859	train-auc:0.729567
[159]	eval-auc:0.693723	train-auc:0.729707
[160]	eval-auc:0.694211	train-auc:0.729905
[161]	eval-auc:0.693634	train-auc:0.730072
[162]	eval-auc:0.694272	train-auc:0.730209
[163]	eval-auc:0.693981	train-auc:0.730335
[164]	eval-auc:0.6933	train-auc:0.730793
[165]	eval-auc:0.693702	train-auc:0.730727
[166]	eval-auc:0.693393	train-auc:0.730809
[167]	eval-auc:0.692009	train-auc:0.73094
[168]	eval-auc:0.692341	train-auc:0.73127
[169]	eval-auc:0.692234	train-auc:0.730585
[170]	eval-auc:0.692559	train-auc:0.730628
[171]	eval-auc:0.69276	train-auc:0.730873
[172]	eval-auc:0.692616	train-auc:0.730964
[173]	eval-auc:0.692595	train-auc:0.731081
[174]	eval-auc:0.692997	train-auc:0.731495
[175]	eval-auc:0.692516	train-auc:0.731682
[176]	eval-auc:0.692641	train-auc:0.731897
[177]	eval-auc:0.692956	train-auc:0.732323
[178]	eval-auc:0.692623	train-auc:0.732341
[179]	eval-auc:0.692821	train-auc:0.732508
[180]	eval-auc:0.692649	train-auc:0.732495
[181]	eval-auc:0.692902	train-auc:0.732986
[182]	eval-auc:0.69274	train-auc:0.733033
[183]	eval-auc:0.691598	train-auc:0.733342
[184]	eval-auc:0.690287	train-auc:0.733447
[185]	eval-auc:0.690089	train-auc:0.734165
[186]	eval-auc:0.689712	train-auc:0.735041
[187]	eval-auc:0.690292	train-auc:0.734304
[188]	eval-auc:0.690957	train-auc:0.734374
[189]	eval-auc:0.691119	train-auc:0.734541
[190]	eval-auc:0.691413	train-auc:0.734584
[191]	eval-auc:0.691834	train-auc:0.734714
[192]	eval-auc:0.691882	train-auc:0.734833
[193]	eval-auc:0.692211	train-auc:0.735185
[194]	eval-auc:0.692046	train-auc:0.735398
[195]	eval-auc:0.692075	train-auc:0.735368
[196]	eval-auc:0.692197	train-auc:0.73487
[197]	eval-auc:0.692363	train-auc:0.734336
[198]	eval-auc:0.692437	train-auc:0.734461
[199]	eval-auc:0.693369	train-auc:0.734427
[200]	eval-auc:0.694327	train-auc:0.734747
[201]	eval-auc:0.694627	train-auc:0.734743
[202]	eval-auc:0.694749	train-auc:0.734907
[203]	eval-auc:0.694985	train-auc:0.73518
[204]	eval-auc:0.694295	train-auc:0.735299
[205]	eval-auc:0.69447	train-auc:0.735884
[206]	eval-auc:0.693761	train-auc:0.736054
[207]	eval-auc:0.693298	train-auc:0.736189
[208]	eval-auc:0.693738	train-auc:0.736241
[209]	eval-auc:0.694222	train-auc:0.736626
[210]	eval-auc:0.693595	train-auc:0.736405
[211]	eval-auc:0.693994	train-auc:0.736325
[212]	eval-auc:0.693758	train-auc:0.736478
[213]	eval-auc:0.692392	train-auc:0.736596
[214]	eval-auc:0.691962	train-auc:0.73686
[215]	eval-auc:0.692235	train-auc:0.736705
[216]	eval-auc:0.692782	train-auc:0.736865
[217]	eval-auc:0.693214	train-auc:0.737067
[218]	eval-auc:0.69358	train-auc:0.73734
[219]	eval-auc:0.694036	train-auc:0.737647
[220]	eval-auc:0.693727	train-auc:0.737846
[221]	eval-auc:0.693762	train-auc:0.737957
[222]	eval-auc:0.694848	train-auc:0.73807
[223]	eval-auc:0.694507	train-auc:0.738169
[224]	eval-auc:0.694224	train-auc:0.737917
[225]	eval-auc:0.694349	train-auc:0.73806
[226]	eval-auc:0.694501	train-auc:0.738247
[227]	eval-auc:0.693557	train-auc:0.738217
[228]	eval-auc:0.693691	train-auc:0.73833
[229]	eval-auc:0.693415	train-auc:0.738462
[230]	eval-auc:0.693019	train-auc:0.738544
[231]	eval-auc:0.692165	train-auc:0.738761
[232]	eval-auc:0.691819	train-auc:0.738966
[233]	eval-auc:0.691448	train-auc:0.739014
[234]	eval-auc:0.691696	train-auc:0.739247
[235]	eval-auc:0.691283	train-auc:0.738936
[236]	eval-auc:0.690837	train-auc:0.739104
[237]	eval-auc:0.691148	train-auc:0.738589
[238]	eval-auc:0.689491	train-auc:0.738621
[239]	eval-auc:0.689456	train-auc:0.738298
[240]	eval-auc:0.689582	train-auc:0.738512
[241]	eval-auc:0.689454	train-auc:0.738587
[242]	eval-auc:0.690692	train-auc:0.738662
[243]	eval-auc:0.690353	train-auc:0.739369
[244]	eval-auc:0.690953	train-auc:0.739241
[245]	eval-auc:0.69163	train-auc:0.739282
[246]	eval-auc:0.69195	train-auc:0.739278
[247]	eval-auc:0.692575	train-auc:0.739415
[248]	eval-auc:0.692453	train-auc:0.739909
[249]	eval-auc:0.691739	train-auc:0.740171
[250]	eval-auc:0.691589	train-auc:0.740223
[251]	eval-auc:0.692431	train-auc:0.740291
[252]	eval-auc:0.692486	train-auc:0.740769
[253]	eval-auc:0.692194	train-auc:0.740531
[254]	eval-auc:0.69275	train-auc:0.740451
[255]	eval-auc:0.692952	train-auc:0.740524
[256]	eval-auc:0.693019	train-auc:0.740417
[257]	eval-auc:0.693598	train-auc:0.740428
[258]	eval-auc:0.693602	train-auc:0.740611
[259]	eval-auc:0.694158	train-auc:0.740622
[260]	eval-auc:0.693959	train-auc:0.740589
[261]	eval-auc:0.694393	train-auc:0.739828
[262]	eval-auc:0.695832	train-auc:0.73978
[263]	eval-auc:0.695946	train-auc:0.739882
[264]	eval-auc:0.695963	train-auc:0.739975
[265]	eval-auc:0.696005	train-auc:0.740124
[266]	eval-auc:0.696419	train-auc:0.740313
[267]	eval-auc:0.696715	train-auc:0.740431
[268]	eval-auc:0.696591	train-auc:0.74068
[269]	eval-auc:0.696505	train-auc:0.74078
[270]	eval-auc:0.695865	train-auc:0.74074
[271]	eval-auc:0.69625	train-auc:0.740905
[272]	eval-auc:0.695704	train-auc:0.740898
[273]	eval-auc:0.696253	train-auc:0.740932
[274]	eval-auc:0.695824	train-auc:0.74103
[275]	eval-auc:0.695294	train-auc:0.74109
[276]	eval-auc:0.69504	train-auc:0.741279
[277]	eval-auc:0.694747	train-auc:0.741238
[278]	eval-auc:0.693774	train-auc:0.741492
[279]	eval-auc:0.693812	train-auc:0.741666
[280]	eval-auc:0.694671	train-auc:0.741661
[281]	eval-auc:0.694457	train-auc:0.74166
[282]	eval-auc:0.694049	train-auc:0.741613
[283]	eval-auc:0.694416	train-auc:0.741741
[284]	eval-auc:0.694778	train-auc:0.741911
[285]	eval-auc:0.695224	train-auc:0.74173
[286]	eval-auc:0.695153	train-auc:0.74183
[287]	eval-auc:0.695331	train-auc:0.742056
[288]	eval-auc:0.695252	train-auc:0.742158
[289]	eval-auc:0.695434	train-auc:0.742333
[290]	eval-auc:0.695676	train-auc:0.741594
[291]	eval-auc:0.69572	train-auc:0.742132
[292]	eval-auc:0.694885	train-auc:0.742115
[293]	eval-auc:0.694263	train-auc:0.742225
[294]	eval-auc:0.69474	train-auc:0.74235
[295]	eval-auc:0.694556	train-auc:0.742329
[296]	eval-auc:0.694976	train-auc:0.742306
[297]	eval-auc:0.694697	train-auc:0.742542
[298]	eval-auc:0.695218	train-auc:0.742667
[299]	eval-auc:0.695253	train-auc:0.742736
[300]	eval-auc:0.695433	train-auc:0.742643
[301]	eval-auc:0.69529	train-auc:0.742844
[302]	eval-auc:0.695538	train-auc:0.742915
[303]	eval-auc:0.695128	train-auc:0.743016
[304]	eval-auc:0.695985	train-auc:0.742952
[305]	eval-auc:0.695462	train-auc:0.743038
[306]	eval-auc:0.695883	train-auc:0.74308
[307]	eval-auc:0.695477	train-auc:0.743385
[308]	eval-auc:0.694432	train-auc:0.743576
[309]	eval-auc:0.693091	train-auc:0.743676
[310]	eval-auc:0.692629	train-auc:0.74371
[311]	eval-auc:0.692133	train-auc:0.743573
[312]	eval-auc:0.692127	train-auc:0.74351
[313]	eval-auc:0.692375	train-auc:0.744328
[314]	eval-auc:0.692322	train-auc:0.74458
[315]	eval-auc:0.691457	train-auc:0.744589
[316]	eval-auc:0.691678	train-auc:0.744514
[317]	eval-auc:0.691894	train-auc:0.744683
[318]	eval-auc:0.691632	train-auc:0.744916
[319]	eval-auc:0.69172	train-auc:0.7451
[320]	eval-auc:0.691329	train-auc:0.745124
[321]	eval-auc:0.691731	train-auc:0.745329
[322]	eval-auc:0.691562	train-auc:0.745413
[323]	eval-auc:0.691598	train-auc:0.745491
[324]	eval-auc:0.692169	train-auc:0.745548
[325]	eval-auc:0.693016	train-auc:0.745616
[326]	eval-auc:0.693074	train-auc:0.745002
[327]	eval-auc:0.69352	train-auc:0.745108
[328]	eval-auc:0.693257	train-auc:0.745003
[329]	eval-auc:0.692485	train-auc:0.744949
[330]	eval-auc:0.692678	train-auc:0.744972
[331]	eval-auc:0.692346	train-auc:0.745013
[332]	eval-auc:0.69252	train-auc:0.745337
[333]	eval-auc:0.69253	train-auc:0.745468
[334]	eval-auc:0.692756	train-auc:0.745683
[335]	eval-auc:0.692488	train-auc:0.74579
[336]	eval-auc:0.692962	train-auc:0.745855
[337]	eval-auc:0.692769	train-auc:0.74598
[338]	eval-auc:0.693103	train-auc:0.746075
[339]	eval-auc:0.693071	train-auc:0.74624
[340]	eval-auc:0.693115	train-auc:0.74699
[341]	eval-auc:0.693249	train-auc:0.746462
[342]	eval-auc:0.692789	train-auc:0.746428
[343]	eval-auc:0.693028	train-auc:0.746552
[344]	eval-auc:0.693302	train-auc:0.746648
[345]	eval-auc:0.693051	train-auc:0.746837
[346]	eval-auc:0.693235	train-auc:0.745982
[347]	eval-auc:0.692833	train-auc:0.746231
[348]	eval-auc:0.69262	train-auc:0.746414
[349]	eval-auc:0.69297	train-auc:0.747238
[350]	eval-auc:0.692541	train-auc:0.747193
[351]	eval-auc:0.693174	train-auc:0.747135
[352]	eval-auc:0.692052	train-auc:0.74707
[353]	eval-auc:0.692007	train-auc:0.746573
[354]	eval-auc:0.6923	train-auc:0.746936
[355]	eval-auc:0.692264	train-auc:0.746968
[356]	eval-auc:0.691452	train-auc:0.747191
[357]	eval-auc:0.691062	train-auc:0.748262
[358]	eval-auc:0.691017	train-auc:0.7485
[359]	eval-auc:0.690934	train-auc:0.748535
[360]	eval-auc:0.6906	train-auc:0.748516
[361]	eval-auc:0.690475	train-auc:0.748676
[362]	eval-auc:0.690657	train-auc:0.748833
[363]	eval-auc:0.69097	train-auc:0.748959
[364]	eval-auc:0.691539	train-auc:0.749161
[365]	eval-auc:0.691873	train-auc:0.749147
[366]	eval-auc:0.692329	train-auc:0.749007
[367]	eval-auc:0.691795	train-auc:0.749163
[368]	eval-auc:0.691743	train-auc:0.749256
[369]	eval-auc:0.691423	train-auc:0.749355
[370]	eval-auc:0.69193	train-auc:0.748458
[371]	eval-auc:0.692048	train-auc:0.749189
[372]	eval-auc:0.691755	train-auc:0.749387
[373]	eval-auc:0.69149	train-auc:0.749205
[374]	eval-auc:0.690942	train-auc:0.749429
[375]	eval-auc:0.691384	train-auc:0.74952
[376]	eval-auc:0.691376	train-auc:0.749526
[377]	eval-auc:0.691608	train-auc:0.749677
[378]	eval-auc:0.691976	train-auc:0.749513
[379]	eval-auc:0.691807	train-auc:0.749012
[380]	eval-auc:0.691767	train-auc:0.749228
[381]	eval-auc:0.691969	train-auc:0.749398
[382]	eval-auc:0.692034	train-auc:0.749447
[383]	eval-auc:0.692163	train-auc:0.749505
[384]	eval-auc:0.692052	train-auc:0.749264
[385]	eval-auc:0.69216	train-auc:0.750269
[386]	eval-auc:0.691731	train-auc:0.750256
[387]	eval-auc:0.691608	train-auc:0.750143
[388]	eval-auc:0.691982	train-auc:0.750444
[389]	eval-auc:0.691924	train-auc:0.75059
[390]	eval-auc:0.691174	train-auc:0.750536
[391]	eval-auc:0.691427	train-auc:0.750776
[392]	eval-auc:0.691538	train-auc:0.750936
[393]	eval-auc:0.6912	train-auc:0.750998
[394]	eval-auc:0.691818	train-auc:0.751002
[395]	eval-auc:0.691595	train-auc:0.751068
[396]	eval-auc:0.691522	train-auc:0.751288
[397]	eval-auc:0.692565	train-auc:0.751455
[398]	eval-auc:0.691726	train-auc:0.75166
[399]	eval-auc:0.692326	train-auc:0.751724
[400]	eval-auc:0.692026	train-auc:0.751747
[401]	eval-auc:0.692599	train-auc:0.751683
[402]	eval-auc:0.692674	train-auc:0.75169
[403]	eval-auc:0.692393	train-auc:0.751818
[404]	eval-auc:0.691982	train-auc:0.751328
[405]	eval-auc:0.691239	train-auc:0.751213
[406]	eval-auc:0.691108	train-auc:0.751314
[407]	eval-auc:0.691399	train-auc:0.751441
[408]	eval-auc:0.691355	train-auc:0.751618
[409]	eval-auc:0.690671	train-auc:0.751741
[410]	eval-auc:0.689832	train-auc:0.751602
[411]	eval-auc:0.688561	train-auc:0.751754
[412]	eval-auc:0.687993	train-auc:0.751625
[413]	eval-auc:0.687958	train-auc:0.75155
[414]	eval-auc:0.688186	train-auc:0.751701
[415]	eval-auc:0.689415	train-auc:0.751816
[416]	eval-auc:0.690242	train-auc:0.752083
[417]	eval-auc:0.690851	train-auc:0.752196
[418]	eval-auc:0.690251	train-auc:0.751966
[419]	eval-auc:0.689576	train-auc:0.752276
[420]	eval-auc:0.6898	train-auc:0.75231
[421]	eval-auc:0.69012	train-auc:0.752223
[422]	eval-auc:0.690082	train-auc:0.752262
[423]	eval-auc:0.690062	train-auc:0.752785
[424]	eval-auc:0.689759	train-auc:0.75288
[425]	eval-auc:0.689669	train-auc:0.753019
[426]	eval-auc:0.689855	train-auc:0.753384
[427]	eval-auc:0.690198	train-auc:0.753742
[428]	eval-auc:0.690207	train-auc:0.753656
[429]	eval-auc:0.690601	train-auc:0.75359
[430]	eval-auc:0.690484	train-auc:0.753595
[431]	eval-auc:0.691189	train-auc:0.753845
[432]	eval-auc:0.690828	train-auc:0.75375
[433]	eval-auc:0.690335	train-auc:0.753572
[434]	eval-auc:0.690531	train-auc:0.753287
[435]	eval-auc:0.691582	train-auc:0.753316
[436]	eval-auc:0.691693	train-auc:0.753574
[437]	eval-auc:0.691372	train-auc:0.753587
[438]	eval-auc:0.691618	train-auc:0.753862
[439]	eval-auc:0.691573	train-auc:0.753791
[440]	eval-auc:0.691003	train-auc:0.753673
[441]	eval-auc:0.691406	train-auc:0.753838
[442]	eval-auc:0.692447	train-auc:0.75376
[443]	eval-auc:0.69357	train-auc:0.753709
[444]	eval-auc:0.694297	train-auc:0.753925
[445]	eval-auc:0.695149	train-auc:0.753942
[446]	eval-auc:0.694642	train-auc:0.753988
[447]	eval-auc:0.694687	train-auc:0.754127
[448]	eval-auc:0.69486	train-auc:0.75424
[449]	eval-auc:0.693578	train-auc:0.754323
	Score 0.6935780067975001


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 411.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.6000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.641869	train-auc:0.693189
[1]	eval-auc:0.655617	train-auc:0.705408
[2]	eval-auc:0.674235	train-auc:0.714449
[3]	eval-auc:0.673886	train-auc:0.71848
[4]	eval-auc:0.679999	train-auc:0.729655
[5]	eval-auc:0.677894	train-auc:0.723979
[6]	eval-auc:0.681837	train-auc:0.731059
[7]	eval-auc:0.68335	train-auc:0.732487
[8]	eval-auc:0.689497	train-auc:0.737948
[9]	eval-auc:0.692521	train-auc:0.740698
[10]	eval-auc:0.697179	train-auc:0.745779
[11]	eval-auc:0.69777	train-auc:0.747013
[12]	eval-auc:0.696735	train-auc:0.748118
[13]	eval-auc:0.700095	train-auc:0.746746
[14]	eval-auc:0.700378	train-auc:0.747379
[15]	eval-auc:0.701187	train-auc:0.749657
[16]	eval-auc:0.702194	train-auc:0.751817
[17]	eval-auc:0.703337	train-auc:0.757017
[18]	eval-auc:0.702469	train-auc:0.758824
[19]	eval-auc:0.70133	train-auc:0.760543
[20]	eval-auc:0.703763	train-auc:0.761786
[21]	eval-auc:0.703177	train-auc:0.765745
[22]	eval-auc:0.705739	train-auc:0.765966
[23]	eval-auc:0.704178	train-auc:0.768823
[24]	eval-auc:0.702312	train-auc:0.772068
[25]	eval-auc:0.703755	train-auc:0.772132
[26]	eval-auc:0.70171	train-auc:0.774643
[27]	eval-auc:0.701407	train-auc:0.778937
[28]	eval-auc:0.700524	train-auc:0.779136
[29]	eval-auc:0.700022	train-auc:0.779985
[30]	eval-auc:0.700698	train-auc:0.781884
[31]	eval-auc:0.701088	train-auc:0.782717
[32]	eval-auc:0.704621	train-auc:0.785999
[33]	eval-auc:0.70239	train-auc:0.787858
[34]	eval-auc:0.703509	train-auc:0.790231
[35]	eval-auc:0.701639	train-auc:0.791534
[36]	eval-auc:0.700366	train-auc:0.792577
[37]	eval-auc:0.700411	train-auc:0.792322
[38]	eval-auc:0.699439	train-auc:0.79473
[39]	eval-auc:0.699792	train-auc:0.797732
[40]	eval-auc:0.700485	train-auc:0.798008
[41]	eval-auc:0.700237	train-auc:0.79878
[42]	eval-auc:0.701384	train-auc:0.79901
[43]	eval-auc:0.700939	train-auc:0.800408
[44]	eval-auc:0.702519	train-auc:0.801713
[45]	eval-auc:0.703413	train-auc:0.802898
[46]	eval-auc:0.703921	train-auc:0.804048
[47]	eval-auc:0.704841	train-auc:0.804373
[48]	eval-auc:0.705168	train-auc:0.803537
[49]	eval-auc:0.706221	train-auc:0.806408
[50]	eval-auc:0.706124	train-auc:0.807811
[51]	eval-auc:0.707374	train-auc:0.809002
[52]	eval-auc:0.708923	train-auc:0.811049
[53]	eval-auc:0.709989	train-auc:0.812514
[54]	eval-auc:0.71101	train-auc:0.812693
[55]	eval-auc:0.711686	train-auc:0.81396
[56]	eval-auc:0.711977	train-auc:0.8144
[57]	eval-auc:0.711662	train-auc:0.815005
[58]	eval-auc:0.712323	train-auc:0.81506
[59]	eval-auc:0.710059	train-auc:0.815812
[60]	eval-auc:0.710165	train-auc:0.818324
[61]	eval-auc:0.710624	train-auc:0.818789
[62]	eval-auc:0.709463	train-auc:0.820213
[63]	eval-auc:0.709842	train-auc:0.82139
[64]	eval-auc:0.710806	train-auc:0.822623
[65]	eval-auc:0.710505	train-auc:0.822196
[66]	eval-auc:0.711522	train-auc:0.822598
[67]	eval-auc:0.711093	train-auc:0.822493
[68]	eval-auc:0.711201	train-auc:0.823463
[69]	eval-auc:0.711131	train-auc:0.824616
[70]	eval-auc:0.711607	train-auc:0.825556
[71]	eval-auc:0.710732	train-auc:0.826694
[72]	eval-auc:0.711185	train-auc:0.827727
[73]	eval-auc:0.712145	train-auc:0.828419
[74]	eval-auc:0.713628	train-auc:0.829104
[75]	eval-auc:0.713736	train-auc:0.830001
[76]	eval-auc:0.71396	train-auc:0.830967
[77]	eval-auc:0.712786	train-auc:0.831721
[78]	eval-auc:0.712422	train-auc:0.833609
[79]	eval-auc:0.713208	train-auc:0.834951
[80]	eval-auc:0.712743	train-auc:0.836021
[81]	eval-auc:0.711705	train-auc:0.8369
[82]	eval-auc:0.710936	train-auc:0.837494
[83]	eval-auc:0.71116	train-auc:0.839011
[84]	eval-auc:0.709876	train-auc:0.839704
[85]	eval-auc:0.709398	train-auc:0.840447
[86]	eval-auc:0.709963	train-auc:0.841549
[87]	eval-auc:0.709474	train-auc:0.841506
[88]	eval-auc:0.709721	train-auc:0.842343
[89]	eval-auc:0.709019	train-auc:0.843953
[90]	eval-auc:0.707729	train-auc:0.844423
[91]	eval-auc:0.707905	train-auc:0.845341
[92]	eval-auc:0.707203	train-auc:0.846151
[93]	eval-auc:0.706657	train-auc:0.845957
[94]	eval-auc:0.708455	train-auc:0.846494
[95]	eval-auc:0.707499	train-auc:0.848201
[96]	eval-auc:0.707333	train-auc:0.848988
[97]	eval-auc:0.707805	train-auc:0.849399
[98]	eval-auc:0.708694	train-auc:0.850949
[99]	eval-auc:0.709131	train-auc:0.850996
[100]	eval-auc:0.709495	train-auc:0.851262
[101]	eval-auc:0.709909	train-auc:0.851076
[102]	eval-auc:0.710217	train-auc:0.852422
[103]	eval-auc:0.70906	train-auc:0.853344
[104]	eval-auc:0.709459	train-auc:0.853824
[105]	eval-auc:0.708326	train-auc:0.85426
[106]	eval-auc:0.706996	train-auc:0.854546
[107]	eval-auc:0.706226	train-auc:0.855494
[108]	eval-auc:0.706066	train-auc:0.855617
[109]	eval-auc:0.705545	train-auc:0.856244
[110]	eval-auc:0.70572	train-auc:0.856803
[111]	eval-auc:0.70564	train-auc:0.857963
[112]	eval-auc:0.704671	train-auc:0.859675
[113]	eval-auc:0.704858	train-auc:0.860101
[114]	eval-auc:0.705151	train-auc:0.861033
[115]	eval-auc:0.704724	train-auc:0.862388
[116]	eval-auc:0.703107	train-auc:0.863261
[117]	eval-auc:0.704015	train-auc:0.86453
[118]	eval-auc:0.703987	train-auc:0.864786
[119]	eval-auc:0.704036	train-auc:0.865753
[120]	eval-auc:0.703742	train-auc:0.866223
[121]	eval-auc:0.703691	train-auc:0.865338
[122]	eval-auc:0.703165	train-auc:0.86524
[123]	eval-auc:0.70333	train-auc:0.865368
[124]	eval-auc:0.702816	train-auc:0.865894
[125]	eval-auc:0.703415	train-auc:0.86597
[126]	eval-auc:0.703805	train-auc:0.867433
[127]	eval-auc:0.703054	train-auc:0.868518
[128]	eval-auc:0.703305	train-auc:0.8691
[129]	eval-auc:0.703828	train-auc:0.870019
[130]	eval-auc:0.703284	train-auc:0.869912
[131]	eval-auc:0.70375	train-auc:0.87
[132]	eval-auc:0.702847	train-auc:0.870038
[133]	eval-auc:0.703173	train-auc:0.871274
[134]	eval-auc:0.703488	train-auc:0.871929
[135]	eval-auc:0.703681	train-auc:0.872509
[136]	eval-auc:0.70331	train-auc:0.872988
[137]	eval-auc:0.702693	train-auc:0.87309
[138]	eval-auc:0.702911	train-auc:0.873685
[139]	eval-auc:0.703416	train-auc:0.873676
[140]	eval-auc:0.702769	train-auc:0.87368
[141]	eval-auc:0.703477	train-auc:0.87388
[142]	eval-auc:0.703257	train-auc:0.874182
[143]	eval-auc:0.702784	train-auc:0.874271
[144]	eval-auc:0.702241	train-auc:0.874454
[145]	eval-auc:0.703133	train-auc:0.875455
[146]	eval-auc:0.703313	train-auc:0.876156
[147]	eval-auc:0.703599	train-auc:0.876226
[148]	eval-auc:0.703878	train-auc:0.876753
[149]	eval-auc:0.703288	train-auc:0.876813
[150]	eval-auc:0.702842	train-auc:0.877408
[151]	eval-auc:0.702685	train-auc:0.879026
[152]	eval-auc:0.702652	train-auc:0.879658
[153]	eval-auc:0.703349	train-auc:0.879561
[154]	eval-auc:0.703588	train-auc:0.880965
[155]	eval-auc:0.703226	train-auc:0.881754
[156]	eval-auc:0.703397	train-auc:0.882289
[157]	eval-auc:0.702618	train-auc:0.882553
[158]	eval-auc:0.701594	train-auc:0.883099
[159]	eval-auc:0.701394	train-auc:0.883736
[160]	eval-auc:0.701568	train-auc:0.88488
[161]	eval-auc:0.701108	train-auc:0.885262
[162]	eval-auc:0.700816	train-auc:0.885944
[163]	eval-auc:0.699754	train-auc:0.885849
[164]	eval-auc:0.699407	train-auc:0.886414
[165]	eval-auc:0.699622	train-auc:0.886767
[166]	eval-auc:0.699594	train-auc:0.886678
[167]	eval-auc:0.699571	train-auc:0.887265
[168]	eval-auc:0.700016	train-auc:0.887332
[169]	eval-auc:0.699803	train-auc:0.887494
[170]	eval-auc:0.699441	train-auc:0.887824
[171]	eval-auc:0.69954	train-auc:0.888162
[172]	eval-auc:0.700037	train-auc:0.889296
[173]	eval-auc:0.700115	train-auc:0.889753
[174]	eval-auc:0.699978	train-auc:0.889712
[175]	eval-auc:0.699722	train-auc:0.889622
[176]	eval-auc:0.69966	train-auc:0.890445
[177]	eval-auc:0.699876	train-auc:0.890982
[178]	eval-auc:0.700991	train-auc:0.891371
[179]	eval-auc:0.70155	train-auc:0.891376
[180]	eval-auc:0.701006	train-auc:0.891755
[181]	eval-auc:0.700962	train-auc:0.891932
[182]	eval-auc:0.701076	train-auc:0.891946
[183]	eval-auc:0.70061	train-auc:0.891953
[184]	eval-auc:0.698445	train-auc:0.892247
[185]	eval-auc:0.698442	train-auc:0.892968
[186]	eval-auc:0.698259	train-auc:0.893133
[187]	eval-auc:0.69761	train-auc:0.893672
[188]	eval-auc:0.697563	train-auc:0.894325
[189]	eval-auc:0.697589	train-auc:0.895014
[190]	eval-auc:0.697382	train-auc:0.895434
[191]	eval-auc:0.697609	train-auc:0.896132
[192]	eval-auc:0.697472	train-auc:0.896025
[193]	eval-auc:0.697228	train-auc:0.896778
[194]	eval-auc:0.696585	train-auc:0.896808
[195]	eval-auc:0.696796	train-auc:0.89719
[196]	eval-auc:0.697247	train-auc:0.897449
[197]	eval-auc:0.697816	train-auc:0.897634
[198]	eval-auc:0.698192	train-auc:0.897952
[199]	eval-auc:0.698279	train-auc:0.89845
[200]	eval-auc:0.697778	train-auc:0.898122
[201]	eval-auc:0.697636	train-auc:0.898708
[202]	eval-auc:0.697396	train-auc:0.8995
[203]	eval-auc:0.698242	train-auc:0.901272
[204]	eval-auc:0.697889	train-auc:0.901275
[205]	eval-auc:0.698341	train-auc:0.901603
[206]	eval-auc:0.697939	train-auc:0.901512
[207]	eval-auc:0.697907	train-auc:0.901888
[208]	eval-auc:0.697161	train-auc:0.902412
[209]	eval-auc:0.697453	train-auc:0.90235
[210]	eval-auc:0.697106	train-auc:0.902692
[211]	eval-auc:0.697076	train-auc:0.902442
[212]	eval-auc:0.696707	train-auc:0.903122
[213]	eval-auc:0.696672	train-auc:0.903351
[214]	eval-auc:0.69687	train-auc:0.903731
[215]	eval-auc:0.697254	train-auc:0.903248
[216]	eval-auc:0.697575	train-auc:0.903312
[217]	eval-auc:0.696779	train-auc:0.903638
[218]	eval-auc:0.696168	train-auc:0.903992
[219]	eval-auc:0.69622	train-auc:0.904498
[220]	eval-auc:0.696164	train-auc:0.904605
[221]	eval-auc:0.696331	train-auc:0.904967
[222]	eval-auc:0.695667	train-auc:0.90558
[223]	eval-auc:0.696195	train-auc:0.906055
[224]	eval-auc:0.695792	train-auc:0.906506
[225]	eval-auc:0.695873	train-auc:0.906804
[226]	eval-auc:0.696089	train-auc:0.907101
[227]	eval-auc:0.69608	train-auc:0.907011
[228]	eval-auc:0.694551	train-auc:0.907299
[229]	eval-auc:0.6949	train-auc:0.908146
[230]	eval-auc:0.69516	train-auc:0.908763
[231]	eval-auc:0.693392	train-auc:0.909631
[232]	eval-auc:0.693321	train-auc:0.90973
[233]	eval-auc:0.693463	train-auc:0.910028
[234]	eval-auc:0.693107	train-auc:0.909881
[235]	eval-auc:0.692925	train-auc:0.910393
[236]	eval-auc:0.692998	train-auc:0.911268
[237]	eval-auc:0.693645	train-auc:0.911633
[238]	eval-auc:0.693817	train-auc:0.911857
[239]	eval-auc:0.693968	train-auc:0.9117
[240]	eval-auc:0.694479	train-auc:0.911986
[241]	eval-auc:0.69461	train-auc:0.912435
[242]	eval-auc:0.694553	train-auc:0.912694
[243]	eval-auc:0.695241	train-auc:0.913284
[244]	eval-auc:0.694993	train-auc:0.913846
[245]	eval-auc:0.694878	train-auc:0.91398
[246]	eval-auc:0.695245	train-auc:0.914285
[247]	eval-auc:0.695003	train-auc:0.914753
[248]	eval-auc:0.695317	train-auc:0.914691
[249]	eval-auc:0.695768	train-auc:0.91491
[250]	eval-auc:0.695842	train-auc:0.915488
[251]	eval-auc:0.695379	train-auc:0.915769
[252]	eval-auc:0.695306	train-auc:0.91617
[253]	eval-auc:0.695463	train-auc:0.916388
[254]	eval-auc:0.695242	train-auc:0.917093
[255]	eval-auc:0.694551	train-auc:0.917409
[256]	eval-auc:0.695312	train-auc:0.917082
[257]	eval-auc:0.695424	train-auc:0.917578
[258]	eval-auc:0.695367	train-auc:0.917772
[259]	eval-auc:0.695258	train-auc:0.918162
[260]	eval-auc:0.695392	train-auc:0.918213
[261]	eval-auc:0.695561	train-auc:0.918174
[262]	eval-auc:0.695751	train-auc:0.918553
[263]	eval-auc:0.695695	train-auc:0.91919
[264]	eval-auc:0.696074	train-auc:0.919104
[265]	eval-auc:0.69617	train-auc:0.920201
[266]	eval-auc:0.695787	train-auc:0.920193
[267]	eval-auc:0.696298	train-auc:0.920399
[268]	eval-auc:0.696756	train-auc:0.9206
[269]	eval-auc:0.696569	train-auc:0.920285
[270]	eval-auc:0.696547	train-auc:0.920506
[271]	eval-auc:0.696138	train-auc:0.920636
[272]	eval-auc:0.696266	train-auc:0.920963
[273]	eval-auc:0.696923	train-auc:0.921337
[274]	eval-auc:0.697281	train-auc:0.921815
[275]	eval-auc:0.69678	train-auc:0.922114
[276]	eval-auc:0.696317	train-auc:0.922474
[277]	eval-auc:0.695883	train-auc:0.922512
[278]	eval-auc:0.695925	train-auc:0.922848
[279]	eval-auc:0.695815	train-auc:0.922898
[280]	eval-auc:0.695737	train-auc:0.923176
[281]	eval-auc:0.697118	train-auc:0.923227
[282]	eval-auc:0.69707	train-auc:0.92345
[283]	eval-auc:0.696969	train-auc:0.923803
[284]	eval-auc:0.697243	train-auc:0.923759
[285]	eval-auc:0.697385	train-auc:0.923646
[286]	eval-auc:0.696721	train-auc:0.923603
[287]	eval-auc:0.696418	train-auc:0.923859
[288]	eval-auc:0.696313	train-auc:0.923759
[289]	eval-auc:0.697185	train-auc:0.923923
[290]	eval-auc:0.696272	train-auc:0.924366
[291]	eval-auc:0.696241	train-auc:0.924966
[292]	eval-auc:0.696789	train-auc:0.92494
[293]	eval-auc:0.697399	train-auc:0.925257
[294]	eval-auc:0.69749	train-auc:0.926001
[295]	eval-auc:0.697429	train-auc:0.926035
[296]	eval-auc:0.697412	train-auc:0.925994
[297]	eval-auc:0.69737	train-auc:0.926111
[298]	eval-auc:0.69728	train-auc:0.926604
[299]	eval-auc:0.697679	train-auc:0.926523
[300]	eval-auc:0.69752	train-auc:0.926379
[301]	eval-auc:0.696943	train-auc:0.926631
[302]	eval-auc:0.697284	train-auc:0.926946
[303]	eval-auc:0.697769	train-auc:0.927462
[304]	eval-auc:0.697913	train-auc:0.92795
[305]	eval-auc:0.697577	train-auc:0.927987
[306]	eval-auc:0.697644	train-auc:0.928362
[307]	eval-auc:0.698041	train-auc:0.928852
[308]	eval-auc:0.697386	train-auc:0.928456
[309]	eval-auc:0.696828	train-auc:0.92842
[310]	eval-auc:0.696349	train-auc:0.928373
[311]	eval-auc:0.695946	train-auc:0.928497
[312]	eval-auc:0.695774	train-auc:0.928611
[313]	eval-auc:0.695414	train-auc:0.929619
[314]	eval-auc:0.695314	train-auc:0.929876
[315]	eval-auc:0.695043	train-auc:0.930132
[316]	eval-auc:0.694749	train-auc:0.930649
[317]	eval-auc:0.69492	train-auc:0.930826
[318]	eval-auc:0.694953	train-auc:0.931013
[319]	eval-auc:0.695189	train-auc:0.931359
[320]	eval-auc:0.695028	train-auc:0.931649
[321]	eval-auc:0.694962	train-auc:0.931739
[322]	eval-auc:0.694973	train-auc:0.932027
[323]	eval-auc:0.694846	train-auc:0.932361
[324]	eval-auc:0.694486	train-auc:0.932592
[325]	eval-auc:0.695098	train-auc:0.932381
[326]	eval-auc:0.694836	train-auc:0.932424
[327]	eval-auc:0.694952	train-auc:0.933181
[328]	eval-auc:0.695064	train-auc:0.933596
[329]	eval-auc:0.695536	train-auc:0.934015
[330]	eval-auc:0.695295	train-auc:0.934243
[331]	eval-auc:0.694977	train-auc:0.934275
[332]	eval-auc:0.695079	train-auc:0.934396
[333]	eval-auc:0.695579	train-auc:0.934825
[334]	eval-auc:0.695499	train-auc:0.934991
[335]	eval-auc:0.695577	train-auc:0.935443
[336]	eval-auc:0.695544	train-auc:0.935686
[337]	eval-auc:0.695416	train-auc:0.936361
[338]	eval-auc:0.695628	train-auc:0.936731
[339]	eval-auc:0.695207	train-auc:0.936573
[340]	eval-auc:0.69523	train-auc:0.936492
[341]	eval-auc:0.695325	train-auc:0.936754
[342]	eval-auc:0.695341	train-auc:0.936787
[343]	eval-auc:0.6955	train-auc:0.93658
[344]	eval-auc:0.695063	train-auc:0.936841
[345]	eval-auc:0.695093	train-auc:0.936864
[346]	eval-auc:0.694834	train-auc:0.937143
[347]	eval-auc:0.69527	train-auc:0.937251
[348]	eval-auc:0.69516	train-auc:0.937507
[349]	eval-auc:0.695626	train-auc:0.937816
[350]	eval-auc:0.695417	train-auc:0.938036
[351]	eval-auc:0.695792	train-auc:0.938488
[352]	eval-auc:0.695646	train-auc:0.939236
[353]	eval-auc:0.695014	train-auc:0.939499
[354]	eval-auc:0.694569	train-auc:0.939513
[355]	eval-auc:0.694387	train-auc:0.939749
[356]	eval-auc:0.694338	train-auc:0.939788
[357]	eval-auc:0.694198	train-auc:0.940622
[358]	eval-auc:0.694151	train-auc:0.940863
[359]	eval-auc:0.69403	train-auc:0.941132
[360]	eval-auc:0.694359	train-auc:0.941169
[361]	eval-auc:0.694301	train-auc:0.941172
[362]	eval-auc:0.69328	train-auc:0.941206
[363]	eval-auc:0.693222	train-auc:0.94159
[364]	eval-auc:0.693487	train-auc:0.941645
[365]	eval-auc:0.693563	train-auc:0.941724
[366]	eval-auc:0.694141	train-auc:0.941695
[367]	eval-auc:0.694412	train-auc:0.941836
[368]	eval-auc:0.694667	train-auc:0.942238
[369]	eval-auc:0.69505	train-auc:0.942538
[370]	eval-auc:0.694367	train-auc:0.942841
[371]	eval-auc:0.694449	train-auc:0.943129
[372]	eval-auc:0.694463	train-auc:0.943391
[373]	eval-auc:0.694225	train-auc:0.943333
[374]	eval-auc:0.6943	train-auc:0.943479
[375]	eval-auc:0.694166	train-auc:0.943671
[376]	eval-auc:0.693516	train-auc:0.944116
[377]	eval-auc:0.693671	train-auc:0.944015
[378]	eval-auc:0.693682	train-auc:0.944469
[379]	eval-auc:0.694399	train-auc:0.944799
[380]	eval-auc:0.694993	train-auc:0.945132
[381]	eval-auc:0.695252	train-auc:0.945215
[382]	eval-auc:0.695116	train-auc:0.945494
[383]	eval-auc:0.695361	train-auc:0.945434
[384]	eval-auc:0.695238	train-auc:0.945151
[385]	eval-auc:0.695057	train-auc:0.945477
[386]	eval-auc:0.695308	train-auc:0.945806
[387]	eval-auc:0.695466	train-auc:0.946059
[388]	eval-auc:0.69571	train-auc:0.946335
[389]	eval-auc:0.695807	train-auc:0.946471
[390]	eval-auc:0.695483	train-auc:0.946866
[391]	eval-auc:0.695751	train-auc:0.946907
[392]	eval-auc:0.695722	train-auc:0.947017
[393]	eval-auc:0.695795	train-auc:0.946787
[394]	eval-auc:0.695747	train-auc:0.94686
[395]	eval-auc:0.695695	train-auc:0.946648
[396]	eval-auc:0.695993	train-auc:0.946732
[397]	eval-auc:0.695417	train-auc:0.94676
[398]	eval-auc:0.695137	train-auc:0.947091
[399]	eval-auc:0.695368	train-auc:0.947332
[400]	eval-auc:0.695612	train-auc:0.947121
[401]	eval-auc:0.695292	train-auc:0.947402
[402]	eval-auc:0.695115	train-auc:0.947868
[403]	eval-auc:0.695373	train-auc:0.947851
[404]	eval-auc:0.695879	train-auc:0.947758
[405]	eval-auc:0.695608	train-auc:0.94812
[406]	eval-auc:0.695571	train-auc:0.948237
[407]	eval-auc:0.695209	train-auc:0.948721
[408]	eval-auc:0.695288	train-auc:0.948756
[409]	eval-auc:0.694837	train-auc:0.948773
[410]	eval-auc:0.694597	train-auc:0.948432
	Score 0.6945967181961042


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.30000000000000004, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 11, 'min_child_weight': 1.0, 'n_estimators': 523.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.686003	train-auc:0.907943
[1]	eval-auc:0.611994	train-auc:0.957375
[2]	eval-auc:0.652941	train-auc:0.976389
[3]	eval-auc:0.644543	train-auc:0.990723
[4]	eval-auc:0.641774	train-auc:0.995069
[5]	eval-auc:0.629395	train-auc:0.997703
[6]	eval-auc:0.633201	train-auc:0.999525
[7]	eval-auc:0.648827	train-auc:0.999817
[8]	eval-auc:0.649725	train-auc:0.999924
[9]	eval-auc:0.664058	train-auc:0.999966
[10]	eval-auc:0.671686	train-auc:0.999985
[11]	eval-auc:0.670854	train-auc:0.999987
[12]	eval-auc:0.676641	train-auc:0.999989
[13]	eval-auc:0.676274	train-auc:0.999989
[14]	eval-auc:0.680323	train-auc:0.99999
[15]	eval-auc:0.682812	train-auc:0.999995
[16]	eval-auc:0.683147	train-auc:0.999994
[17]	eval-auc:0.686336	train-auc:0.999994
[18]	eval-auc:0.68749	train-auc:0.999999
[19]	eval-auc:0.686152	train-auc:0.999999
[20]	eval-auc:0.685503	train-auc:1
[21]	eval-auc:0.685297	train-auc:1
[22]	eval-auc:0.686698	train-auc:1
[23]	eval-auc:0.685354	train-auc:1
[24]	eval-auc:0.683855	train-auc:1
[25]	eval-auc:0.682963	train-auc:1
[26]	eval-auc:0.682913	train-auc:1
[27]	eval-auc:0.683647	train-auc:1
[28]	eval-auc:0.683785	train-auc:1
[29]	eval-auc:0.683164	train-auc:1
[30]	eval-auc:0.682934	train-auc:1
[31]	eval-auc:0.683496	train-auc:1
[32]	eval-auc:0.684088	train-auc:1
[33]	eval-auc:0.683994	train-auc:1
[34]	eval-auc:0.684991	train-auc:1
[35]	eval-auc:0.685466	train-auc:1
[36]	eval-auc:0.684838	train-auc:1
[37]	eval-auc:0.683872	train-auc:1
[38]	eval-auc:0.681797	train-auc:1
[39]	eval-auc:0.682168	train-auc:1
[40]	eval-auc:0.683131	train-auc:1
[41]	eval-auc:0.683458	train-auc:1
[42]	eval-auc:0.68305	train-auc:1
[43]	eval-auc:0.682582	train-auc:1
[44]	eval-auc:0.683143	train-auc:1
[45]	eval-auc:0.683345	train-auc:1
[46]	eval-auc:0.683563	train-auc:1
[47]	eval-auc:0.684184	train-auc:1
[48]	eval-auc:0.684097	train-auc:1
[49]	eval-auc:0.683581	train-auc:1
[50]	eval-auc:0.683481	train-auc:1
[51]	eval-auc:0.683414	train-auc:1
[52]	eval-auc:0.683144	train-auc:1
[53]	eval-auc:0.683068	train-auc:1
[54]	eval-auc:0.682521	train-auc:1
[55]	eval-auc:0.682992	train-auc:1
[56]	eval-auc:0.682992	train-auc:1
[57]	eval-auc:0.682622	train-auc:1
[58]	eval-auc:0.682422	train-auc:1
[59]	eval-auc:0.683583	train-auc:1
[60]	eval-auc:0.683583	train-auc:1
[61]	eval-auc:0.683571	train-auc:1
[62]	eval-auc:0.683595	train-auc:1
[63]	eval-auc:0.683595	train-auc:1
[64]	eval-auc:0.686753	train-auc:1
[65]	eval-auc:0.68707	train-auc:1
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[466]	eval-auc:0.685226	train-auc:1
[467]	eval-auc:0.685226	train-auc:1
[468]	eval-auc:0.685226	train-auc:1
[469]	eval-auc:0.685226	train-auc:1
[470]	eval-auc:0.685226	train-auc:1
[471]	eval-auc:0.685226	train-auc:1
[472]	eval-auc:0.685226	train-auc:1
[473]	eval-auc:0.685226	train-auc:1
[474]	eval-auc:0.685226	train-auc:1
[475]	eval-auc:0.685226	train-auc:1
[476]	eval-auc:0.685226	train-auc:1
[477]	eval-auc:0.685226	train-auc:1
[478]	eval-auc:0.685226	train-auc:1
[479]	eval-auc:0.685226	train-auc:1
[480]	eval-auc:0.685226	train-auc:1
[481]	eval-auc:0.685226	train-auc:1
[482]	eval-auc:0.685226	train-auc:1
[483]	eval-auc:0.685226	train-auc:1
[484]	eval-auc:0.685226	train-auc:1
[485]	eval-auc:0.685226	train-auc:1
[486]	eval-auc:0.685226	train-auc:1
[487]	eval-auc:0.685226	train-auc:1
[488]	eval-auc:0.685226	train-auc:1
[489]	eval-auc:0.685226	train-auc:1
[490]	eval-auc:0.685226	train-auc:1
[491]	eval-auc:0.685226	train-auc:1
[492]	eval-auc:0.685226	train-auc:1
[493]	eval-auc:0.685226	train-auc:1
[494]	eval-auc:0.685226	train-auc:1
[495]	eval-auc:0.685226	train-auc:1
[496]	eval-auc:0.685226	train-auc:1
[497]	eval-auc:0.685226	train-auc:1
[498]	eval-auc:0.685226	train-auc:1
[499]	eval-auc:0.685226	train-auc:1
[500]	eval-auc:0.685226	train-auc:1
[501]	eval-auc:0.685226	train-auc:1
[502]	eval-auc:0.685226	train-auc:1
[503]	eval-auc:0.685226	train-auc:1
[504]	eval-auc:0.685226	train-auc:1
[505]	eval-auc:0.685226	train-auc:1
[506]	eval-auc:0.685226	train-auc:1
[507]	eval-auc:0.685226	train-auc:1
[508]	eval-auc:0.685226	train-auc:1
[509]	eval-auc:0.685226	train-auc:1
[510]	eval-auc:0.685226	train-auc:1
[511]	eval-auc:0.685226	train-auc:1
[512]	eval-auc:0.685226	train-auc:1
[513]	eval-auc:0.685226	train-auc:1
[514]	eval-auc:0.685226	train-auc:1
[515]	eval-auc:0.685226	train-auc:1
[516]	eval-auc:0.685226	train-auc:1
[517]	eval-auc:0.685226	train-auc:1
[518]	eval-auc:0.685226	train-auc:1
[519]	eval-auc:0.685226	train-auc:1
[520]	eval-auc:0.685226	train-auc:1
[521]	eval-auc:0.685226	train-auc:1
[522]	eval-auc:0.685226	train-auc:1
	Score 0.6852257915189611


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 733.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.702331	train-auc:0.719447
[2]	eval-auc:0.705991	train-auc:0.730517
[3]	eval-auc:0.707237	train-auc:0.729054
[4]	eval-auc:0.712234	train-auc:0.737178
[5]	eval-auc:0.71137	train-auc:0.744561
[6]	eval-auc:0.710419	train-auc:0.745686
[7]	eval-auc:0.710342	train-auc:0.752548
[8]	eval-auc:0.699654	train-auc:0.756173
[9]	eval-auc:0.699321	train-auc:0.757876
[10]	eval-auc:0.699639	train-auc:0.760502
[11]	eval-auc:0.702927	train-auc:0.764161
[12]	eval-auc:0.703655	train-auc:0.76513
[13]	eval-auc:0.705703	train-auc:0.767047
[14]	eval-auc:0.703914	train-auc:0.76827
[15]	eval-auc:0.704644	train-auc:0.77183
[16]	eval-auc:0.703055	train-auc:0.770937
[17]	eval-auc:0.704766	train-auc:0.773416
[18]	eval-auc:0.706833	train-auc:0.776423
[19]	eval-auc:0.705691	train-auc:0.781041
[20]	eval-auc:0.70488	train-auc:0.783197
[21]	eval-auc:0.706457	train-auc:0.786062
[22]	eval-auc:0.705619	train-auc:0.789881
[23]	eval-auc:0.706076	train-auc:0.792877
[24]	eval-auc:0.706132	train-auc:0.794036
[25]	eval-auc:0.705068	train-auc:0.795748
[26]	eval-auc:0.704733	train-auc:0.796809
[27]	eval-auc:0.704517	train-auc:0.797748
[28]	eval-auc:0.705293	train-auc:0.797948
[29]	eval-auc:0.705433	train-auc:0.797438
[30]	eval-auc:0.70614	train-auc:0.798011
[31]	eval-auc:0.706682	train-auc:0.803638
[32]	eval-auc:0.707243	train-auc:0.803282
[33]	eval-auc:0.709472	train-auc:0.806046
[34]	eval-auc:0.709644	train-auc:0.807292
[35]	eval-auc:0.709601	train-auc:0.807528
[36]	eval-auc:0.709904	train-auc:0.808756
[37]	eval-auc:0.710072	train-auc:0.808771
[38]	eval-auc:0.709191	train-auc:0.812005
[39]	eval-auc:0.709336	train-auc:0.812057
[40]	eval-auc:0.709941	train-auc:0.813904
[41]	eval-auc:0.709708	train-auc:0.814811
[42]	eval-auc:0.709166	train-auc:0.816005
[43]	eval-auc:0.709229	train-auc:0.816263
[44]	eval-auc:0.709649	train-auc:0.818038
[45]	eval-auc:0.70966	train-auc:0.818362
[46]	eval-auc:0.709155	train-auc:0.820122
[47]	eval-auc:0.707951	train-auc:0.821773
[48]	eval-auc:0.708113	train-auc:0.82262
[49]	eval-auc:0.707524	train-auc:0.824382
[50]	eval-auc:0.70685	train-auc:0.828139
[51]	eval-auc:0.70641	train-auc:0.829665
[52]	eval-auc:0.706089	train-auc:0.831198
[53]	eval-auc:0.705362	train-auc:0.834162
[54]	eval-auc:0.705079	train-auc:0.8363
[55]	eval-auc:0.705279	train-auc:0.83723
[56]	eval-auc:0.705199	train-auc:0.839309
[57]	eval-auc:0.703548	train-auc:0.841224
[58]	eval-auc:0.703582	train-auc:0.841243
[59]	eval-auc:0.703728	train-auc:0.841942
[60]	eval-auc:0.703554	train-auc:0.843034
[61]	eval-auc:0.70438	train-auc:0.846483
[62]	eval-auc:0.704073	train-auc:0.847009
[63]	eval-auc:0.704061	train-auc:0.846703
[64]	eval-auc:0.704175	train-auc:0.846842
[65]	eval-auc:0.704524	train-auc:0.849018
[66]	eval-auc:0.705783	train-auc:0.84979
[67]	eval-auc:0.706028	train-auc:0.850234
[68]	eval-auc:0.707013	train-auc:0.85123
[69]	eval-auc:0.706666	train-auc:0.851334
[70]	eval-auc:0.706124	train-auc:0.852203
[71]	eval-auc:0.70577	train-auc:0.853552
[72]	eval-auc:0.705942	train-auc:0.85504
[73]	eval-auc:0.707338	train-auc:0.856892
[74]	eval-auc:0.707338	train-auc:0.858525
[75]	eval-auc:0.707859	train-auc:0.860377
[76]	eval-auc:0.707338	train-auc:0.861539
[77]	eval-auc:0.707768	train-auc:0.862122
[78]	eval-auc:0.707969	train-auc:0.862483
[79]	eval-auc:0.708489	train-auc:0.864693
[80]	eval-auc:0.708327	train-auc:0.865222
[81]	eval-auc:0.708973	train-auc:0.866203
[82]	eval-auc:0.709401	train-auc:0.866712
[83]	eval-auc:0.709542	train-auc:0.8674
[84]	eval-auc:0.709081	train-auc:0.869221
[85]	eval-auc:0.709716	train-auc:0.870059
[86]	eval-auc:0.709655	train-auc:0.871022
[87]	eval-auc:0.710094	train-auc:0.87285
[88]	eval-auc:0.708813	train-auc:0.874354
[89]	eval-auc:0.709046	train-auc:0.874413
[90]	eval-auc:0.710279	train-auc:0.875664
[91]	eval-auc:0.710776	train-auc:0.876874
[92]	eval-auc:0.710445	train-auc:0.877078
[93]	eval-auc:0.710384	train-auc:0.877529
[94]	eval-auc:0.710116	train-auc:0.878371
[95]	eval-auc:0.709882	train-auc:0.878888
[96]	eval-auc:0.710448	train-auc:0.879614
[97]	eval-auc:0.710622	train-auc:0.879521
[98]	eval-auc:0.710643	train-auc:0.879589
[99]	eval-auc:0.710619	train-auc:0.879883
[100]	eval-auc:0.710656	train-auc:0.87992
[101]	eval-auc:0.710656	train-auc:0.881198
[102]	eval-auc:0.710071	train-auc:0.881533
[103]	eval-auc:0.710071	train-auc:0.88233
[104]	eval-auc:0.710084	train-auc:0.882342
[105]	eval-auc:0.709593	train-auc:0.88255
[106]	eval-auc:0.710828	train-auc:0.883902
[107]	eval-auc:0.710575	train-auc:0.883907
[108]	eval-auc:0.711575	train-auc:0.884631
[109]	eval-auc:0.711825	train-auc:0.885171
[110]	eval-auc:0.711913	train-auc:0.88616
[111]	eval-auc:0.711863	train-auc:0.887482
[112]	eval-auc:0.712104	train-auc:0.887809
[113]	eval-auc:0.712748	train-auc:0.888491
[114]	eval-auc:0.711461	train-auc:0.889097
[115]	eval-auc:0.710985	train-auc:0.889615
[116]	eval-auc:0.712023	train-auc:0.890596
[117]	eval-auc:0.712195	train-auc:0.89171
[118]	eval-auc:0.71204	train-auc:0.892492
[119]	eval-auc:0.712043	train-auc:0.892504
[120]	eval-auc:0.711003	train-auc:0.893392
[121]	eval-auc:0.711175	train-auc:0.893937
[122]	eval-auc:0.711953	train-auc:0.894672
[123]	eval-auc:0.710948	train-auc:0.8951
[124]	eval-auc:0.711507	train-auc:0.896941
[125]	eval-auc:0.710657	train-auc:0.897447
[126]	eval-auc:0.711141	train-auc:0.897979
[127]	eval-auc:0.711362	train-auc:0.898485
[128]	eval-auc:0.710943	train-auc:0.898476
[129]	eval-auc:0.710649	train-auc:0.898535
[130]	eval-auc:0.710974	train-auc:0.899216
[131]	eval-auc:0.71064	train-auc:0.900083
[132]	eval-auc:0.710057	train-auc:0.900377
[133]	eval-auc:0.710619	train-auc:0.901507
[134]	eval-auc:0.710567	train-auc:0.901619
[135]	eval-auc:0.710966	train-auc:0.902266
[136]	eval-auc:0.710438	train-auc:0.902364
[137]	eval-auc:0.710075	train-auc:0.902496
[138]	eval-auc:0.709552	train-auc:0.902526
[139]	eval-auc:0.709719	train-auc:0.902762
[140]	eval-auc:0.709818	train-auc:0.903983
[141]	eval-auc:0.709718	train-auc:0.904886
[142]	eval-auc:0.709978	train-auc:0.906102
[143]	eval-auc:0.709701	train-auc:0.907079
[144]	eval-auc:0.709865	train-auc:0.907726
[145]	eval-auc:0.708997	train-auc:0.907945
[146]	eval-auc:0.709658	train-auc:0.908108
[147]	eval-auc:0.709701	train-auc:0.908552
[148]	eval-auc:0.709137	train-auc:0.909946
[149]	eval-auc:0.709635	train-auc:0.910049
[150]	eval-auc:0.709325	train-auc:0.910584
[151]	eval-auc:0.709209	train-auc:0.911913
[152]	eval-auc:0.708945	train-auc:0.912285
[153]	eval-auc:0.709293	train-auc:0.912701
[154]	eval-auc:0.709315	train-auc:0.912719
[155]	eval-auc:0.709568	train-auc:0.9129
[156]	eval-auc:0.709136	train-auc:0.912909
[157]	eval-auc:0.709591	train-auc:0.913106
[158]	eval-auc:0.708059	train-auc:0.913437
[159]	eval-auc:0.708081	train-auc:0.91344
[160]	eval-auc:0.707969	train-auc:0.913857
[161]	eval-auc:0.708148	train-auc:0.913815
[162]	eval-auc:0.707877	train-auc:0.913962
[163]	eval-auc:0.708361	train-auc:0.914636
[164]	eval-auc:0.70899	train-auc:0.915853
[165]	eval-auc:0.709194	train-auc:0.916624
[166]	eval-auc:0.708976	train-auc:0.916819
[167]	eval-auc:0.708531	train-auc:0.916804
[168]	eval-auc:0.708968	train-auc:0.917235
[169]	eval-auc:0.709408	train-auc:0.917838
[170]	eval-auc:0.7093	train-auc:0.918793
[171]	eval-auc:0.709182	train-auc:0.918775
[172]	eval-auc:0.709016	train-auc:0.918858
[173]	eval-auc:0.708931	train-auc:0.91976
[174]	eval-auc:0.708958	train-auc:0.919781
[175]	eval-auc:0.709145	train-auc:0.91986
[176]	eval-auc:0.708744	train-auc:0.919833
[177]	eval-auc:0.708105	train-auc:0.919834
[178]	eval-auc:0.708111	train-auc:0.919843
[179]	eval-auc:0.708152	train-auc:0.920036
[180]	eval-auc:0.708256	train-auc:0.920152
[181]	eval-auc:0.708388	train-auc:0.92029
[182]	eval-auc:0.708155	train-auc:0.920425
[183]	eval-auc:0.709063	train-auc:0.920934
[184]	eval-auc:0.708866	train-auc:0.921023
[185]	eval-auc:0.709386	train-auc:0.921668
[186]	eval-auc:0.709323	train-auc:0.921712
[187]	eval-auc:0.710374	train-auc:0.922157
[188]	eval-auc:0.71057	train-auc:0.922329
[189]	eval-auc:0.710881	train-auc:0.922424
[190]	eval-auc:0.710887	train-auc:0.922426
[191]	eval-auc:0.710796	train-auc:0.922678
[192]	eval-auc:0.711144	train-auc:0.923037
[193]	eval-auc:0.710916	train-auc:0.923045
[194]	eval-auc:0.710742	train-auc:0.923482
[195]	eval-auc:0.710978	train-auc:0.923917
[196]	eval-auc:0.710424	train-auc:0.924333
[197]	eval-auc:0.71041	train-auc:0.924965
[198]	eval-auc:0.709911	train-auc:0.925033
[199]	eval-auc:0.709619	train-auc:0.925027
[200]	eval-auc:0.709503	train-auc:0.925719
[201]	eval-auc:0.710188	train-auc:0.926052
[202]	eval-auc:0.710304	train-auc:0.926105
[203]	eval-auc:0.710543	train-auc:0.926202
[204]	eval-auc:0.710697	train-auc:0.926395
[205]	eval-auc:0.710704	train-auc:0.926402
[206]	eval-auc:0.710581	train-auc:0.926583
[207]	eval-auc:0.710639	train-auc:0.926623
[208]	eval-auc:0.710557	train-auc:0.927009
[209]	eval-auc:0.711161	train-auc:0.927152
[210]	eval-auc:0.711138	train-auc:0.927276
[211]	eval-auc:0.711443	train-auc:0.927514
[212]	eval-auc:0.711941	train-auc:0.927741
[213]	eval-auc:0.711753	train-auc:0.927861
[214]	eval-auc:0.712102	train-auc:0.928102
[215]	eval-auc:0.71149	train-auc:0.929
[216]	eval-auc:0.711552	train-auc:0.929346
[217]	eval-auc:0.711353	train-auc:0.929345
[218]	eval-auc:0.711431	train-auc:0.92983
[219]	eval-auc:0.710723	train-auc:0.930473
[220]	eval-auc:0.710486	train-auc:0.930375
[221]	eval-auc:0.710185	train-auc:0.930929
[222]	eval-auc:0.709893	train-auc:0.931078
[223]	eval-auc:0.709468	train-auc:0.931386
[224]	eval-auc:0.710199	train-auc:0.931763
[225]	eval-auc:0.710617	train-auc:0.932044
[226]	eval-auc:0.710325	train-auc:0.932615
[227]	eval-auc:0.710302	train-auc:0.933306
[228]	eval-auc:0.710541	train-auc:0.933723
[229]	eval-auc:0.710177	train-auc:0.933958
[230]	eval-auc:0.71047	train-auc:0.934071
[231]	eval-auc:0.710825	train-auc:0.934107
[232]	eval-auc:0.710467	train-auc:0.934158
[233]	eval-auc:0.710298	train-auc:0.934417
[234]	eval-auc:0.71006	train-auc:0.934477
[235]	eval-auc:0.710378	train-auc:0.934735
[236]	eval-auc:0.710244	train-auc:0.934806
[237]	eval-auc:0.709877	train-auc:0.935397
[238]	eval-auc:0.709513	train-auc:0.935866
[239]	eval-auc:0.709028	train-auc:0.936097
[240]	eval-auc:0.708719	train-auc:0.936278
[241]	eval-auc:0.709114	train-auc:0.936624
[242]	eval-auc:0.709099	train-auc:0.937197
[243]	eval-auc:0.709279	train-auc:0.937342
[244]	eval-auc:0.708907	train-auc:0.937444
[245]	eval-auc:0.70906	train-auc:0.937481
[246]	eval-auc:0.709821	train-auc:0.937724
[247]	eval-auc:0.709449	train-auc:0.938013
[248]	eval-auc:0.709577	train-auc:0.938256
[249]	eval-auc:0.710063	train-auc:0.938734
[250]	eval-auc:0.709839	train-auc:0.938974
[251]	eval-auc:0.709823	train-auc:0.939108
[252]	eval-auc:0.709903	train-auc:0.939321
[253]	eval-auc:0.71038	train-auc:0.939726
[254]	eval-auc:0.710244	train-auc:0.939974
[255]	eval-auc:0.710395	train-auc:0.94023
[256]	eval-auc:0.709816	train-auc:0.94073
[257]	eval-auc:0.70994	train-auc:0.940936
[258]	eval-auc:0.709891	train-auc:0.941315
[259]	eval-auc:0.709789	train-auc:0.941559
[260]	eval-auc:0.709856	train-auc:0.941818
[261]	eval-auc:0.710072	train-auc:0.941999
[262]	eval-auc:0.71029	train-auc:0.942238
[263]	eval-auc:0.710427	train-auc:0.942473
[264]	eval-auc:0.70997	train-auc:0.943006
[265]	eval-auc:0.709836	train-auc:0.943161
[266]	eval-auc:0.709972	train-auc:0.943194
[267]	eval-auc:0.709818	train-auc:0.94322
[268]	eval-auc:0.709899	train-auc:0.943385
[269]	eval-auc:0.710075	train-auc:0.943493
[270]	eval-auc:0.710278	train-auc:0.943821
[271]	eval-auc:0.710296	train-auc:0.943804
[272]	eval-auc:0.710177	train-auc:0.944271
[273]	eval-auc:0.710244	train-auc:0.944784
[274]	eval-auc:0.710209	train-auc:0.944829
[275]	eval-auc:0.7104	train-auc:0.944832
[276]	eval-auc:0.709911	train-auc:0.945176
[277]	eval-auc:0.709909	train-auc:0.945299
[278]	eval-auc:0.709839	train-auc:0.945662
[279]	eval-auc:0.709577	train-auc:0.94573
[280]	eval-auc:0.709535	train-auc:0.945816
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[618]	eval-auc:0.707242	train-auc:0.984317
[619]	eval-auc:0.707242	train-auc:0.984317
[620]	eval-auc:0.707412	train-auc:0.984345
[621]	eval-auc:0.707315	train-auc:0.984471
[622]	eval-auc:0.707315	train-auc:0.984471
[623]	eval-auc:0.70728	train-auc:0.98442
[624]	eval-auc:0.70728	train-auc:0.984525
[625]	eval-auc:0.707301	train-auc:0.984565
[626]	eval-auc:0.707432	train-auc:0.984704
[627]	eval-auc:0.707496	train-auc:0.984778
[628]	eval-auc:0.707476	train-auc:0.984798
[629]	eval-auc:0.707476	train-auc:0.984798
[630]	eval-auc:0.707476	train-auc:0.984798
[631]	eval-auc:0.707476	train-auc:0.984798
[632]	eval-auc:0.707497	train-auc:0.984798
[633]	eval-auc:0.707497	train-auc:0.984798
[634]	eval-auc:0.707497	train-auc:0.984798
[635]	eval-auc:0.707497	train-auc:0.984798
[636]	eval-auc:0.707497	train-auc:0.984798
[637]	eval-auc:0.707497	train-auc:0.984798
[638]	eval-auc:0.707497	train-auc:0.984798
[639]	eval-auc:0.707497	train-auc:0.984798
[640]	eval-auc:0.707497	train-auc:0.984798
[641]	eval-auc:0.707497	train-auc:0.984798
[642]	eval-auc:0.707497	train-auc:0.984798
[643]	eval-auc:0.707497	train-auc:0.984798
[644]	eval-auc:0.7072	train-auc:0.984882
[645]	eval-auc:0.70712	train-auc:0.984938
[646]	eval-auc:0.70712	train-auc:0.984938
[647]	eval-auc:0.70712	train-auc:0.984938
[648]	eval-auc:0.70712	train-auc:0.984938
[649]	eval-auc:0.70712	train-auc:0.984938
[650]	eval-auc:0.70712	train-auc:0.984938
[651]	eval-auc:0.70712	train-auc:0.984938
[652]	eval-auc:0.70712	train-auc:0.984938
[653]	eval-auc:0.707068	train-auc:0.984967
[654]	eval-auc:0.707068	train-auc:0.984967
[655]	eval-auc:0.707068	train-auc:0.984967
[656]	eval-auc:0.707068	train-auc:0.984967
[657]	eval-auc:0.707068	train-auc:0.984967
[658]	eval-auc:0.707068	train-auc:0.984967
[659]	eval-auc:0.707068	train-auc:0.984967
[660]	eval-auc:0.707068	train-auc:0.984967
[661]	eval-auc:0.706675	train-auc:0.985056
[662]	eval-auc:0.706675	train-auc:0.985056
[663]	eval-auc:0.706675	train-auc:0.985056
[664]	eval-auc:0.706675	train-auc:0.985056
[665]	eval-auc:0.707041	train-auc:0.985045
[666]	eval-auc:0.706334	train-auc:0.985095
[667]	eval-auc:0.706177	train-auc:0.98509
[668]	eval-auc:0.706177	train-auc:0.98509
[669]	eval-auc:0.706177	train-auc:0.98509
[670]	eval-auc:0.706177	train-auc:0.98509
[671]	eval-auc:0.706335	train-auc:0.985094
[672]	eval-auc:0.706335	train-auc:0.985094
[673]	eval-auc:0.706335	train-auc:0.985094
[674]	eval-auc:0.706335	train-auc:0.985094
[675]	eval-auc:0.706335	train-auc:0.985094
[676]	eval-auc:0.706218	train-auc:0.985096
[677]	eval-auc:0.706218	train-auc:0.985096
[678]	eval-auc:0.706346	train-auc:0.985107
[679]	eval-auc:0.706346	train-auc:0.985107
[680]	eval-auc:0.706346	train-auc:0.985107
[681]	eval-auc:0.706346	train-auc:0.985107
[682]	eval-auc:0.706346	train-auc:0.985107
[683]	eval-auc:0.706278	train-auc:0.985159
[684]	eval-auc:0.706278	train-auc:0.985159
[685]	eval-auc:0.706364	train-auc:0.985196
[686]	eval-auc:0.706364	train-auc:0.985196
[687]	eval-auc:0.706364	train-auc:0.985196
[688]	eval-auc:0.706364	train-auc:0.985196
[689]	eval-auc:0.706364	train-auc:0.985196
[690]	eval-auc:0.706055	train-auc:0.985262
[691]	eval-auc:0.706055	train-auc:0.985262
[692]	eval-auc:0.706055	train-auc:0.985262
[693]	eval-auc:0.706109	train-auc:0.985293
[694]	eval-auc:0.706109	train-auc:0.985293
[695]	eval-auc:0.706109	train-auc:0.985293
[696]	eval-auc:0.706109	train-auc:0.985293
[697]	eval-auc:0.706109	train-auc:0.985293
[698]	eval-auc:0.706109	train-auc:0.985293
[699]	eval-auc:0.705946	train-auc:0.985306
[700]	eval-auc:0.705946	train-auc:0.985306
[701]	eval-auc:0.705946	train-auc:0.985306
[702]	eval-auc:0.705946	train-auc:0.985306
[703]	eval-auc:0.70595	train-auc:0.985306
[704]	eval-auc:0.705707	train-auc:0.985461
[705]	eval-auc:0.705777	train-auc:0.985474
[706]	eval-auc:0.705806	train-auc:0.985515
[707]	eval-auc:0.705755	train-auc:0.985544
[708]	eval-auc:0.705781	train-auc:0.985546
[709]	eval-auc:0.706074	train-auc:0.985553
[710]	eval-auc:0.706074	train-auc:0.985553
[711]	eval-auc:0.706074	train-auc:0.985553
[712]	eval-auc:0.706074	train-auc:0.985553
[713]	eval-auc:0.706074	train-auc:0.985553
[714]	eval-auc:0.706074	train-auc:0.985553
[715]	eval-auc:0.706074	train-auc:0.985553
[716]	eval-auc:0.706074	train-auc:0.985553
[717]	eval-auc:0.705614	train-auc:0.985616
[718]	eval-auc:0.705614	train-auc:0.985616
[719]	eval-auc:0.705728	train-auc:0.985622
[720]	eval-auc:0.705757	train-auc:0.985712
[721]	eval-auc:0.705757	train-auc:0.985712
[722]	eval-auc:0.70581	train-auc:0.985662
[723]	eval-auc:0.705729	train-auc:0.985718
[724]	eval-auc:0.705763	train-auc:0.985799
[725]	eval-auc:0.705192	train-auc:0.985829
[726]	eval-auc:0.705189	train-auc:0.985824
[727]	eval-auc:0.705221	train-auc:0.985848
[728]	eval-auc:0.704989	train-auc:0.985921
[729]	eval-auc:0.70502	train-auc:0.98592
[730]	eval-auc:0.70502	train-auc:0.98592
[731]	eval-auc:0.705122	train-auc:0.985916
[732]	eval-auc:0.705023	train-auc:0.985946
	Score 0.7050229019722496


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 10, 'min_child_weight': 1.0, 'n_estimators': 664.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.633105	train-auc:0.820689
[1]	eval-auc:0.634215	train-auc:0.890962
[2]	eval-auc:0.622605	train-auc:0.928741
[3]	eval-auc:0.639642	train-auc:0.94715
[4]	eval-auc:0.667079	train-auc:0.959905
[5]	eval-auc:0.662057	train-auc:0.969119
[6]	eval-auc:0.665202	train-auc:0.979481
[7]	eval-auc:0.659153	train-auc:0.980507
[8]	eval-auc:0.666865	train-auc:0.988142
[9]	eval-auc:0.669236	train-auc:0.989308
[10]	eval-auc:0.667969	train-auc:0.991618
[11]	eval-auc:0.664748	train-auc:0.991854
[12]	eval-auc:0.661216	train-auc:0.99211
[13]	eval-auc:0.660561	train-auc:0.993212
[14]	eval-auc:0.658152	train-auc:0.993114
[15]	eval-auc:0.653248	train-auc:0.993439
[16]	eval-auc:0.652192	train-auc:0.993405
[17]	eval-auc:0.660469	train-auc:0.99514
[18]	eval-auc:0.659319	train-auc:0.995538
[19]	eval-auc:0.663639	train-auc:0.996147
[20]	eval-auc:0.663422	train-auc:0.996811
[21]	eval-auc:0.664035	train-auc:0.997075
[22]	eval-auc:0.666626	train-auc:0.997059
[23]	eval-auc:0.671619	train-auc:0.997257
[24]	eval-auc:0.674629	train-auc:0.997708
[25]	eval-auc:0.672875	train-auc:0.997598
[26]	eval-auc:0.674101	train-auc:0.99785
[27]	eval-auc:0.678756	train-auc:0.998221
[28]	eval-auc:0.678655	train-auc:0.998345
[29]	eval-auc:0.678978	train-auc:0.998392
[30]	eval-auc:0.679633	train-auc:0.9985
[31]	eval-auc:0.679599	train-auc:0.998594
[32]	eval-auc:0.67991	train-auc:0.998774
[33]	eval-auc:0.681168	train-auc:0.998876
[34]	eval-auc:0.680478	train-auc:0.998933
[35]	eval-auc:0.682591	train-auc:0.99903
[36]	eval-auc:0.682729	train-auc:0.998981
[37]	eval-auc:0.68263	train-auc:0.999045
[38]	eval-auc:0.682859	train-auc:0.999091
[39]	eval-auc:0.681306	train-auc:0.999114
[40]	eval-auc:0.680487	train-auc:0.999135
[41]	eval-auc:0.679502	train-auc:0.999191
[42]	eval-auc:0.679055	train-auc:0.999287
[43]	eval-auc:0.680603	train-auc:0.999283
[44]	eval-auc:0.682652	train-auc:0.999276
[45]	eval-auc:0.682113	train-auc:0.999311
[46]	eval-auc:0.683564	train-auc:0.999413
[47]	eval-auc:0.683322	train-auc:0.999407
[48]	eval-auc:0.683254	train-auc:0.999442
[49]	eval-auc:0.682484	train-auc:0.999501
[50]	eval-auc:0.680718	train-auc:0.999509
[51]	eval-auc:0.679334	train-auc:0.99956
[52]	eval-auc:0.678619	train-auc:0.999568
[53]	eval-auc:0.676887	train-auc:0.999614
[54]	eval-auc:0.677906	train-auc:0.999616
[55]	eval-auc:0.676115	train-auc:0.999627
[56]	eval-auc:0.675581	train-auc:0.999636
[57]	eval-auc:0.674309	train-auc:0.999664
[58]	eval-auc:0.673944	train-auc:0.999678
[59]	eval-auc:0.67621	train-auc:0.999691
[60]	eval-auc:0.678319	train-auc:0.999702
[61]	eval-auc:0.678472	train-auc:0.9997
[62]	eval-auc:0.678523	train-auc:0.999712
[63]	eval-auc:0.680257	train-auc:0.999757
[64]	eval-auc:0.678696	train-auc:0.99977
[65]	eval-auc:0.680365	train-auc:0.999773
[66]	eval-auc:0.68037	train-auc:0.999778
[67]	eval-auc:0.679843	train-auc:0.999776
[68]	eval-auc:0.679216	train-auc:0.999783
[69]	eval-auc:0.679132	train-auc:0.999781
[70]	eval-auc:0.680074	train-auc:0.999787
[71]	eval-auc:0.679989	train-auc:0.999802
[72]	eval-auc:0.679401	train-auc:0.999812
[73]	eval-auc:0.678951	train-auc:0.999823
[74]	eval-auc:0.678168	train-auc:0.99982
[75]	eval-auc:0.678317	train-auc:0.999827
[76]	eval-auc:0.678141	train-auc:0.999845
[77]	eval-auc:0.67804	train-auc:0.99985
[78]	eval-auc:0.678186	train-auc:0.999857
[79]	eval-auc:0.678721	train-auc:0.999857
[80]	eval-auc:0.680045	train-auc:0.99987
[81]	eval-auc:0.680406	train-auc:0.999875
[82]	eval-auc:0.680438	train-auc:0.99988
[83]	eval-auc:0.680621	train-auc:0.999879
[84]	eval-auc:0.68197	train-auc:0.999888
[85]	eval-auc:0.681443	train-auc:0.999894
[86]	eval-auc:0.681326	train-auc:0.999902
[87]	eval-auc:0.68246	train-auc:0.999912
[88]	eval-auc:0.682415	train-auc:0.999916
[89]	eval-auc:0.682089	train-auc:0.999919
[90]	eval-auc:0.681848	train-auc:0.99992
[91]	eval-auc:0.681771	train-auc:0.999922
[92]	eval-auc:0.681405	train-auc:0.999924
[93]	eval-auc:0.682019	train-auc:0.999928
[94]	eval-auc:0.681827	train-auc:0.999929
[95]	eval-auc:0.682643	train-auc:0.999933
[96]	eval-auc:0.682256	train-auc:0.999939
[97]	eval-auc:0.681701	train-auc:0.999936
[98]	eval-auc:0.681329	train-auc:0.999938
[99]	eval-auc:0.681428	train-auc:0.999941
[100]	eval-auc:0.682593	train-auc:0.999944
[101]	eval-auc:0.682896	train-auc:0.999952
[102]	eval-auc:0.683293	train-auc:0.999959
[103]	eval-auc:0.68444	train-auc:0.999961
[104]	eval-auc:0.684513	train-auc:0.999963
[105]	eval-auc:0.684978	train-auc:0.999968
[106]	eval-auc:0.685379	train-auc:0.99997
[107]	eval-auc:0.685383	train-auc:0.999971
[108]	eval-auc:0.685136	train-auc:0.999969
[109]	eval-auc:0.685978	train-auc:0.999972
[110]	eval-auc:0.686185	train-auc:0.999975
[111]	eval-auc:0.685812	train-auc:0.999976
[112]	eval-auc:0.685512	train-auc:0.999977
[113]	eval-auc:0.685667	train-auc:0.999978
[114]	eval-auc:0.685771	train-auc:0.999978
[115]	eval-auc:0.685722	train-auc:0.99998
[116]	eval-auc:0.686383	train-auc:0.99998
[117]	eval-auc:0.686177	train-auc:0.99998
[118]	eval-auc:0.686482	train-auc:0.999979
[119]	eval-auc:0.686244	train-auc:0.999982
[120]	eval-auc:0.685864	train-auc:0.999983
[121]	eval-auc:0.686409	train-auc:0.999984
[122]	eval-auc:0.686873	train-auc:0.999985
[123]	eval-auc:0.686537	train-auc:0.999987
[124]	eval-auc:0.68656	train-auc:0.999987
[125]	eval-auc:0.686608	train-auc:0.999988
[126]	eval-auc:0.686915	train-auc:0.999989
[127]	eval-auc:0.686792	train-auc:0.999991
[128]	eval-auc:0.687554	train-auc:0.999991
[129]	eval-auc:0.687818	train-auc:0.999991
[130]	eval-auc:0.688009	train-auc:0.999993
[131]	eval-auc:0.688273	train-auc:0.999993
[132]	eval-auc:0.688559	train-auc:0.999992
[133]	eval-auc:0.688352	train-auc:0.999992
[134]	eval-auc:0.688349	train-auc:0.999994
[135]	eval-auc:0.688352	train-auc:0.999994
[136]	eval-auc:0.688286	train-auc:0.999994
[137]	eval-auc:0.688719	train-auc:0.999994
[138]	eval-auc:0.688286	train-auc:0.999995
[139]	eval-auc:0.688565	train-auc:0.999995
[140]	eval-auc:0.688558	train-auc:0.999996
[141]	eval-auc:0.688815	train-auc:0.999995
[142]	eval-auc:0.688328	train-auc:0.999995
[143]	eval-auc:0.688055	train-auc:0.999996
[144]	eval-auc:0.688325	train-auc:0.999996
[145]	eval-auc:0.68816	train-auc:0.999996
[146]	eval-auc:0.688172	train-auc:0.999996
[147]	eval-auc:0.688232	train-auc:0.999996
[148]	eval-auc:0.687719	train-auc:0.999996
[149]	eval-auc:0.688107	train-auc:0.999996
[150]	eval-auc:0.688385	train-auc:0.999996
[151]	eval-auc:0.688174	train-auc:0.999997
[152]	eval-auc:0.688308	train-auc:0.999997
[153]	eval-auc:0.688498	train-auc:0.999997
[154]	eval-auc:0.688562	train-auc:0.999997
[155]	eval-auc:0.688512	train-auc:0.999996
[156]	eval-auc:0.688628	train-auc:0.999995
[157]	eval-auc:0.688641	train-auc:0.999996
[158]	eval-auc:0.68839	train-auc:0.999996
[159]	eval-auc:0.68887	train-auc:0.999995
[160]	eval-auc:0.688833	train-auc:0.999994
[161]	eval-auc:0.688886	train-auc:0.999995
[162]	eval-auc:0.68887	train-auc:0.999996
[163]	eval-auc:0.688571	train-auc:0.999996
[164]	eval-auc:0.688535	train-auc:0.999996
[165]	eval-auc:0.689124	train-auc:0.999996
[166]	eval-auc:0.689132	train-auc:0.999998
[167]	eval-auc:0.689337	train-auc:0.999998
[168]	eval-auc:0.689255	train-auc:0.999998
[169]	eval-auc:0.689154	train-auc:0.999998
[170]	eval-auc:0.689048	train-auc:0.999998
[171]	eval-auc:0.68911	train-auc:0.999998
[172]	eval-auc:0.689157	train-auc:0.999998
[173]	eval-auc:0.689139	train-auc:0.999998
[174]	eval-auc:0.689167	train-auc:0.999999
[175]	eval-auc:0.689025	train-auc:0.999999
[176]	eval-auc:0.689052	train-auc:0.999999
[177]	eval-auc:0.68887	train-auc:0.999999
[178]	eval-auc:0.68867	train-auc:0.999999
[179]	eval-auc:0.688742	train-auc:0.999999
[180]	eval-auc:0.688635	train-auc:0.999999
[181]	eval-auc:0.688719	train-auc:0.999999
[182]	eval-auc:0.688733	train-auc:0.999999
[183]	eval-auc:0.688841	train-auc:0.999999
[184]	eval-auc:0.688636	train-auc:0.999999
[185]	eval-auc:0.688478	train-auc:0.999999
[186]	eval-auc:0.688524	train-auc:0.999999
[187]	eval-auc:0.688532	train-auc:0.999999
[188]	eval-auc:0.688407	train-auc:0.999999
[189]	eval-auc:0.688198	train-auc:0.999999
[190]	eval-auc:0.688704	train-auc:0.999999
[191]	eval-auc:0.688509	train-auc:0.999999
[192]	eval-auc:0.688168	train-auc:0.999999
[193]	eval-auc:0.688077	train-auc:0.999999
[194]	eval-auc:0.688593	train-auc:0.999999
[195]	eval-auc:0.688603	train-auc:0.999999
[196]	eval-auc:0.688929	train-auc:0.999999
[197]	eval-auc:0.689007	train-auc:0.999999
[198]	eval-auc:0.68876	train-auc:0.999999
[199]	eval-auc:0.688739	train-auc:0.999999
[200]	eval-auc:0.689014	train-auc:0.999999
[201]	eval-auc:0.689056	train-auc:0.999999
[202]	eval-auc:0.688918	train-auc:0.999999
[203]	eval-auc:0.689454	train-auc:0.999999
[204]	eval-auc:0.689157	train-auc:0.999999
[205]	eval-auc:0.689253	train-auc:0.999999
[206]	eval-auc:0.689049	train-auc:0.999999
[207]	eval-auc:0.689022	train-auc:0.999999
[208]	eval-auc:0.688953	train-auc:0.999999
[209]	eval-auc:0.68902	train-auc:0.999999
[210]	eval-auc:0.68934	train-auc:0.999999
[211]	eval-auc:0.68931	train-auc:0.999999
[212]	eval-auc:0.689275	train-auc:0.999999
[213]	eval-auc:0.689639	train-auc:0.999999
[214]	eval-auc:0.689805	train-auc:0.999999
[215]	eval-auc:0.689724	train-auc:0.999999
[216]	eval-auc:0.68952	train-auc:0.999999
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[613]	eval-auc:0.6935	train-auc:1
[614]	eval-auc:0.693382	train-auc:1
[615]	eval-auc:0.693398	train-auc:1
[616]	eval-auc:0.693411	train-auc:1
[617]	eval-auc:0.693458	train-auc:1
[618]	eval-auc:0.693369	train-auc:1
[619]	eval-auc:0.69313	train-auc:1
[620]	eval-auc:0.693152	train-auc:1
[621]	eval-auc:0.693173	train-auc:1
[622]	eval-auc:0.693159	train-auc:1
[623]	eval-auc:0.693336	train-auc:1
[624]	eval-auc:0.69331	train-auc:1
[625]	eval-auc:0.693414	train-auc:1
[626]	eval-auc:0.693529	train-auc:1
[627]	eval-auc:0.693545	train-auc:1
[628]	eval-auc:0.693602	train-auc:1
[629]	eval-auc:0.693605	train-auc:1
[630]	eval-auc:0.693541	train-auc:1
[631]	eval-auc:0.693608	train-auc:1
[632]	eval-auc:0.693569	train-auc:1
[633]	eval-auc:0.693516	train-auc:1
[634]	eval-auc:0.693572	train-auc:1
[635]	eval-auc:0.693581	train-auc:1
[636]	eval-auc:0.693486	train-auc:1
[637]	eval-auc:0.693499	train-auc:1
[638]	eval-auc:0.693575	train-auc:1
[639]	eval-auc:0.693391	train-auc:1
[640]	eval-auc:0.69333	train-auc:1
[641]	eval-auc:0.693362	train-auc:1
[642]	eval-auc:0.693339	train-auc:1
[643]	eval-auc:0.693441	train-auc:1
[644]	eval-auc:0.69348	train-auc:1
[645]	eval-auc:0.693408	train-auc:1
[646]	eval-auc:0.693457	train-auc:1
[647]	eval-auc:0.693461	train-auc:1
[648]	eval-auc:0.693409	train-auc:1
[649]	eval-auc:0.693336	train-auc:1
[650]	eval-auc:0.69315	train-auc:1
[651]	eval-auc:0.69322	train-auc:1
[652]	eval-auc:0.69322	train-auc:1
[653]	eval-auc:0.693385	train-auc:1
[654]	eval-auc:0.693369	train-auc:1
[655]	eval-auc:0.693386	train-auc:1
[656]	eval-auc:0.69333	train-auc:1
[657]	eval-auc:0.693334	train-auc:1
[658]	eval-auc:0.693404	train-auc:1
[659]	eval-auc:0.693424	train-auc:1
[660]	eval-auc:0.69343	train-auc:1
[661]	eval-auc:0.693453	train-auc:1
[662]	eval-auc:0.693287	train-auc:1
[663]	eval-auc:0.693275	train-auc:1
	Score 0.6932749820316974


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 8, 'min_child_weight': 1.0, 'n_estimators': 432.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702615	train-auc:0.824663
[1]	eval-auc:0.660246	train-auc:0.873279
[2]	eval-auc:0.684534	train-auc:0.898698
[3]	eval-auc:0.669413	train-auc:0.91644
[4]	eval-auc:0.660187	train-auc:0.920521
[5]	eval-auc:0.664957	train-auc:0.94354
[6]	eval-auc:0.676959	train-auc:0.956807
[7]	eval-auc:0.683983	train-auc:0.965684
[8]	eval-auc:0.680326	train-auc:0.971121
[9]	eval-auc:0.686154	train-auc:0.975267
[10]	eval-auc:0.689293	train-auc:0.978622
[11]	eval-auc:0.687466	train-auc:0.979368
[12]	eval-auc:0.688788	train-auc:0.980558
[13]	eval-auc:0.687771	train-auc:0.98243
[14]	eval-auc:0.689783	train-auc:0.983763
[15]	eval-auc:0.689616	train-auc:0.984753
[16]	eval-auc:0.687567	train-auc:0.986936
[17]	eval-auc:0.687913	train-auc:0.989271
[18]	eval-auc:0.688105	train-auc:0.990034
[19]	eval-auc:0.689106	train-auc:0.990458
[20]	eval-auc:0.687648	train-auc:0.991625
[21]	eval-auc:0.688385	train-auc:0.992604
[22]	eval-auc:0.686401	train-auc:0.99341
[23]	eval-auc:0.685291	train-auc:0.994045
[24]	eval-auc:0.686533	train-auc:0.994401
[25]	eval-auc:0.685572	train-auc:0.995267
[26]	eval-auc:0.686883	train-auc:0.995584
[27]	eval-auc:0.686271	train-auc:0.995768
[28]	eval-auc:0.686055	train-auc:0.995987
[29]	eval-auc:0.685569	train-auc:0.996038
[30]	eval-auc:0.686953	train-auc:0.99614
[31]	eval-auc:0.686343	train-auc:0.996206
[32]	eval-auc:0.686292	train-auc:0.996259
[33]	eval-auc:0.685364	train-auc:0.996815
[34]	eval-auc:0.686059	train-auc:0.996836
[35]	eval-auc:0.686669	train-auc:0.997134
[36]	eval-auc:0.686915	train-auc:0.997146
[37]	eval-auc:0.687016	train-auc:0.99715
[38]	eval-auc:0.687103	train-auc:0.997152
[39]	eval-auc:0.687095	train-auc:0.997169
[40]	eval-auc:0.687562	train-auc:0.997496
[41]	eval-auc:0.688022	train-auc:0.997732
[42]	eval-auc:0.688199	train-auc:0.997736
[43]	eval-auc:0.688732	train-auc:0.99779
[44]	eval-auc:0.689749	train-auc:0.998147
[45]	eval-auc:0.688942	train-auc:0.998575
[46]	eval-auc:0.689339	train-auc:0.998585
[47]	eval-auc:0.689528	train-auc:0.998652
[48]	eval-auc:0.690047	train-auc:0.998991
[49]	eval-auc:0.690507	train-auc:0.99901
[50]	eval-auc:0.688937	train-auc:0.999122
[51]	eval-auc:0.687891	train-auc:0.999209
[52]	eval-auc:0.687332	train-auc:0.99942
[53]	eval-auc:0.686544	train-auc:0.99944
[54]	eval-auc:0.685635	train-auc:0.999531
[55]	eval-auc:0.68564	train-auc:0.99954
[56]	eval-auc:0.685716	train-auc:0.999561
[57]	eval-auc:0.68582	train-auc:0.999565
[58]	eval-auc:0.685421	train-auc:0.999587
[59]	eval-auc:0.68471	train-auc:0.999635
[60]	eval-auc:0.685125	train-auc:0.999684
[61]	eval-auc:0.683913	train-auc:0.999755
[62]	eval-auc:0.684309	train-auc:0.999786
[63]	eval-auc:0.683855	train-auc:0.999788
[64]	eval-auc:0.684193	train-auc:0.999806
[65]	eval-auc:0.684329	train-auc:0.99981
[66]	eval-auc:0.685273	train-auc:0.999853
[67]	eval-auc:0.684338	train-auc:0.999853
[68]	eval-auc:0.684932	train-auc:0.999855
[69]	eval-auc:0.685638	train-auc:0.999856
[70]	eval-auc:0.685518	train-auc:0.999868
[71]	eval-auc:0.685876	train-auc:0.999874
[72]	eval-auc:0.686546	train-auc:0.999875
[73]	eval-auc:0.685104	train-auc:0.999913
[74]	eval-auc:0.683514	train-auc:0.999925
[75]	eval-auc:0.683001	train-auc:0.999932
[76]	eval-auc:0.683636	train-auc:0.999947
[77]	eval-auc:0.68416	train-auc:0.999949
[78]	eval-auc:0.683896	train-auc:0.999953
[79]	eval-auc:0.683935	train-auc:0.999953
[80]	eval-auc:0.68402	train-auc:0.999954
[81]	eval-auc:0.683368	train-auc:0.999954
[82]	eval-auc:0.683439	train-auc:0.999956
[83]	eval-auc:0.683931	train-auc:0.999952
[84]	eval-auc:0.683787	train-auc:0.999952
[85]	eval-auc:0.683906	train-auc:0.999953
[86]	eval-auc:0.683854	train-auc:0.999954
[87]	eval-auc:0.683729	train-auc:0.999954
[88]	eval-auc:0.683429	train-auc:0.999961
[89]	eval-auc:0.682834	train-auc:0.999962
[90]	eval-auc:0.683161	train-auc:0.999962
[91]	eval-auc:0.683743	train-auc:0.999967
[92]	eval-auc:0.68361	train-auc:0.999971
[93]	eval-auc:0.682802	train-auc:0.999972
[94]	eval-auc:0.682779	train-auc:0.999972
[95]	eval-auc:0.68338	train-auc:0.999976
[96]	eval-auc:0.682992	train-auc:0.999977
[97]	eval-auc:0.683164	train-auc:0.999979
[98]	eval-auc:0.682744	train-auc:0.999979
[99]	eval-auc:0.682733	train-auc:0.999981
[100]	eval-auc:0.682916	train-auc:0.999988
[101]	eval-auc:0.683333	train-auc:0.999987
[102]	eval-auc:0.6827	train-auc:0.999989
[103]	eval-auc:0.68277	train-auc:0.999989
[104]	eval-auc:0.682419	train-auc:0.999987
[105]	eval-auc:0.682926	train-auc:0.999987
[106]	eval-auc:0.683251	train-auc:0.999992
[107]	eval-auc:0.682649	train-auc:0.999994
[108]	eval-auc:0.683673	train-auc:0.999994
[109]	eval-auc:0.684236	train-auc:0.999994
[110]	eval-auc:0.684131	train-auc:0.999994
[111]	eval-auc:0.684222	train-auc:0.999994
[112]	eval-auc:0.684279	train-auc:0.999994
[113]	eval-auc:0.68382	train-auc:0.999994
[114]	eval-auc:0.684556	train-auc:0.999994
[115]	eval-auc:0.684122	train-auc:0.999995
[116]	eval-auc:0.684271	train-auc:0.999996
[117]	eval-auc:0.684323	train-auc:0.999995
[118]	eval-auc:0.684283	train-auc:0.999996
[119]	eval-auc:0.683709	train-auc:0.999996
[120]	eval-auc:0.683832	train-auc:0.999996
[121]	eval-auc:0.683621	train-auc:0.999996
[122]	eval-auc:0.683228	train-auc:0.999996
[123]	eval-auc:0.682911	train-auc:0.999996
[124]	eval-auc:0.682716	train-auc:0.999996
[125]	eval-auc:0.682992	train-auc:0.999996
[126]	eval-auc:0.682913	train-auc:0.999997
[127]	eval-auc:0.682958	train-auc:0.999997
[128]	eval-auc:0.682633	train-auc:0.999997
[129]	eval-auc:0.68269	train-auc:0.999997
[130]	eval-auc:0.681775	train-auc:0.999997
[131]	eval-auc:0.681707	train-auc:0.999997
[132]	eval-auc:0.681273	train-auc:0.999997
[133]	eval-auc:0.682587	train-auc:0.999998
[134]	eval-auc:0.682121	train-auc:0.999998
[135]	eval-auc:0.682785	train-auc:1
[136]	eval-auc:0.682467	train-auc:1
[137]	eval-auc:0.68208	train-auc:1
[138]	eval-auc:0.680711	train-auc:1
[139]	eval-auc:0.68046	train-auc:1
[140]	eval-auc:0.681069	train-auc:1
[141]	eval-auc:0.680986	train-auc:1
[142]	eval-auc:0.680932	train-auc:1
[143]	eval-auc:0.680967	train-auc:1
[144]	eval-auc:0.681028	train-auc:1
[145]	eval-auc:0.681396	train-auc:1
[146]	eval-auc:0.681353	train-auc:1
[147]	eval-auc:0.681617	train-auc:1
[148]	eval-auc:0.682639	train-auc:1
[149]	eval-auc:0.683472	train-auc:1
[150]	eval-auc:0.683618	train-auc:1
[151]	eval-auc:0.683659	train-auc:1
[152]	eval-auc:0.684318	train-auc:1
[153]	eval-auc:0.684463	train-auc:1
[154]	eval-auc:0.684638	train-auc:1
[155]	eval-auc:0.684312	train-auc:1
[156]	eval-auc:0.684227	train-auc:1
[157]	eval-auc:0.684271	train-auc:1
[158]	eval-auc:0.683995	train-auc:1
[159]	eval-auc:0.68403	train-auc:1
[160]	eval-auc:0.684484	train-auc:1
[161]	eval-auc:0.684472	train-auc:1
[162]	eval-auc:0.684705	train-auc:1
[163]	eval-auc:0.684615	train-auc:1
[164]	eval-auc:0.684809	train-auc:1
[165]	eval-auc:0.684737	train-auc:1
[166]	eval-auc:0.684923	train-auc:1
[167]	eval-auc:0.685635	train-auc:1
[168]	eval-auc:0.686019	train-auc:1
[169]	eval-auc:0.686394	train-auc:1
[170]	eval-auc:0.68629	train-auc:1
[171]	eval-auc:0.686567	train-auc:1
[172]	eval-auc:0.686439	train-auc:1
[173]	eval-auc:0.686615	train-auc:1
[174]	eval-auc:0.68626	train-auc:1
[175]	eval-auc:0.68626	train-auc:1
[176]	eval-auc:0.68626	train-auc:1
[177]	eval-auc:0.686353	train-auc:1
[178]	eval-auc:0.686464	train-auc:1
[179]	eval-auc:0.686464	train-auc:1
[180]	eval-auc:0.686464	train-auc:1
[181]	eval-auc:0.685804	train-auc:1
[182]	eval-auc:0.686284	train-auc:1
[183]	eval-auc:0.686284	train-auc:1
[184]	eval-auc:0.686284	train-auc:1
[185]	eval-auc:0.686692	train-auc:1
[186]	eval-auc:0.686692	train-auc:1
[187]	eval-auc:0.686723	train-auc:1
[188]	eval-auc:0.68628	train-auc:1
[189]	eval-auc:0.686231	train-auc:1
[190]	eval-auc:0.686231	train-auc:1
[191]	eval-auc:0.686231	train-auc:1
[192]	eval-auc:0.686231	train-auc:1
[193]	eval-auc:0.686231	train-auc:1
[194]	eval-auc:0.685902	train-auc:1
[195]	eval-auc:0.685902	train-auc:1
[196]	eval-auc:0.685902	train-auc:1
[197]	eval-auc:0.685902	train-auc:1
[198]	eval-auc:0.685902	train-auc:1
[199]	eval-auc:0.685902	train-auc:1
[200]	eval-auc:0.685902	train-auc:1
[201]	eval-auc:0.685902	train-auc:1
[202]	eval-auc:0.685389	train-auc:1
[203]	eval-auc:0.685389	train-auc:1
[204]	eval-auc:0.685389	train-auc:1
[205]	eval-auc:0.685389	train-auc:1
[206]	eval-auc:0.685389	train-auc:1
[207]	eval-auc:0.685389	train-auc:1
[208]	eval-auc:0.685389	train-auc:1
[209]	eval-auc:0.685389	train-auc:1
[210]	eval-auc:0.685109	train-auc:1
[211]	eval-auc:0.684987	train-auc:1
[212]	eval-auc:0.684987	train-auc:1
[213]	eval-auc:0.684987	train-auc:1
[214]	eval-auc:0.684987	train-auc:1
[215]	eval-auc:0.684987	train-auc:1
[216]	eval-auc:0.684987	train-auc:1
[217]	eval-auc:0.684987	train-auc:1
[218]	eval-auc:0.684987	train-auc:1
[219]	eval-auc:0.684987	train-auc:1
[220]	eval-auc:0.684987	train-auc:1
[221]	eval-auc:0.684987	train-auc:1
[222]	eval-auc:0.685037	train-auc:1
[223]	eval-auc:0.685037	train-auc:1
[224]	eval-auc:0.685037	train-auc:1
[225]	eval-auc:0.685037	train-auc:1
[226]	eval-auc:0.685037	train-auc:1
[227]	eval-auc:0.685037	train-auc:1
[228]	eval-auc:0.685037	train-auc:1
[229]	eval-auc:0.685037	train-auc:1
[230]	eval-auc:0.685037	train-auc:1
[231]	eval-auc:0.685037	train-auc:1
[232]	eval-auc:0.685037	train-auc:1
[233]	eval-auc:0.685037	train-auc:1
[234]	eval-auc:0.685037	train-auc:1
[235]	eval-auc:0.685037	train-auc:1
[236]	eval-auc:0.685037	train-auc:1
[237]	eval-auc:0.685037	train-auc:1
[238]	eval-auc:0.685037	train-auc:1
[239]	eval-auc:0.685037	train-auc:1
[240]	eval-auc:0.685037	train-auc:1
[241]	eval-auc:0.685037	train-auc:1
[242]	eval-auc:0.685037	train-auc:1
[243]	eval-auc:0.685037	train-auc:1
[244]	eval-auc:0.685037	train-auc:1
[245]	eval-auc:0.685037	train-auc:1
[246]	eval-auc:0.685037	train-auc:1
[247]	eval-auc:0.685037	train-auc:1
[248]	eval-auc:0.685037	train-auc:1
[249]	eval-auc:0.685037	train-auc:1
[250]	eval-auc:0.685037	train-auc:1
[251]	eval-auc:0.685037	train-auc:1
[252]	eval-auc:0.685037	train-auc:1
[253]	eval-auc:0.685037	train-auc:1
[254]	eval-auc:0.685037	train-auc:1
[255]	eval-auc:0.685037	train-auc:1
[256]	eval-auc:0.685037	train-auc:1
[257]	eval-auc:0.685037	train-auc:1
[258]	eval-auc:0.685037	train-auc:1
[259]	eval-auc:0.685037	train-auc:1
[260]	eval-auc:0.685037	train-auc:1
[261]	eval-auc:0.685037	train-auc:1
[262]	eval-auc:0.685037	train-auc:1
[263]	eval-auc:0.685037	train-auc:1
[264]	eval-auc:0.685037	train-auc:1
[265]	eval-auc:0.685037	train-auc:1
[266]	eval-auc:0.685037	train-auc:1
[267]	eval-auc:0.685037	train-auc:1
[268]	eval-auc:0.685037	train-auc:1
[269]	eval-auc:0.685037	train-auc:1
[270]	eval-auc:0.685037	train-auc:1
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[272]	eval-auc:0.685037	train-auc:1
[273]	eval-auc:0.685037	train-auc:1
[274]	eval-auc:0.685037	train-auc:1
[275]	eval-auc:0.685037	train-auc:1
[276]	eval-auc:0.685037	train-auc:1
[277]	eval-auc:0.68499	train-auc:1
[278]	eval-auc:0.68499	train-auc:1
[279]	eval-auc:0.68499	train-auc:1
[280]	eval-auc:0.68499	train-auc:1
[281]	eval-auc:0.68499	train-auc:1
[282]	eval-auc:0.68499	train-auc:1
[283]	eval-auc:0.68499	train-auc:1
[284]	eval-auc:0.68552	train-auc:1
[285]	eval-auc:0.685383	train-auc:1
[286]	eval-auc:0.685151	train-auc:1
[287]	eval-auc:0.68532	train-auc:1
[288]	eval-auc:0.68532	train-auc:1
[289]	eval-auc:0.68532	train-auc:1
[290]	eval-auc:0.68532	train-auc:1
[291]	eval-auc:0.68532	train-auc:1
[292]	eval-auc:0.68511	train-auc:1
[293]	eval-auc:0.68511	train-auc:1
[294]	eval-auc:0.68511	train-auc:1
[295]	eval-auc:0.68511	train-auc:1
[296]	eval-auc:0.68511	train-auc:1
[297]	eval-auc:0.68511	train-auc:1
[298]	eval-auc:0.6856	train-auc:1
[299]	eval-auc:0.685142	train-auc:1
[300]	eval-auc:0.685142	train-auc:1
[301]	eval-auc:0.685142	train-auc:1
[302]	eval-auc:0.685342	train-auc:1
[303]	eval-auc:0.685281	train-auc:1
[304]	eval-auc:0.685472	train-auc:1
[305]	eval-auc:0.685611	train-auc:1
[306]	eval-auc:0.685611	train-auc:1
[307]	eval-auc:0.685486	train-auc:1
[308]	eval-auc:0.685543	train-auc:1
[309]	eval-auc:0.685243	train-auc:1
[310]	eval-auc:0.685547	train-auc:1
[311]	eval-auc:0.685547	train-auc:1
[312]	eval-auc:0.685879	train-auc:1
[313]	eval-auc:0.685689	train-auc:1
[314]	eval-auc:0.685689	train-auc:1
[315]	eval-auc:0.685689	train-auc:1
[316]	eval-auc:0.685689	train-auc:1
[317]	eval-auc:0.685716	train-auc:1
[318]	eval-auc:0.685716	train-auc:1
[319]	eval-auc:0.685716	train-auc:1
[320]	eval-auc:0.685716	train-auc:1
[321]	eval-auc:0.685716	train-auc:1
[322]	eval-auc:0.685716	train-auc:1
[323]	eval-auc:0.685716	train-auc:1
[324]	eval-auc:0.685716	train-auc:1
[325]	eval-auc:0.685716	train-auc:1
[326]	eval-auc:0.685716	train-auc:1
[327]	eval-auc:0.685544	train-auc:1
[328]	eval-auc:0.685544	train-auc:1
[329]	eval-auc:0.685544	train-auc:1
[330]	eval-auc:0.685544	train-auc:1
[331]	eval-auc:0.685335	train-auc:1
[332]	eval-auc:0.685335	train-auc:1
[333]	eval-auc:0.685335	train-auc:1
[334]	eval-auc:0.685335	train-auc:1
[335]	eval-auc:0.685335	train-auc:1
[336]	eval-auc:0.685139	train-auc:1
[337]	eval-auc:0.685139	train-auc:1
[338]	eval-auc:0.685139	train-auc:1
[339]	eval-auc:0.685182	train-auc:1
[340]	eval-auc:0.685221	train-auc:1
[341]	eval-auc:0.68635	train-auc:1
[342]	eval-auc:0.686299	train-auc:1
[343]	eval-auc:0.686118	train-auc:1
[344]	eval-auc:0.686675	train-auc:1
[345]	eval-auc:0.686835	train-auc:1
[346]	eval-auc:0.687263	train-auc:1
[347]	eval-auc:0.687263	train-auc:1
[348]	eval-auc:0.687263	train-auc:1
[349]	eval-auc:0.687263	train-auc:1
[350]	eval-auc:0.68769	train-auc:1
[351]	eval-auc:0.687837	train-auc:1
[352]	eval-auc:0.687656	train-auc:1
[353]	eval-auc:0.687656	train-auc:1
[354]	eval-auc:0.687656	train-auc:1
[355]	eval-auc:0.687656	train-auc:1
[356]	eval-auc:0.687656	train-auc:1
[357]	eval-auc:0.687656	train-auc:1
[358]	eval-auc:0.687557	train-auc:1
[359]	eval-auc:0.68742	train-auc:1
[360]	eval-auc:0.68742	train-auc:1
[361]	eval-auc:0.68742	train-auc:1
[362]	eval-auc:0.68742	train-auc:1
[363]	eval-auc:0.68742	train-auc:1
[364]	eval-auc:0.68742	train-auc:1
[365]	eval-auc:0.687562	train-auc:1
[366]	eval-auc:0.687562	train-auc:1
[367]	eval-auc:0.687688	train-auc:1
[368]	eval-auc:0.687688	train-auc:1
[369]	eval-auc:0.687688	train-auc:1
[370]	eval-auc:0.687377	train-auc:1
[371]	eval-auc:0.687498	train-auc:1
[372]	eval-auc:0.687498	train-auc:1
[373]	eval-auc:0.687498	train-auc:1
[374]	eval-auc:0.687498	train-auc:1
[375]	eval-auc:0.687403	train-auc:1
[376]	eval-auc:0.687403	train-auc:1
[377]	eval-auc:0.687403	train-auc:1
[378]	eval-auc:0.687403	train-auc:1
[379]	eval-auc:0.687403	train-auc:1
[380]	eval-auc:0.687403	train-auc:1
[381]	eval-auc:0.687403	train-auc:1
[382]	eval-auc:0.687403	train-auc:1
[383]	eval-auc:0.687403	train-auc:1
[384]	eval-auc:0.687403	train-auc:1
[385]	eval-auc:0.687403	train-auc:1
[386]	eval-auc:0.687403	train-auc:1
[387]	eval-auc:0.687403	train-auc:1
[388]	eval-auc:0.687403	train-auc:1
[389]	eval-auc:0.687403	train-auc:1
[390]	eval-auc:0.687403	train-auc:1
[391]	eval-auc:0.687403	train-auc:1
[392]	eval-auc:0.687403	train-auc:1
[393]	eval-auc:0.687571	train-auc:1
[394]	eval-auc:0.687615	train-auc:1
[395]	eval-auc:0.687067	train-auc:1
[396]	eval-auc:0.687067	train-auc:1
[397]	eval-auc:0.687067	train-auc:1
[398]	eval-auc:0.687067	train-auc:1
[399]	eval-auc:0.686901	train-auc:1
[400]	eval-auc:0.686901	train-auc:1
[401]	eval-auc:0.686901	train-auc:1
[402]	eval-auc:0.686784	train-auc:1
[403]	eval-auc:0.686784	train-auc:1
[404]	eval-auc:0.686784	train-auc:1
[405]	eval-auc:0.686784	train-auc:1
[406]	eval-auc:0.6867	train-auc:1
[407]	eval-auc:0.6867	train-auc:1
[408]	eval-auc:0.6867	train-auc:1
[409]	eval-auc:0.687187	train-auc:1
[410]	eval-auc:0.687187	train-auc:1
[411]	eval-auc:0.687187	train-auc:1
[412]	eval-auc:0.687365	train-auc:1
[413]	eval-auc:0.68733	train-auc:1
[414]	eval-auc:0.687501	train-auc:1
[415]	eval-auc:0.687501	train-auc:1
[416]	eval-auc:0.687877	train-auc:1
[417]	eval-auc:0.687804	train-auc:1
[418]	eval-auc:0.687851	train-auc:1
[419]	eval-auc:0.68791	train-auc:1
[420]	eval-auc:0.68798	train-auc:1
[421]	eval-auc:0.68798	train-auc:1
[422]	eval-auc:0.68798	train-auc:1
[423]	eval-auc:0.68798	train-auc:1
[424]	eval-auc:0.68798	train-auc:1
[425]	eval-auc:0.68798	train-auc:1
[426]	eval-auc:0.68798	train-auc:1
[427]	eval-auc:0.689601	train-auc:1
[428]	eval-auc:0.689601	train-auc:1
[429]	eval-auc:0.689564	train-auc:1
[430]	eval-auc:0.689432	train-auc:1
[431]	eval-auc:0.689505	train-auc:1
	Score 0.6895046839406012


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 299.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.67802	train-auc:0.692356
[1]	eval-auc:0.666943	train-auc:0.706791
[2]	eval-auc:0.683919	train-auc:0.718706
[3]	eval-auc:0.678941	train-auc:0.718883
[4]	eval-auc:0.692402	train-auc:0.729162
[5]	eval-auc:0.693153	train-auc:0.727567
[6]	eval-auc:0.696553	train-auc:0.730931
[7]	eval-auc:0.692873	train-auc:0.727314
[8]	eval-auc:0.694816	train-auc:0.731378
[9]	eval-auc:0.697852	train-auc:0.731266
[10]	eval-auc:0.701081	train-auc:0.734105
[11]	eval-auc:0.698729	train-auc:0.737013
[12]	eval-auc:0.697319	train-auc:0.735762
[13]	eval-auc:0.701463	train-auc:0.735935
[14]	eval-auc:0.699077	train-auc:0.737272
[15]	eval-auc:0.697798	train-auc:0.738354
[16]	eval-auc:0.696653	train-auc:0.740388
[17]	eval-auc:0.699163	train-auc:0.742497
[18]	eval-auc:0.69954	train-auc:0.744977
[19]	eval-auc:0.700269	train-auc:0.746663
[20]	eval-auc:0.701222	train-auc:0.746279
[21]	eval-auc:0.701837	train-auc:0.747899
[22]	eval-auc:0.701558	train-auc:0.747681
[23]	eval-auc:0.701888	train-auc:0.749602
[24]	eval-auc:0.703407	train-auc:0.752587
[25]	eval-auc:0.703164	train-auc:0.751707
[26]	eval-auc:0.704192	train-auc:0.751237
[27]	eval-auc:0.705365	train-auc:0.753712
[28]	eval-auc:0.706486	train-auc:0.753854
[29]	eval-auc:0.707515	train-auc:0.753533
[30]	eval-auc:0.707167	train-auc:0.755101
[31]	eval-auc:0.706382	train-auc:0.75496
[32]	eval-auc:0.706482	train-auc:0.754964
[33]	eval-auc:0.706938	train-auc:0.755755
[34]	eval-auc:0.705829	train-auc:0.757257
[35]	eval-auc:0.706674	train-auc:0.758697
[36]	eval-auc:0.707155	train-auc:0.759866
[37]	eval-auc:0.708362	train-auc:0.759815
[38]	eval-auc:0.707937	train-auc:0.76022
[39]	eval-auc:0.708096	train-auc:0.76052
[40]	eval-auc:0.707461	train-auc:0.760493
[41]	eval-auc:0.707857	train-auc:0.761207
[42]	eval-auc:0.708036	train-auc:0.761615
[43]	eval-auc:0.708568	train-auc:0.763979
[44]	eval-auc:0.709076	train-auc:0.765717
[45]	eval-auc:0.709698	train-auc:0.767798
[46]	eval-auc:0.709744	train-auc:0.769206
[47]	eval-auc:0.709765	train-auc:0.770435
[48]	eval-auc:0.710724	train-auc:0.77045
[49]	eval-auc:0.709818	train-auc:0.77163
[50]	eval-auc:0.70966	train-auc:0.772852
[51]	eval-auc:0.709775	train-auc:0.773625
[52]	eval-auc:0.709499	train-auc:0.774793
[53]	eval-auc:0.708899	train-auc:0.775607
[54]	eval-auc:0.709245	train-auc:0.776597
[55]	eval-auc:0.709181	train-auc:0.777194
[56]	eval-auc:0.708769	train-auc:0.777796
[57]	eval-auc:0.708607	train-auc:0.778667
[58]	eval-auc:0.709322	train-auc:0.779129
[59]	eval-auc:0.709844	train-auc:0.781147
[60]	eval-auc:0.709079	train-auc:0.783115
[61]	eval-auc:0.708937	train-auc:0.783922
[62]	eval-auc:0.709156	train-auc:0.78461
[63]	eval-auc:0.709188	train-auc:0.785688
[64]	eval-auc:0.70908	train-auc:0.785821
[65]	eval-auc:0.709156	train-auc:0.786154
[66]	eval-auc:0.709721	train-auc:0.786782
[67]	eval-auc:0.709785	train-auc:0.787344
[68]	eval-auc:0.709557	train-auc:0.78807
[69]	eval-auc:0.709704	train-auc:0.788793
[70]	eval-auc:0.709645	train-auc:0.789077
[71]	eval-auc:0.709733	train-auc:0.789154
[72]	eval-auc:0.709184	train-auc:0.789099
[73]	eval-auc:0.709612	train-auc:0.789943
[74]	eval-auc:0.709619	train-auc:0.790618
[75]	eval-auc:0.709781	train-auc:0.79082
[76]	eval-auc:0.710206	train-auc:0.791395
[77]	eval-auc:0.710403	train-auc:0.792731
[78]	eval-auc:0.710614	train-auc:0.793362
[79]	eval-auc:0.711315	train-auc:0.793684
[80]	eval-auc:0.711571	train-auc:0.795308
[81]	eval-auc:0.711675	train-auc:0.796244
[82]	eval-auc:0.711558	train-auc:0.796599
[83]	eval-auc:0.711685	train-auc:0.798412
[84]	eval-auc:0.711693	train-auc:0.798498
[85]	eval-auc:0.711329	train-auc:0.799473
[86]	eval-auc:0.711059	train-auc:0.799638
[87]	eval-auc:0.711108	train-auc:0.799283
[88]	eval-auc:0.710896	train-auc:0.800486
[89]	eval-auc:0.710994	train-auc:0.801158
[90]	eval-auc:0.711019	train-auc:0.801188
[91]	eval-auc:0.711394	train-auc:0.801458
[92]	eval-auc:0.711782	train-auc:0.801947
[93]	eval-auc:0.711587	train-auc:0.802631
[94]	eval-auc:0.712099	train-auc:0.803385
[95]	eval-auc:0.711903	train-auc:0.803572
[96]	eval-auc:0.711428	train-auc:0.803604
[97]	eval-auc:0.711714	train-auc:0.80356
[98]	eval-auc:0.711435	train-auc:0.804205
[99]	eval-auc:0.710884	train-auc:0.805355
[100]	eval-auc:0.711121	train-auc:0.80559
[101]	eval-auc:0.711089	train-auc:0.805859
[102]	eval-auc:0.71064	train-auc:0.806677
[103]	eval-auc:0.710732	train-auc:0.807371
[104]	eval-auc:0.710783	train-auc:0.807538
[105]	eval-auc:0.710826	train-auc:0.808241
[106]	eval-auc:0.710835	train-auc:0.808271
[107]	eval-auc:0.711373	train-auc:0.80834
[108]	eval-auc:0.710921	train-auc:0.808973
[109]	eval-auc:0.710891	train-auc:0.80953
[110]	eval-auc:0.710667	train-auc:0.810409
[111]	eval-auc:0.710644	train-auc:0.811064
[112]	eval-auc:0.710757	train-auc:0.811357
[113]	eval-auc:0.710971	train-auc:0.812211
[114]	eval-auc:0.710944	train-auc:0.812816
[115]	eval-auc:0.710602	train-auc:0.813188
[116]	eval-auc:0.710878	train-auc:0.814431
[117]	eval-auc:0.710885	train-auc:0.814716
[118]	eval-auc:0.710971	train-auc:0.815507
[119]	eval-auc:0.710492	train-auc:0.816309
[120]	eval-auc:0.710541	train-auc:0.817284
[121]	eval-auc:0.710714	train-auc:0.817338
[122]	eval-auc:0.710777	train-auc:0.818256
[123]	eval-auc:0.711154	train-auc:0.819328
[124]	eval-auc:0.711357	train-auc:0.81967
[125]	eval-auc:0.711022	train-auc:0.820752
[126]	eval-auc:0.710978	train-auc:0.821364
[127]	eval-auc:0.711282	train-auc:0.821981
[128]	eval-auc:0.71161	train-auc:0.822971
[129]	eval-auc:0.711913	train-auc:0.82369
[130]	eval-auc:0.712206	train-auc:0.824794
[131]	eval-auc:0.712232	train-auc:0.824872
[132]	eval-auc:0.712221	train-auc:0.825404
[133]	eval-auc:0.712079	train-auc:0.825781
[134]	eval-auc:0.712085	train-auc:0.826016
[135]	eval-auc:0.711615	train-auc:0.827356
[136]	eval-auc:0.711674	train-auc:0.827638
[137]	eval-auc:0.711552	train-auc:0.82841
[138]	eval-auc:0.711453	train-auc:0.82903
[139]	eval-auc:0.711391	train-auc:0.82927
[140]	eval-auc:0.711823	train-auc:0.83009
[141]	eval-auc:0.711805	train-auc:0.830521
[142]	eval-auc:0.710949	train-auc:0.831259
[143]	eval-auc:0.711662	train-auc:0.832287
[144]	eval-auc:0.711169	train-auc:0.832942
[145]	eval-auc:0.711335	train-auc:0.832949
[146]	eval-auc:0.710734	train-auc:0.833745
[147]	eval-auc:0.710403	train-auc:0.834277
[148]	eval-auc:0.710847	train-auc:0.835076
[149]	eval-auc:0.71124	train-auc:0.835817
[150]	eval-auc:0.711173	train-auc:0.836402
[151]	eval-auc:0.710566	train-auc:0.83673
[152]	eval-auc:0.71057	train-auc:0.836552
[153]	eval-auc:0.710835	train-auc:0.837102
[154]	eval-auc:0.710333	train-auc:0.83783
[155]	eval-auc:0.710477	train-auc:0.838971
[156]	eval-auc:0.710783	train-auc:0.839302
[157]	eval-auc:0.710587	train-auc:0.839977
[158]	eval-auc:0.710604	train-auc:0.840229
[159]	eval-auc:0.710712	train-auc:0.840647
[160]	eval-auc:0.710797	train-auc:0.841345
[161]	eval-auc:0.710704	train-auc:0.841741
[162]	eval-auc:0.710081	train-auc:0.842594
[163]	eval-auc:0.710159	train-auc:0.842974
[164]	eval-auc:0.710222	train-auc:0.843713
[165]	eval-auc:0.710703	train-auc:0.844641
[166]	eval-auc:0.71027	train-auc:0.844506
[167]	eval-auc:0.710183	train-auc:0.846268
[168]	eval-auc:0.710293	train-auc:0.846428
[169]	eval-auc:0.710075	train-auc:0.846703
[170]	eval-auc:0.709864	train-auc:0.847196
[171]	eval-auc:0.709798	train-auc:0.847113
[172]	eval-auc:0.709964	train-auc:0.847291
[173]	eval-auc:0.709366	train-auc:0.848308
[174]	eval-auc:0.709226	train-auc:0.848418
[175]	eval-auc:0.708883	train-auc:0.849036
[176]	eval-auc:0.708883	train-auc:0.849266
[177]	eval-auc:0.7089	train-auc:0.849747
[178]	eval-auc:0.708744	train-auc:0.850158
[179]	eval-auc:0.709337	train-auc:0.850807
[180]	eval-auc:0.709069	train-auc:0.851085
[181]	eval-auc:0.708907	train-auc:0.851516
[182]	eval-auc:0.708761	train-auc:0.852022
[183]	eval-auc:0.709405	train-auc:0.852857
[184]	eval-auc:0.70951	train-auc:0.853242
[185]	eval-auc:0.709958	train-auc:0.854352
[186]	eval-auc:0.709803	train-auc:0.855085
[187]	eval-auc:0.709517	train-auc:0.85575
[188]	eval-auc:0.709735	train-auc:0.85635
[189]	eval-auc:0.709836	train-auc:0.856832
[190]	eval-auc:0.710103	train-auc:0.857428
[191]	eval-auc:0.710014	train-auc:0.857808
[192]	eval-auc:0.709838	train-auc:0.858115
[193]	eval-auc:0.709641	train-auc:0.858333
[194]	eval-auc:0.709475	train-auc:0.858718
[195]	eval-auc:0.710022	train-auc:0.859749
[196]	eval-auc:0.709542	train-auc:0.859764
[197]	eval-auc:0.709319	train-auc:0.860398
[198]	eval-auc:0.709481	train-auc:0.86094
[199]	eval-auc:0.709466	train-auc:0.861206
[200]	eval-auc:0.70948	train-auc:0.861605
[201]	eval-auc:0.709491	train-auc:0.862187
[202]	eval-auc:0.709212	train-auc:0.862559
[203]	eval-auc:0.708994	train-auc:0.862779
[204]	eval-auc:0.708839	train-auc:0.863281
[205]	eval-auc:0.709067	train-auc:0.863931
[206]	eval-auc:0.709197	train-auc:0.864119
[207]	eval-auc:0.709169	train-auc:0.864476
[208]	eval-auc:0.709513	train-auc:0.865093
[209]	eval-auc:0.709437	train-auc:0.865679
[210]	eval-auc:0.709287	train-auc:0.865401
[211]	eval-auc:0.70959	train-auc:0.865651
[212]	eval-auc:0.710249	train-auc:0.866542
[213]	eval-auc:0.710532	train-auc:0.866707
[214]	eval-auc:0.711026	train-auc:0.867541
[215]	eval-auc:0.710986	train-auc:0.868403
[216]	eval-auc:0.710919	train-auc:0.868608
[217]	eval-auc:0.710923	train-auc:0.868649
[218]	eval-auc:0.710753	train-auc:0.868421
[219]	eval-auc:0.710605	train-auc:0.868783
[220]	eval-auc:0.709998	train-auc:0.868963
[221]	eval-auc:0.710078	train-auc:0.869201
[222]	eval-auc:0.710069	train-auc:0.869327
[223]	eval-auc:0.710359	train-auc:0.869646
[224]	eval-auc:0.710285	train-auc:0.870162
[225]	eval-auc:0.710633	train-auc:0.870738
[226]	eval-auc:0.711205	train-auc:0.870798
[227]	eval-auc:0.711329	train-auc:0.870853
[228]	eval-auc:0.711053	train-auc:0.870956
[229]	eval-auc:0.710853	train-auc:0.871271
[230]	eval-auc:0.710398	train-auc:0.872058
[231]	eval-auc:0.710103	train-auc:0.872286
[232]	eval-auc:0.710019	train-auc:0.872571
[233]	eval-auc:0.709879	train-auc:0.873126
[234]	eval-auc:0.709553	train-auc:0.873473
[235]	eval-auc:0.709341	train-auc:0.873896
[236]	eval-auc:0.709737	train-auc:0.87419
[237]	eval-auc:0.709964	train-auc:0.874657
[238]	eval-auc:0.710112	train-auc:0.875376
[239]	eval-auc:0.710033	train-auc:0.875551
[240]	eval-auc:0.710021	train-auc:0.87567
[241]	eval-auc:0.709367	train-auc:0.876331
[242]	eval-auc:0.708569	train-auc:0.877044
[243]	eval-auc:0.708775	train-auc:0.877203
[244]	eval-auc:0.708393	train-auc:0.87798
[245]	eval-auc:0.708376	train-auc:0.877862
[246]	eval-auc:0.708413	train-auc:0.87793
[247]	eval-auc:0.708451	train-auc:0.878137
[248]	eval-auc:0.70851	train-auc:0.878199
[249]	eval-auc:0.708038	train-auc:0.878573
[250]	eval-auc:0.707747	train-auc:0.878696
[251]	eval-auc:0.707656	train-auc:0.878758
[252]	eval-auc:0.707496	train-auc:0.879225
[253]	eval-auc:0.707108	train-auc:0.879832
[254]	eval-auc:0.707727	train-auc:0.880484
[255]	eval-auc:0.707167	train-auc:0.881041
[256]	eval-auc:0.707181	train-auc:0.881139
[257]	eval-auc:0.706824	train-auc:0.881418
[258]	eval-auc:0.70694	train-auc:0.881806
[259]	eval-auc:0.707132	train-auc:0.882624
[260]	eval-auc:0.707171	train-auc:0.882627
[261]	eval-auc:0.707526	train-auc:0.882926
[262]	eval-auc:0.707408	train-auc:0.882902
[263]	eval-auc:0.707653	train-auc:0.883706
[264]	eval-auc:0.707435	train-auc:0.884061
[265]	eval-auc:0.70751	train-auc:0.884099
[266]	eval-auc:0.70773	train-auc:0.884344
[267]	eval-auc:0.70743	train-auc:0.885157
[268]	eval-auc:0.707561	train-auc:0.885385
[269]	eval-auc:0.707258	train-auc:0.885483
[270]	eval-auc:0.707639	train-auc:0.886271
[271]	eval-auc:0.70733	train-auc:0.886811
[272]	eval-auc:0.7075	train-auc:0.887637
[273]	eval-auc:0.707305	train-auc:0.888
[274]	eval-auc:0.70736	train-auc:0.888447
[275]	eval-auc:0.707325	train-auc:0.888949
[276]	eval-auc:0.707659	train-auc:0.889449
[277]	eval-auc:0.707604	train-auc:0.889999
[278]	eval-auc:0.70764	train-auc:0.890114
[279]	eval-auc:0.707277	train-auc:0.890367
[280]	eval-auc:0.707383	train-auc:0.890419
[281]	eval-auc:0.707344	train-auc:0.890825
[282]	eval-auc:0.706929	train-auc:0.890904
[283]	eval-auc:0.707108	train-auc:0.891149
[284]	eval-auc:0.706733	train-auc:0.891159
[285]	eval-auc:0.706759	train-auc:0.89121
[286]	eval-auc:0.706785	train-auc:0.891319
[287]	eval-auc:0.706846	train-auc:0.89138
[288]	eval-auc:0.706766	train-auc:0.891438
[289]	eval-auc:0.706741	train-auc:0.891639
[290]	eval-auc:0.706596	train-auc:0.891803
[291]	eval-auc:0.706355	train-auc:0.892093
[292]	eval-auc:0.706297	train-auc:0.892172
[293]	eval-auc:0.706343	train-auc:0.892193
[294]	eval-auc:0.706619	train-auc:0.892432
[295]	eval-auc:0.70666	train-auc:0.893088
[296]	eval-auc:0.706785	train-auc:0.893126
[297]	eval-auc:0.706853	train-auc:0.893081
[298]	eval-auc:0.706885	train-auc:0.893196
	Score 0.7068852099550488


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.6000000000000001, 'max_depth': 12, 'min_child_weight': 1.0, 'n_estimators': 345.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.55, 'tree_method': 'exact'}
[0]	eval-auc:0.674282	train-auc:0.820401
[1]	eval-auc:0.648913	train-auc:0.86096
[2]	eval-auc:0.67107	train-auc:0.892627
[3]	eval-auc:0.676625	train-auc:0.90995
[4]	eval-auc:0.686544	train-auc:0.923589
[5]	eval-auc:0.677328	train-auc:0.936197
[6]	eval-auc:0.675401	train-auc:0.94551
[7]	eval-auc:0.685064	train-auc:0.952387
[8]	eval-auc:0.686157	train-auc:0.957347
[9]	eval-auc:0.688017	train-auc:0.96002
[10]	eval-auc:0.690625	train-auc:0.965913
[11]	eval-auc:0.689416	train-auc:0.973001
[12]	eval-auc:0.691111	train-auc:0.975594
[13]	eval-auc:0.689792	train-auc:0.976323
[14]	eval-auc:0.68587	train-auc:0.979476
[15]	eval-auc:0.682715	train-auc:0.982787
[16]	eval-auc:0.680447	train-auc:0.985599
[17]	eval-auc:0.682375	train-auc:0.987139
[18]	eval-auc:0.679678	train-auc:0.988262
[19]	eval-auc:0.678792	train-auc:0.988907
[20]	eval-auc:0.680498	train-auc:0.990279
[21]	eval-auc:0.685215	train-auc:0.991236
[22]	eval-auc:0.685042	train-auc:0.991876
[23]	eval-auc:0.689671	train-auc:0.992564
[24]	eval-auc:0.688279	train-auc:0.993057
[25]	eval-auc:0.688317	train-auc:0.993913
[26]	eval-auc:0.686315	train-auc:0.993824
[27]	eval-auc:0.687144	train-auc:0.994629
[28]	eval-auc:0.687691	train-auc:0.995241
[29]	eval-auc:0.687417	train-auc:0.995243
[30]	eval-auc:0.687173	train-auc:0.995539
[31]	eval-auc:0.687918	train-auc:0.995642
[32]	eval-auc:0.687341	train-auc:0.99625
[33]	eval-auc:0.685954	train-auc:0.996289
[34]	eval-auc:0.683265	train-auc:0.996793
[35]	eval-auc:0.682984	train-auc:0.997006
[36]	eval-auc:0.681603	train-auc:0.996921
[37]	eval-auc:0.680415	train-auc:0.996899
[38]	eval-auc:0.6804	train-auc:0.996986
[39]	eval-auc:0.681186	train-auc:0.997052
[40]	eval-auc:0.680256	train-auc:0.99709
[41]	eval-auc:0.67966	train-auc:0.99719
[42]	eval-auc:0.679296	train-auc:0.997149
[43]	eval-auc:0.678917	train-auc:0.997163
[44]	eval-auc:0.680154	train-auc:0.997254
[45]	eval-auc:0.680926	train-auc:0.997265
[46]	eval-auc:0.68116	train-auc:0.997582
[47]	eval-auc:0.681687	train-auc:0.997519
[48]	eval-auc:0.683415	train-auc:0.99752
[49]	eval-auc:0.682368	train-auc:0.997686
[50]	eval-auc:0.683315	train-auc:0.997896
[51]	eval-auc:0.683771	train-auc:0.998187
[52]	eval-auc:0.683718	train-auc:0.998298
[53]	eval-auc:0.684417	train-auc:0.998412
[54]	eval-auc:0.685369	train-auc:0.998469
[55]	eval-auc:0.685166	train-auc:0.998595
[56]	eval-auc:0.684877	train-auc:0.998701
[57]	eval-auc:0.683858	train-auc:0.998752
[58]	eval-auc:0.684813	train-auc:0.998907
[59]	eval-auc:0.68458	train-auc:0.998865
[60]	eval-auc:0.685403	train-auc:0.998892
[61]	eval-auc:0.685106	train-auc:0.998879
[62]	eval-auc:0.68605	train-auc:0.998922
[63]	eval-auc:0.687431	train-auc:0.998969
[64]	eval-auc:0.687251	train-auc:0.999024
[65]	eval-auc:0.686726	train-auc:0.999087
[66]	eval-auc:0.68663	train-auc:0.999225
[67]	eval-auc:0.686039	train-auc:0.999259
[68]	eval-auc:0.686905	train-auc:0.999274
[69]	eval-auc:0.687001	train-auc:0.999313
[70]	eval-auc:0.686939	train-auc:0.999322
[71]	eval-auc:0.688035	train-auc:0.999365
[72]	eval-auc:0.687843	train-auc:0.999416
[73]	eval-auc:0.687766	train-auc:0.999449
[74]	eval-auc:0.688483	train-auc:0.999475
[75]	eval-auc:0.688867	train-auc:0.999467
[76]	eval-auc:0.689282	train-auc:0.999487
[77]	eval-auc:0.688684	train-auc:0.999514
[78]	eval-auc:0.688625	train-auc:0.99951
[79]	eval-auc:0.688498	train-auc:0.999539
[80]	eval-auc:0.688308	train-auc:0.99955
[81]	eval-auc:0.687578	train-auc:0.999573
[82]	eval-auc:0.687848	train-auc:0.99957
[83]	eval-auc:0.687417	train-auc:0.999585
[84]	eval-auc:0.688113	train-auc:0.999605
[85]	eval-auc:0.687189	train-auc:0.99963
[86]	eval-auc:0.687447	train-auc:0.999633
[87]	eval-auc:0.687824	train-auc:0.999651
[88]	eval-auc:0.687653	train-auc:0.999679
[89]	eval-auc:0.687868	train-auc:0.999681
[90]	eval-auc:0.687621	train-auc:0.999678
[91]	eval-auc:0.687604	train-auc:0.999694
[92]	eval-auc:0.686788	train-auc:0.999726
[93]	eval-auc:0.687144	train-auc:0.999727
[94]	eval-auc:0.686583	train-auc:0.999724
[95]	eval-auc:0.686471	train-auc:0.999744
[96]	eval-auc:0.686238	train-auc:0.999756
[97]	eval-auc:0.685882	train-auc:0.999768
[98]	eval-auc:0.685934	train-auc:0.999794
[99]	eval-auc:0.685938	train-auc:0.999825
[100]	eval-auc:0.686561	train-auc:0.999822
[101]	eval-auc:0.686138	train-auc:0.999821
[102]	eval-auc:0.685934	train-auc:0.999834
[103]	eval-auc:0.685661	train-auc:0.999833
[104]	eval-auc:0.686255	train-auc:0.999829
[105]	eval-auc:0.685929	train-auc:0.99984
[106]	eval-auc:0.686278	train-auc:0.99985
[107]	eval-auc:0.686671	train-auc:0.999866
[108]	eval-auc:0.686397	train-auc:0.999872
[109]	eval-auc:0.686509	train-auc:0.999883
[110]	eval-auc:0.686675	train-auc:0.999882
[111]	eval-auc:0.686607	train-auc:0.999898
[112]	eval-auc:0.686331	train-auc:0.999904
[113]	eval-auc:0.68605	train-auc:0.999911
[114]	eval-auc:0.686143	train-auc:0.999911
[115]	eval-auc:0.686426	train-auc:0.999915
[116]	eval-auc:0.687571	train-auc:0.999916
[117]	eval-auc:0.687234	train-auc:0.999923
[118]	eval-auc:0.687581	train-auc:0.999934
[119]	eval-auc:0.688221	train-auc:0.999941
[120]	eval-auc:0.688251	train-auc:0.999945
[121]	eval-auc:0.688189	train-auc:0.999949
[122]	eval-auc:0.688612	train-auc:0.999957
[123]	eval-auc:0.688471	train-auc:0.999959
[124]	eval-auc:0.688255	train-auc:0.999962
[125]	eval-auc:0.688396	train-auc:0.999968
[126]	eval-auc:0.687871	train-auc:0.999965
[127]	eval-auc:0.688325	train-auc:0.999964
[128]	eval-auc:0.688564	train-auc:0.99997
[129]	eval-auc:0.689103	train-auc:0.999974
[130]	eval-auc:0.689465	train-auc:0.999974
[131]	eval-auc:0.689255	train-auc:0.999979
[132]	eval-auc:0.689295	train-auc:0.999981
[133]	eval-auc:0.689401	train-auc:0.999984
[134]	eval-auc:0.688923	train-auc:0.999988
[135]	eval-auc:0.688608	train-auc:0.999988
[136]	eval-auc:0.688561	train-auc:0.99999
[137]	eval-auc:0.688085	train-auc:0.999992
[138]	eval-auc:0.688201	train-auc:0.999992
[139]	eval-auc:0.688631	train-auc:0.999993
[140]	eval-auc:0.688978	train-auc:0.999995
[141]	eval-auc:0.689094	train-auc:0.999996
[142]	eval-auc:0.6891	train-auc:0.999997
[143]	eval-auc:0.689132	train-auc:0.999998
[144]	eval-auc:0.689255	train-auc:0.999998
[145]	eval-auc:0.689168	train-auc:0.999999
[146]	eval-auc:0.689456	train-auc:0.999999
[147]	eval-auc:0.689601	train-auc:0.999999
[148]	eval-auc:0.689841	train-auc:0.999999
[149]	eval-auc:0.6898	train-auc:0.999999
[150]	eval-auc:0.68917	train-auc:0.999999
[151]	eval-auc:0.689208	train-auc:0.999999
[152]	eval-auc:0.689646	train-auc:0.999999
[153]	eval-auc:0.690284	train-auc:0.999998
[154]	eval-auc:0.689923	train-auc:0.999998
[155]	eval-auc:0.689884	train-auc:0.999998
[156]	eval-auc:0.690095	train-auc:0.999999
[157]	eval-auc:0.690365	train-auc:0.999999
[158]	eval-auc:0.690217	train-auc:0.999999
[159]	eval-auc:0.690141	train-auc:0.999999
[160]	eval-auc:0.689936	train-auc:0.999999
[161]	eval-auc:0.689488	train-auc:0.999999
[162]	eval-auc:0.689709	train-auc:1
[163]	eval-auc:0.689649	train-auc:1
[164]	eval-auc:0.68966	train-auc:0.999999
[165]	eval-auc:0.689616	train-auc:1
[166]	eval-auc:0.689572	train-auc:0.999999
[167]	eval-auc:0.689619	train-auc:0.999998
[168]	eval-auc:0.689654	train-auc:0.999999
[169]	eval-auc:0.689916	train-auc:0.999999
[170]	eval-auc:0.690076	train-auc:0.999999
[171]	eval-auc:0.690159	train-auc:0.999999
[172]	eval-auc:0.689829	train-auc:0.999999
[173]	eval-auc:0.689707	train-auc:0.999998
[174]	eval-auc:0.689552	train-auc:0.999998
[175]	eval-auc:0.689229	train-auc:0.999998
[176]	eval-auc:0.689595	train-auc:0.999998
[177]	eval-auc:0.689916	train-auc:0.999998
[178]	eval-auc:0.690181	train-auc:0.999999
[179]	eval-auc:0.690443	train-auc:0.999999
[180]	eval-auc:0.690558	train-auc:0.999999
[181]	eval-auc:0.690478	train-auc:0.999999
[182]	eval-auc:0.690784	train-auc:0.999999
[183]	eval-auc:0.690638	train-auc:1
[184]	eval-auc:0.690732	train-auc:0.999999
[185]	eval-auc:0.690673	train-auc:0.999999
[186]	eval-auc:0.690802	train-auc:0.999999
[187]	eval-auc:0.690819	train-auc:0.999998
[188]	eval-auc:0.690665	train-auc:0.999999
[189]	eval-auc:0.690727	train-auc:0.999999
[190]	eval-auc:0.690765	train-auc:0.999998
[191]	eval-auc:0.690826	train-auc:0.999999
[192]	eval-auc:0.690656	train-auc:0.999999
[193]	eval-auc:0.690473	train-auc:0.999999
[194]	eval-auc:0.690461	train-auc:0.999998
[195]	eval-auc:0.690647	train-auc:0.999999
[196]	eval-auc:0.690904	train-auc:0.999999
[197]	eval-auc:0.690906	train-auc:0.999999
[198]	eval-auc:0.69091	train-auc:0.999999
[199]	eval-auc:0.690866	train-auc:0.999999
[200]	eval-auc:0.69096	train-auc:0.999999
[201]	eval-auc:0.690775	train-auc:0.999998
[202]	eval-auc:0.690817	train-auc:0.999998
[203]	eval-auc:0.690796	train-auc:0.999999
[204]	eval-auc:0.690933	train-auc:0.999999
[205]	eval-auc:0.690785	train-auc:0.999999
[206]	eval-auc:0.690557	train-auc:0.999999
[207]	eval-auc:0.689977	train-auc:0.999999
[208]	eval-auc:0.689838	train-auc:0.999999
[209]	eval-auc:0.689764	train-auc:0.999999
[210]	eval-auc:0.689675	train-auc:0.999999
[211]	eval-auc:0.689514	train-auc:0.999999
[212]	eval-auc:0.689302	train-auc:0.999999
[213]	eval-auc:0.68927	train-auc:0.999999
[214]	eval-auc:0.689246	train-auc:0.999999
[215]	eval-auc:0.689671	train-auc:0.999999
[216]	eval-auc:0.690121	train-auc:1
[217]	eval-auc:0.68964	train-auc:1
[218]	eval-auc:0.689888	train-auc:1
[219]	eval-auc:0.689721	train-auc:1
[220]	eval-auc:0.68989	train-auc:1
[221]	eval-auc:0.689636	train-auc:1
[222]	eval-auc:0.689823	train-auc:1
[223]	eval-auc:0.689898	train-auc:1
[224]	eval-auc:0.689995	train-auc:1
[225]	eval-auc:0.689989	train-auc:1
[226]	eval-auc:0.690156	train-auc:1
[227]	eval-auc:0.690423	train-auc:1
[228]	eval-auc:0.690415	train-auc:1
[229]	eval-auc:0.690491	train-auc:1
[230]	eval-auc:0.690784	train-auc:1
[231]	eval-auc:0.69095	train-auc:1
[232]	eval-auc:0.690811	train-auc:1
[233]	eval-auc:0.691002	train-auc:1
[234]	eval-auc:0.691088	train-auc:1
[235]	eval-auc:0.69132	train-auc:1
[236]	eval-auc:0.691011	train-auc:1
[237]	eval-auc:0.691273	train-auc:1
[238]	eval-auc:0.691295	train-auc:1
[239]	eval-auc:0.691324	train-auc:1
[240]	eval-auc:0.69161	train-auc:1
[241]	eval-auc:0.691635	train-auc:1
[242]	eval-auc:0.691573	train-auc:1
[243]	eval-auc:0.691467	train-auc:1
[244]	eval-auc:0.691411	train-auc:1
[245]	eval-auc:0.691387	train-auc:1
[246]	eval-auc:0.691471	train-auc:1
[247]	eval-auc:0.691082	train-auc:1
[248]	eval-auc:0.691038	train-auc:1
[249]	eval-auc:0.691136	train-auc:1
[250]	eval-auc:0.691362	train-auc:1
[251]	eval-auc:0.691314	train-auc:1
[252]	eval-auc:0.691352	train-auc:1
[253]	eval-auc:0.691632	train-auc:1
[254]	eval-auc:0.692057	train-auc:1
[255]	eval-auc:0.691903	train-auc:1
[256]	eval-auc:0.692229	train-auc:1
[257]	eval-auc:0.692364	train-auc:1
[258]	eval-auc:0.692134	train-auc:1
[259]	eval-auc:0.692177	train-auc:1
[260]	eval-auc:0.69222	train-auc:1
[261]	eval-auc:0.692396	train-auc:1
[262]	eval-auc:0.692375	train-auc:1
[263]	eval-auc:0.692514	train-auc:1
[264]	eval-auc:0.692721	train-auc:1
[265]	eval-auc:0.692389	train-auc:1
[266]	eval-auc:0.692063	train-auc:1
[267]	eval-auc:0.692142	train-auc:1
[268]	eval-auc:0.691708	train-auc:1
[269]	eval-auc:0.691825	train-auc:1
[270]	eval-auc:0.691659	train-auc:1
[271]	eval-auc:0.691964	train-auc:1
[272]	eval-auc:0.691952	train-auc:1
[273]	eval-auc:0.69201	train-auc:1
[274]	eval-auc:0.692232	train-auc:1
[275]	eval-auc:0.692392	train-auc:1
[276]	eval-auc:0.692608	train-auc:1
[277]	eval-auc:0.692526	train-auc:1
[278]	eval-auc:0.692916	train-auc:1
[279]	eval-auc:0.693036	train-auc:1
[280]	eval-auc:0.692762	train-auc:1
[281]	eval-auc:0.692795	train-auc:1
[282]	eval-auc:0.692747	train-auc:1
[283]	eval-auc:0.693121	train-auc:1
[284]	eval-auc:0.693053	train-auc:1
[285]	eval-auc:0.692961	train-auc:1
[286]	eval-auc:0.692859	train-auc:1
[287]	eval-auc:0.692815	train-auc:1
[288]	eval-auc:0.69284	train-auc:1
[289]	eval-auc:0.693083	train-auc:1
[290]	eval-auc:0.693123	train-auc:1
[291]	eval-auc:0.692999	train-auc:1
[292]	eval-auc:0.693065	train-auc:1
[293]	eval-auc:0.692646	train-auc:1
[294]	eval-auc:0.692444	train-auc:1
[295]	eval-auc:0.692227	train-auc:1
[296]	eval-auc:0.692307	train-auc:1
[297]	eval-auc:0.692433	train-auc:1
[298]	eval-auc:0.692899	train-auc:1
[299]	eval-auc:0.692838	train-auc:1
[300]	eval-auc:0.692552	train-auc:1
[301]	eval-auc:0.69257	train-auc:1
[302]	eval-auc:0.69304	train-auc:1
[303]	eval-auc:0.693203	train-auc:1
[304]	eval-auc:0.693218	train-auc:1
[305]	eval-auc:0.692917	train-auc:1
[306]	eval-auc:0.69275	train-auc:1
[307]	eval-auc:0.692827	train-auc:1
[308]	eval-auc:0.692893	train-auc:1
[309]	eval-auc:0.692489	train-auc:1
[310]	eval-auc:0.69222	train-auc:1
[311]	eval-auc:0.69225	train-auc:1
[312]	eval-auc:0.692271	train-auc:1
[313]	eval-auc:0.692303	train-auc:1
[314]	eval-auc:0.6923	train-auc:1
[315]	eval-auc:0.692139	train-auc:1
[316]	eval-auc:0.692194	train-auc:1
[317]	eval-auc:0.692137	train-auc:1
[318]	eval-auc:0.692069	train-auc:1
[319]	eval-auc:0.691685	train-auc:1
[320]	eval-auc:0.691697	train-auc:1
[321]	eval-auc:0.691857	train-auc:1
[322]	eval-auc:0.691892	train-auc:1
[323]	eval-auc:0.691801	train-auc:1
[324]	eval-auc:0.691824	train-auc:1
[325]	eval-auc:0.691774	train-auc:1
[326]	eval-auc:0.691714	train-auc:1
[327]	eval-auc:0.691888	train-auc:1
[328]	eval-auc:0.691618	train-auc:1
[329]	eval-auc:0.691515	train-auc:1
[330]	eval-auc:0.691426	train-auc:1
[331]	eval-auc:0.691285	train-auc:1
[332]	eval-auc:0.691174	train-auc:1
[333]	eval-auc:0.691186	train-auc:1
[334]	eval-auc:0.691306	train-auc:1
[335]	eval-auc:0.691327	train-auc:1
[336]	eval-auc:0.691694	train-auc:1
[337]	eval-auc:0.691711	train-auc:1
[338]	eval-auc:0.691452	train-auc:1
[339]	eval-auc:0.691579	train-auc:1
[340]	eval-auc:0.69157	train-auc:1
[341]	eval-auc:0.691624	train-auc:1
[342]	eval-auc:0.691889	train-auc:1
[343]	eval-auc:0.692185	train-auc:1
[344]	eval-auc:0.691865	train-auc:1
	Score 0.6918649270913277


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 9, 'min_child_weight': 1.0, 'n_estimators': 379.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.693857	train-auc:0.850184
[1]	eval-auc:0.636197	train-auc:0.903339
[2]	eval-auc:0.679645	train-auc:0.926976
[3]	eval-auc:0.660778	train-auc:0.943889
[4]	eval-auc:0.65718	train-auc:0.950255
[5]	eval-auc:0.650173	train-auc:0.961366
[6]	eval-auc:0.661145	train-auc:0.97305
[7]	eval-auc:0.672002	train-auc:0.979198
[8]	eval-auc:0.678506	train-auc:0.983495
[9]	eval-auc:0.684806	train-auc:0.986444
[10]	eval-auc:0.687005	train-auc:0.989777
[11]	eval-auc:0.688232	train-auc:0.991399
[12]	eval-auc:0.687588	train-auc:0.992869
[13]	eval-auc:0.687321	train-auc:0.993458
[14]	eval-auc:0.690067	train-auc:0.993701
[15]	eval-auc:0.689127	train-auc:0.994612
[16]	eval-auc:0.691387	train-auc:0.994978
[17]	eval-auc:0.691836	train-auc:0.995546
[18]	eval-auc:0.692142	train-auc:0.995995
[19]	eval-auc:0.691215	train-auc:0.996078
[20]	eval-auc:0.692705	train-auc:0.99636
[21]	eval-auc:0.693505	train-auc:0.996415
[22]	eval-auc:0.693797	train-auc:0.99657
[23]	eval-auc:0.69432	train-auc:0.997093
[24]	eval-auc:0.698758	train-auc:0.997365
[25]	eval-auc:0.698186	train-auc:0.998038
[26]	eval-auc:0.699323	train-auc:0.998075
[27]	eval-auc:0.698029	train-auc:0.998459
[28]	eval-auc:0.698891	train-auc:0.998537
[29]	eval-auc:0.699113	train-auc:0.998856
[30]	eval-auc:0.69767	train-auc:0.999013
[31]	eval-auc:0.697729	train-auc:0.999016
[32]	eval-auc:0.697446	train-auc:0.999097
[33]	eval-auc:0.697994	train-auc:0.999147
[34]	eval-auc:0.696879	train-auc:0.999338
[35]	eval-auc:0.697181	train-auc:0.999376
[36]	eval-auc:0.695152	train-auc:0.999425
[37]	eval-auc:0.695812	train-auc:0.999402
[38]	eval-auc:0.696214	train-auc:0.999405
[39]	eval-auc:0.694141	train-auc:0.999461
[40]	eval-auc:0.694478	train-auc:0.999461
[41]	eval-auc:0.696721	train-auc:0.999568
[42]	eval-auc:0.697205	train-auc:0.999607
[43]	eval-auc:0.697428	train-auc:0.999654
[44]	eval-auc:0.697272	train-auc:0.999652
[45]	eval-auc:0.697159	train-auc:0.999671
[46]	eval-auc:0.697162	train-auc:0.999695
[47]	eval-auc:0.69737	train-auc:0.99969
[48]	eval-auc:0.697607	train-auc:0.999714
[49]	eval-auc:0.6984	train-auc:0.999722
[50]	eval-auc:0.698183	train-auc:0.999803
[51]	eval-auc:0.697922	train-auc:0.999835
[52]	eval-auc:0.69761	train-auc:0.999836
[53]	eval-auc:0.698553	train-auc:0.999888
[54]	eval-auc:0.698539	train-auc:0.999882
[55]	eval-auc:0.699022	train-auc:0.999881
[56]	eval-auc:0.698915	train-auc:0.999915
[57]	eval-auc:0.698895	train-auc:0.999915
[58]	eval-auc:0.698748	train-auc:0.999939
[59]	eval-auc:0.698245	train-auc:0.999941
[60]	eval-auc:0.698067	train-auc:0.999952
[61]	eval-auc:0.697367	train-auc:0.999956
[62]	eval-auc:0.697552	train-auc:0.999955
[63]	eval-auc:0.697318	train-auc:0.999969
[64]	eval-auc:0.696867	train-auc:0.999971
[65]	eval-auc:0.697636	train-auc:0.999974
[66]	eval-auc:0.696875	train-auc:0.999975
[67]	eval-auc:0.696885	train-auc:0.999975
[68]	eval-auc:0.696386	train-auc:0.999978
[69]	eval-auc:0.69669	train-auc:0.999982
[70]	eval-auc:0.695707	train-auc:0.999982
[71]	eval-auc:0.695702	train-auc:0.999982
[72]	eval-auc:0.695824	train-auc:0.999983
[73]	eval-auc:0.696151	train-auc:0.999984
[74]	eval-auc:0.696203	train-auc:0.999984
[75]	eval-auc:0.695463	train-auc:0.999991
[76]	eval-auc:0.694863	train-auc:0.999991
[77]	eval-auc:0.695168	train-auc:0.999992
[78]	eval-auc:0.694458	train-auc:0.999992
[79]	eval-auc:0.694201	train-auc:0.999992
[80]	eval-auc:0.693621	train-auc:0.999992
[81]	eval-auc:0.693721	train-auc:0.999991
[82]	eval-auc:0.694813	train-auc:0.999996
[83]	eval-auc:0.6943	train-auc:0.999997
[84]	eval-auc:0.694367	train-auc:0.999998
[85]	eval-auc:0.694014	train-auc:0.999998
[86]	eval-auc:0.692754	train-auc:0.999999
[87]	eval-auc:0.692826	train-auc:0.999999
[88]	eval-auc:0.693082	train-auc:0.999999
[89]	eval-auc:0.693312	train-auc:0.999999
[90]	eval-auc:0.692923	train-auc:0.999999
[91]	eval-auc:0.692648	train-auc:0.999999
[92]	eval-auc:0.692739	train-auc:0.999999
[93]	eval-auc:0.692686	train-auc:0.999999
[94]	eval-auc:0.69298	train-auc:0.999999
[95]	eval-auc:0.69338	train-auc:0.999999
[96]	eval-auc:0.693141	train-auc:1
[97]	eval-auc:0.692523	train-auc:1
[98]	eval-auc:0.692119	train-auc:1
[99]	eval-auc:0.691949	train-auc:1
[100]	eval-auc:0.6916	train-auc:1
[101]	eval-auc:0.691866	train-auc:1
[102]	eval-auc:0.692529	train-auc:1
[103]	eval-auc:0.692593	train-auc:1
[104]	eval-auc:0.692613	train-auc:1
[105]	eval-auc:0.692734	train-auc:1
[106]	eval-auc:0.692163	train-auc:1
[107]	eval-auc:0.692357	train-auc:1
[108]	eval-auc:0.693991	train-auc:1
[109]	eval-auc:0.693732	train-auc:1
[110]	eval-auc:0.693712	train-auc:1
[111]	eval-auc:0.694365	train-auc:1
[112]	eval-auc:0.693977	train-auc:1
[113]	eval-auc:0.693503	train-auc:1
[114]	eval-auc:0.69377	train-auc:1
[115]	eval-auc:0.694006	train-auc:1
[116]	eval-auc:0.694204	train-auc:1
[117]	eval-auc:0.694808	train-auc:1
[118]	eval-auc:0.694942	train-auc:1
[119]	eval-auc:0.695127	train-auc:1
[120]	eval-auc:0.695445	train-auc:1
[121]	eval-auc:0.695529	train-auc:1
[122]	eval-auc:0.695352	train-auc:1
[123]	eval-auc:0.695335	train-auc:1
[124]	eval-auc:0.695707	train-auc:1
[125]	eval-auc:0.69572	train-auc:1
[126]	eval-auc:0.695188	train-auc:1
[127]	eval-auc:0.694525	train-auc:1
[128]	eval-auc:0.694001	train-auc:1
[129]	eval-auc:0.69349	train-auc:1
[130]	eval-auc:0.693573	train-auc:1
[131]	eval-auc:0.693229	train-auc:1
[132]	eval-auc:0.693273	train-auc:1
[133]	eval-auc:0.693217	train-auc:1
[134]	eval-auc:0.693266	train-auc:1
[135]	eval-auc:0.693002	train-auc:1
[136]	eval-auc:0.693978	train-auc:1
[137]	eval-auc:0.694074	train-auc:1
[138]	eval-auc:0.693893	train-auc:1
[139]	eval-auc:0.694033	train-auc:1
[140]	eval-auc:0.694262	train-auc:1
[141]	eval-auc:0.69387	train-auc:1
[142]	eval-auc:0.694679	train-auc:1
[143]	eval-auc:0.694324	train-auc:1
[144]	eval-auc:0.694216	train-auc:1
[145]	eval-auc:0.693883	train-auc:1
[146]	eval-auc:0.693919	train-auc:1
[147]	eval-auc:0.694099	train-auc:1
[148]	eval-auc:0.694119	train-auc:1
[149]	eval-auc:0.693983	train-auc:1
[150]	eval-auc:0.693835	train-auc:1
[151]	eval-auc:0.693453	train-auc:1
[152]	eval-auc:0.69384	train-auc:1
[153]	eval-auc:0.693682	train-auc:1
[154]	eval-auc:0.693183	train-auc:1
[155]	eval-auc:0.69303	train-auc:1
[156]	eval-auc:0.692769	train-auc:1
[157]	eval-auc:0.692611	train-auc:1
[158]	eval-auc:0.692836	train-auc:1
[159]	eval-auc:0.693012	train-auc:1
[160]	eval-auc:0.692903	train-auc:1
[161]	eval-auc:0.693039	train-auc:1
[162]	eval-auc:0.692908	train-auc:1
[163]	eval-auc:0.692766	train-auc:1
[164]	eval-auc:0.692384	train-auc:1
[165]	eval-auc:0.691911	train-auc:1
[166]	eval-auc:0.69206	train-auc:1
[167]	eval-auc:0.692244	train-auc:1
[168]	eval-auc:0.692917	train-auc:1
[169]	eval-auc:0.692884	train-auc:1
[170]	eval-auc:0.692412	train-auc:1
[171]	eval-auc:0.692247	train-auc:1
[172]	eval-auc:0.692422	train-auc:1
[173]	eval-auc:0.692179	train-auc:1
[174]	eval-auc:0.692495	train-auc:1
[175]	eval-auc:0.692303	train-auc:1
[176]	eval-auc:0.692486	train-auc:1
[177]	eval-auc:0.692745	train-auc:1
[178]	eval-auc:0.692747	train-auc:1
[179]	eval-auc:0.69259	train-auc:1
[180]	eval-auc:0.692648	train-auc:1
[181]	eval-auc:0.692501	train-auc:1
[182]	eval-auc:0.69275	train-auc:1
[183]	eval-auc:0.692908	train-auc:1
[184]	eval-auc:0.692879	train-auc:1
[185]	eval-auc:0.692932	train-auc:1
[186]	eval-auc:0.693272	train-auc:1
[187]	eval-auc:0.693168	train-auc:1
[188]	eval-auc:0.692829	train-auc:1
[189]	eval-auc:0.693019	train-auc:1
[190]	eval-auc:0.692788	train-auc:1
[191]	eval-auc:0.692535	train-auc:1
[192]	eval-auc:0.69304	train-auc:1
[193]	eval-auc:0.692745	train-auc:1
[194]	eval-auc:0.692695	train-auc:1
[195]	eval-auc:0.69239	train-auc:1
[196]	eval-auc:0.691994	train-auc:1
[197]	eval-auc:0.691936	train-auc:1
[198]	eval-auc:0.692077	train-auc:1
[199]	eval-auc:0.691932	train-auc:1
[200]	eval-auc:0.6916	train-auc:1
[201]	eval-auc:0.691694	train-auc:1
[202]	eval-auc:0.691388	train-auc:1
[203]	eval-auc:0.691222	train-auc:1
[204]	eval-auc:0.691125	train-auc:1
[205]	eval-auc:0.691079	train-auc:1
[206]	eval-auc:0.691096	train-auc:1
[207]	eval-auc:0.691096	train-auc:1
[208]	eval-auc:0.690995	train-auc:1
[209]	eval-auc:0.690947	train-auc:1
[210]	eval-auc:0.691263	train-auc:1
[211]	eval-auc:0.691099	train-auc:1
[212]	eval-auc:0.690473	train-auc:1
[213]	eval-auc:0.690473	train-auc:1
[214]	eval-auc:0.690534	train-auc:1
[215]	eval-auc:0.690534	train-auc:1
[216]	eval-auc:0.690444	train-auc:1
[217]	eval-auc:0.690444	train-auc:1
[218]	eval-auc:0.689803	train-auc:1
[219]	eval-auc:0.689803	train-auc:1
[220]	eval-auc:0.689803	train-auc:1
[221]	eval-auc:0.689803	train-auc:1
[222]	eval-auc:0.689925	train-auc:1
[223]	eval-auc:0.689369	train-auc:1
[224]	eval-auc:0.689863	train-auc:1
[225]	eval-auc:0.689631	train-auc:1
[226]	eval-auc:0.68939	train-auc:1
[227]	eval-auc:0.689077	train-auc:1
[228]	eval-auc:0.688944	train-auc:1
[229]	eval-auc:0.688961	train-auc:1
[230]	eval-auc:0.689078	train-auc:1
[231]	eval-auc:0.689157	train-auc:1
[232]	eval-auc:0.689276	train-auc:1
[233]	eval-auc:0.689322	train-auc:1
[234]	eval-auc:0.689014	train-auc:1
[235]	eval-auc:0.689037	train-auc:1
[236]	eval-auc:0.689144	train-auc:1
[237]	eval-auc:0.689122	train-auc:1
[238]	eval-auc:0.688941	train-auc:1
[239]	eval-auc:0.688981	train-auc:1
[240]	eval-auc:0.688783	train-auc:1
[241]	eval-auc:0.688783	train-auc:1
[242]	eval-auc:0.688771	train-auc:1
[243]	eval-auc:0.688728	train-auc:1
[244]	eval-auc:0.688786	train-auc:1
[245]	eval-auc:0.688309	train-auc:1
[246]	eval-auc:0.688194	train-auc:1
[247]	eval-auc:0.689208	train-auc:1
[248]	eval-auc:0.689578	train-auc:1
[249]	eval-auc:0.689738	train-auc:1
[250]	eval-auc:0.689512	train-auc:1
[251]	eval-auc:0.689512	train-auc:1
[252]	eval-auc:0.68915	train-auc:1
[253]	eval-auc:0.688918	train-auc:1
[254]	eval-auc:0.688777	train-auc:1
[255]	eval-auc:0.689017	train-auc:1
[256]	eval-auc:0.689144	train-auc:1
[257]	eval-auc:0.689229	train-auc:1
[258]	eval-auc:0.689228	train-auc:1
[259]	eval-auc:0.689351	train-auc:1
[260]	eval-auc:0.68915	train-auc:1
[261]	eval-auc:0.689193	train-auc:1
[262]	eval-auc:0.689186	train-auc:1
[263]	eval-auc:0.689186	train-auc:1
[264]	eval-auc:0.689141	train-auc:1
[265]	eval-auc:0.68918	train-auc:1
[266]	eval-auc:0.688769	train-auc:1
[267]	eval-auc:0.688757	train-auc:1
[268]	eval-auc:0.688661	train-auc:1
[269]	eval-auc:0.688695	train-auc:1
[270]	eval-auc:0.688731	train-auc:1
[271]	eval-auc:0.688731	train-auc:1
[272]	eval-auc:0.688731	train-auc:1
[273]	eval-auc:0.688731	train-auc:1
[274]	eval-auc:0.688673	train-auc:1
[275]	eval-auc:0.688673	train-auc:1
[276]	eval-auc:0.688827	train-auc:1
[277]	eval-auc:0.688498	train-auc:1
[278]	eval-auc:0.688564	train-auc:1
[279]	eval-auc:0.688481	train-auc:1
[280]	eval-auc:0.688318	train-auc:1
[281]	eval-auc:0.688385	train-auc:1
[282]	eval-auc:0.688798	train-auc:1
[283]	eval-auc:0.688842	train-auc:1
[284]	eval-auc:0.68931	train-auc:1
[285]	eval-auc:0.689132	train-auc:1
[286]	eval-auc:0.688914	train-auc:1
[287]	eval-auc:0.688914	train-auc:1
[288]	eval-auc:0.688786	train-auc:1
[289]	eval-auc:0.689039	train-auc:1
[290]	eval-auc:0.689039	train-auc:1
[291]	eval-auc:0.689039	train-auc:1
[292]	eval-auc:0.689066	train-auc:1
[293]	eval-auc:0.689066	train-auc:1
[294]	eval-auc:0.689066	train-auc:1
[295]	eval-auc:0.689066	train-auc:1
[296]	eval-auc:0.689066	train-auc:1
[297]	eval-auc:0.689066	train-auc:1
[298]	eval-auc:0.689366	train-auc:1
[299]	eval-auc:0.689366	train-auc:1
[300]	eval-auc:0.689814	train-auc:1
[301]	eval-auc:0.689672	train-auc:1
[302]	eval-auc:0.689672	train-auc:1
[303]	eval-auc:0.689741	train-auc:1
[304]	eval-auc:0.689645	train-auc:1
[305]	eval-auc:0.689645	train-auc:1
[306]	eval-auc:0.689742	train-auc:1
[307]	eval-auc:0.690193	train-auc:1
[308]	eval-auc:0.690304	train-auc:1
[309]	eval-auc:0.690304	train-auc:1
[310]	eval-auc:0.690304	train-auc:1
[311]	eval-auc:0.690362	train-auc:1
[312]	eval-auc:0.690362	train-auc:1
[313]	eval-auc:0.690362	train-auc:1
[314]	eval-auc:0.690362	train-auc:1
[315]	eval-auc:0.690362	train-auc:1
[316]	eval-auc:0.690362	train-auc:1
[317]	eval-auc:0.690421	train-auc:1
[318]	eval-auc:0.690421	train-auc:1
[319]	eval-auc:0.690421	train-auc:1
[320]	eval-auc:0.690421	train-auc:1
[321]	eval-auc:0.690421	train-auc:1
[322]	eval-auc:0.690421	train-auc:1
[323]	eval-auc:0.690421	train-auc:1
[324]	eval-auc:0.690421	train-auc:1
[325]	eval-auc:0.690435	train-auc:1
[326]	eval-auc:0.690435	train-auc:1
[327]	eval-auc:0.690318	train-auc:1
[328]	eval-auc:0.690246	train-auc:1
[329]	eval-auc:0.690327	train-auc:1
[330]	eval-auc:0.690455	train-auc:1
[331]	eval-auc:0.690659	train-auc:1
[332]	eval-auc:0.690689	train-auc:1
[333]	eval-auc:0.690689	train-auc:1
[334]	eval-auc:0.690677	train-auc:1
[335]	eval-auc:0.690677	train-auc:1
[336]	eval-auc:0.690657	train-auc:1
[337]	eval-auc:0.690884	train-auc:1
[338]	eval-auc:0.690775	train-auc:1
[339]	eval-auc:0.690622	train-auc:1
[340]	eval-auc:0.690606	train-auc:1
[341]	eval-auc:0.691003	train-auc:1
[342]	eval-auc:0.691003	train-auc:1
[343]	eval-auc:0.69097	train-auc:1
[344]	eval-auc:0.69097	train-auc:1
[345]	eval-auc:0.69097	train-auc:1
[346]	eval-auc:0.690924	train-auc:1
[347]	eval-auc:0.690924	train-auc:1
[348]	eval-auc:0.690924	train-auc:1
[349]	eval-auc:0.690924	train-auc:1
[350]	eval-auc:0.690804	train-auc:1
[351]	eval-auc:0.690804	train-auc:1
[352]	eval-auc:0.690804	train-auc:1
[353]	eval-auc:0.690889	train-auc:1
[354]	eval-auc:0.690889	train-auc:1
[355]	eval-auc:0.690889	train-auc:1
[356]	eval-auc:0.690889	train-auc:1
[357]	eval-auc:0.690889	train-auc:1
[358]	eval-auc:0.690878	train-auc:1
[359]	eval-auc:0.69093	train-auc:1
[360]	eval-auc:0.690825	train-auc:1
[361]	eval-auc:0.690825	train-auc:1
[362]	eval-auc:0.690825	train-auc:1
[363]	eval-auc:0.690825	train-auc:1
[364]	eval-auc:0.690825	train-auc:1
[365]	eval-auc:0.690959	train-auc:1
[366]	eval-auc:0.690699	train-auc:1
[367]	eval-auc:0.690651	train-auc:1
[368]	eval-auc:0.690651	train-auc:1
[369]	eval-auc:0.690726	train-auc:1
[370]	eval-auc:0.690586	train-auc:1
[371]	eval-auc:0.690377	train-auc:1
[372]	eval-auc:0.690246	train-auc:1
[373]	eval-auc:0.690246	train-auc:1
[374]	eval-auc:0.690246	train-auc:1
[375]	eval-auc:0.690161	train-auc:1
[376]	eval-auc:0.690161	train-auc:1
[377]	eval-auc:0.690161	train-auc:1
[378]	eval-auc:0.690161	train-auc:1
	Score 0.6901609838102548


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 7, 'min_child_weight': 2.0, 'n_estimators': 635.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.699797	train-auc:0.785262
[1]	eval-auc:0.676916	train-auc:0.820683
[2]	eval-auc:0.689524	train-auc:0.851803
[3]	eval-auc:0.697702	train-auc:0.874094
[4]	eval-auc:0.697404	train-auc:0.882153
[5]	eval-auc:0.69602	train-auc:0.901675
[6]	eval-auc:0.693944	train-auc:0.913153
[7]	eval-auc:0.691184	train-auc:0.920032
[8]	eval-auc:0.690944	train-auc:0.928584
[9]	eval-auc:0.691295	train-auc:0.933908
[10]	eval-auc:0.688918	train-auc:0.940052
[11]	eval-auc:0.691405	train-auc:0.946616
[12]	eval-auc:0.692123	train-auc:0.953684
[13]	eval-auc:0.693058	train-auc:0.956623
[14]	eval-auc:0.689777	train-auc:0.961543
[15]	eval-auc:0.68992	train-auc:0.962706
[16]	eval-auc:0.691908	train-auc:0.964744
[17]	eval-auc:0.690828	train-auc:0.966942
[18]	eval-auc:0.692014	train-auc:0.968481
[19]	eval-auc:0.691667	train-auc:0.970905
[20]	eval-auc:0.693669	train-auc:0.972925
[21]	eval-auc:0.695454	train-auc:0.974487
[22]	eval-auc:0.694645	train-auc:0.97641
[23]	eval-auc:0.694065	train-auc:0.976997
[24]	eval-auc:0.693351	train-auc:0.978838
[25]	eval-auc:0.694014	train-auc:0.97955
[26]	eval-auc:0.696244	train-auc:0.981851
[27]	eval-auc:0.696675	train-auc:0.983216
[28]	eval-auc:0.697178	train-auc:0.984308
[29]	eval-auc:0.695705	train-auc:0.985242
[30]	eval-auc:0.696876	train-auc:0.986382
[31]	eval-auc:0.69763	train-auc:0.986705
[32]	eval-auc:0.696978	train-auc:0.987869
[33]	eval-auc:0.69552	train-auc:0.989219
[34]	eval-auc:0.694933	train-auc:0.989756
[35]	eval-auc:0.692439	train-auc:0.990718
[36]	eval-auc:0.692957	train-auc:0.991446
[37]	eval-auc:0.693139	train-auc:0.991904
[38]	eval-auc:0.693954	train-auc:0.992363
[39]	eval-auc:0.693717	train-auc:0.99359
[40]	eval-auc:0.693045	train-auc:0.993811
[41]	eval-auc:0.692826	train-auc:0.994673
[42]	eval-auc:0.691819	train-auc:0.995003
[43]	eval-auc:0.69158	train-auc:0.995067
[44]	eval-auc:0.690903	train-auc:0.995188
[45]	eval-auc:0.691994	train-auc:0.995585
[46]	eval-auc:0.693943	train-auc:0.996185
[47]	eval-auc:0.693844	train-auc:0.996374
[48]	eval-auc:0.693228	train-auc:0.996717
[49]	eval-auc:0.693392	train-auc:0.997032
[50]	eval-auc:0.695334	train-auc:0.997318
[51]	eval-auc:0.695544	train-auc:0.997588
[52]	eval-auc:0.695816	train-auc:0.997577
[53]	eval-auc:0.696215	train-auc:0.997743
[54]	eval-auc:0.695794	train-auc:0.997817
[55]	eval-auc:0.696263	train-auc:0.997861
[56]	eval-auc:0.695497	train-auc:0.998051
[57]	eval-auc:0.696383	train-auc:0.998151
[58]	eval-auc:0.696872	train-auc:0.998379
[59]	eval-auc:0.69608	train-auc:0.998444
[60]	eval-auc:0.694123	train-auc:0.998522
[61]	eval-auc:0.693512	train-auc:0.99878
[62]	eval-auc:0.693432	train-auc:0.998797
[63]	eval-auc:0.693241	train-auc:0.99883
[64]	eval-auc:0.692419	train-auc:0.999042
[65]	eval-auc:0.691521	train-auc:0.999113
[66]	eval-auc:0.692841	train-auc:0.999166
[67]	eval-auc:0.693173	train-auc:0.999284
[68]	eval-auc:0.692972	train-auc:0.999332
[69]	eval-auc:0.693785	train-auc:0.999346
[70]	eval-auc:0.694783	train-auc:0.999366
[71]	eval-auc:0.69479	train-auc:0.999405
[72]	eval-auc:0.695209	train-auc:0.999444
[73]	eval-auc:0.695905	train-auc:0.9995
[74]	eval-auc:0.695227	train-auc:0.99955
[75]	eval-auc:0.695308	train-auc:0.999587
[76]	eval-auc:0.696075	train-auc:0.999637
[77]	eval-auc:0.696391	train-auc:0.999633
[78]	eval-auc:0.696049	train-auc:0.999647
[79]	eval-auc:0.695923	train-auc:0.999653
[80]	eval-auc:0.695734	train-auc:0.999669
[81]	eval-auc:0.695285	train-auc:0.999675
[82]	eval-auc:0.696269	train-auc:0.999711
[83]	eval-auc:0.695953	train-auc:0.999714
[84]	eval-auc:0.696427	train-auc:0.999742
[85]	eval-auc:0.696261	train-auc:0.999775
[86]	eval-auc:0.696412	train-auc:0.999777
[87]	eval-auc:0.696703	train-auc:0.999796
[88]	eval-auc:0.696709	train-auc:0.999815
[89]	eval-auc:0.696994	train-auc:0.999817
[90]	eval-auc:0.696419	train-auc:0.999815
[91]	eval-auc:0.696544	train-auc:0.999831
[92]	eval-auc:0.697105	train-auc:0.999836
[93]	eval-auc:0.697613	train-auc:0.999843
[94]	eval-auc:0.697402	train-auc:0.999834
[95]	eval-auc:0.697555	train-auc:0.999845
[96]	eval-auc:0.697109	train-auc:0.999848
[97]	eval-auc:0.697663	train-auc:0.999851
[98]	eval-auc:0.697994	train-auc:0.999855
[99]	eval-auc:0.698749	train-auc:0.999884
[100]	eval-auc:0.697621	train-auc:0.999892
[101]	eval-auc:0.697135	train-auc:0.999902
[102]	eval-auc:0.696427	train-auc:0.999903
[103]	eval-auc:0.696186	train-auc:0.999908
[104]	eval-auc:0.695985	train-auc:0.999912
[105]	eval-auc:0.696307	train-auc:0.999941
[106]	eval-auc:0.696716	train-auc:0.999948
[107]	eval-auc:0.696316	train-auc:0.999962
[108]	eval-auc:0.695596	train-auc:0.999963
[109]	eval-auc:0.694993	train-auc:0.999982
[110]	eval-auc:0.695003	train-auc:0.999982
[111]	eval-auc:0.694029	train-auc:0.99998
[112]	eval-auc:0.693418	train-auc:0.999979
[113]	eval-auc:0.693711	train-auc:0.999983
[114]	eval-auc:0.694912	train-auc:0.999983
[115]	eval-auc:0.694461	train-auc:0.999983
[116]	eval-auc:0.694597	train-auc:0.999982
[117]	eval-auc:0.694274	train-auc:0.999978
[118]	eval-auc:0.692945	train-auc:0.999976
[119]	eval-auc:0.693589	train-auc:0.999979
[120]	eval-auc:0.69326	train-auc:0.999981
[121]	eval-auc:0.69287	train-auc:0.999982
[122]	eval-auc:0.692707	train-auc:0.999981
[123]	eval-auc:0.692824	train-auc:0.999982
[124]	eval-auc:0.693298	train-auc:0.999983
[125]	eval-auc:0.692998	train-auc:0.999983
[126]	eval-auc:0.693002	train-auc:0.999986
[127]	eval-auc:0.692302	train-auc:0.999986
[128]	eval-auc:0.69257	train-auc:0.999986
[129]	eval-auc:0.692766	train-auc:0.999988
[130]	eval-auc:0.69285	train-auc:0.999988
[131]	eval-auc:0.692316	train-auc:0.999995
[132]	eval-auc:0.692482	train-auc:0.999994
[133]	eval-auc:0.692281	train-auc:0.999992
[134]	eval-auc:0.692742	train-auc:0.999992
[135]	eval-auc:0.692868	train-auc:0.999993
[136]	eval-auc:0.692325	train-auc:0.999992
[137]	eval-auc:0.691905	train-auc:0.999996
[138]	eval-auc:0.691595	train-auc:0.999996
[139]	eval-auc:0.691553	train-auc:0.999994
[140]	eval-auc:0.691886	train-auc:0.999995
[141]	eval-auc:0.692116	train-auc:0.999996
[142]	eval-auc:0.691803	train-auc:0.999997
[143]	eval-auc:0.691605	train-auc:0.999996
[144]	eval-auc:0.691114	train-auc:0.999996
[145]	eval-auc:0.691384	train-auc:0.999996
[146]	eval-auc:0.691941	train-auc:0.999996
[147]	eval-auc:0.691003	train-auc:0.999997
[148]	eval-auc:0.690461	train-auc:0.999997
[149]	eval-auc:0.690589	train-auc:0.999997
[150]	eval-auc:0.691364	train-auc:0.999997
[151]	eval-auc:0.691623	train-auc:0.999997
[152]	eval-auc:0.691886	train-auc:0.999997
[153]	eval-auc:0.691443	train-auc:0.999998
[154]	eval-auc:0.69105	train-auc:0.999998
[155]	eval-auc:0.69163	train-auc:0.999999
[156]	eval-auc:0.69215	train-auc:0.999999
[157]	eval-auc:0.691888	train-auc:0.999999
[158]	eval-auc:0.691548	train-auc:0.999999
[159]	eval-auc:0.691094	train-auc:0.999999
[160]	eval-auc:0.691396	train-auc:0.999999
[161]	eval-auc:0.692139	train-auc:0.999999
[162]	eval-auc:0.692255	train-auc:1
[163]	eval-auc:0.692437	train-auc:1
[164]	eval-auc:0.692913	train-auc:1
[165]	eval-auc:0.694108	train-auc:1
[166]	eval-auc:0.694408	train-auc:1
[167]	eval-auc:0.694636	train-auc:1
[168]	eval-auc:0.694374	train-auc:0.999999
[169]	eval-auc:0.693977	train-auc:0.999999
[170]	eval-auc:0.693758	train-auc:0.999999
[171]	eval-auc:0.693628	train-auc:1
[172]	eval-auc:0.694029	train-auc:1
[173]	eval-auc:0.694294	train-auc:1
[174]	eval-auc:0.694734	train-auc:1
[175]	eval-auc:0.69455	train-auc:1
[176]	eval-auc:0.694566	train-auc:1
[177]	eval-auc:0.694907	train-auc:1
[178]	eval-auc:0.694959	train-auc:1
[179]	eval-auc:0.695538	train-auc:1
[180]	eval-auc:0.696092	train-auc:1
[181]	eval-auc:0.69626	train-auc:1
[182]	eval-auc:0.696655	train-auc:1
[183]	eval-auc:0.696646	train-auc:1
[184]	eval-auc:0.69671	train-auc:1
[185]	eval-auc:0.696649	train-auc:1
[186]	eval-auc:0.696965	train-auc:1
[187]	eval-auc:0.696803	train-auc:1
[188]	eval-auc:0.696949	train-auc:1
[189]	eval-auc:0.697199	train-auc:1
[190]	eval-auc:0.697208	train-auc:1
[191]	eval-auc:0.696879	train-auc:1
[192]	eval-auc:0.69666	train-auc:1
[193]	eval-auc:0.696768	train-auc:1
[194]	eval-auc:0.696547	train-auc:1
[195]	eval-auc:0.696715	train-auc:1
[196]	eval-auc:0.696066	train-auc:1
[197]	eval-auc:0.69666	train-auc:1
[198]	eval-auc:0.697092	train-auc:1
[199]	eval-auc:0.69652	train-auc:1
[200]	eval-auc:0.696005	train-auc:1
[201]	eval-auc:0.69544	train-auc:1
[202]	eval-auc:0.694405	train-auc:1
[203]	eval-auc:0.694428	train-auc:1
[204]	eval-auc:0.6941	train-auc:1
[205]	eval-auc:0.694443	train-auc:1
[206]	eval-auc:0.694088	train-auc:1
[207]	eval-auc:0.694313	train-auc:1
[208]	eval-auc:0.694382	train-auc:1
[209]	eval-auc:0.694546	train-auc:1
[210]	eval-auc:0.694335	train-auc:1
[211]	eval-auc:0.694277	train-auc:1
[212]	eval-auc:0.694551	train-auc:1
[213]	eval-auc:0.694452	train-auc:1
[214]	eval-auc:0.694533	train-auc:1
[215]	eval-auc:0.694531	train-auc:1
[216]	eval-auc:0.694464	train-auc:1
[217]	eval-auc:0.694405	train-auc:1
[218]	eval-auc:0.694221	train-auc:1
[219]	eval-auc:0.694295	train-auc:1
[220]	eval-auc:0.694211	train-auc:1
[221]	eval-auc:0.694224	train-auc:1
[222]	eval-auc:0.694722	train-auc:1
[223]	eval-auc:0.695008	train-auc:1
[224]	eval-auc:0.694857	train-auc:1
[225]	eval-auc:0.694996	train-auc:1
[226]	eval-auc:0.695515	train-auc:1
[227]	eval-auc:0.695976	train-auc:1
[228]	eval-auc:0.695622	train-auc:1
[229]	eval-auc:0.695669	train-auc:1
[230]	eval-auc:0.695328	train-auc:1
[231]	eval-auc:0.695034	train-auc:1
[232]	eval-auc:0.694869	train-auc:1
[233]	eval-auc:0.694687	train-auc:1
[234]	eval-auc:0.694834	train-auc:1
[235]	eval-auc:0.694758	train-auc:1
[236]	eval-auc:0.694795	train-auc:1
[237]	eval-auc:0.69481	train-auc:1
[238]	eval-auc:0.69507	train-auc:1
[239]	eval-auc:0.695229	train-auc:1
[240]	eval-auc:0.69484	train-auc:1
[241]	eval-auc:0.694824	train-auc:1
[242]	eval-auc:0.694457	train-auc:1
[243]	eval-auc:0.694487	train-auc:1
[244]	eval-auc:0.69425	train-auc:1
[245]	eval-auc:0.694151	train-auc:1
[246]	eval-auc:0.693939	train-auc:1
[247]	eval-auc:0.694056	train-auc:1
[248]	eval-auc:0.693435	train-auc:1
[249]	eval-auc:0.693185	train-auc:1
[250]	eval-auc:0.693624	train-auc:1
[251]	eval-auc:0.693286	train-auc:1
[252]	eval-auc:0.693603	train-auc:1
[253]	eval-auc:0.693486	train-auc:1
[254]	eval-auc:0.693168	train-auc:1
[255]	eval-auc:0.693047	train-auc:1
[256]	eval-auc:0.693092	train-auc:1
[257]	eval-auc:0.693179	train-auc:1
[258]	eval-auc:0.693194	train-auc:1
[259]	eval-auc:0.693194	train-auc:1
[260]	eval-auc:0.693379	train-auc:1
[261]	eval-auc:0.693105	train-auc:1
[262]	eval-auc:0.693277	train-auc:1
[263]	eval-auc:0.693179	train-auc:1
[264]	eval-auc:0.693106	train-auc:1
[265]	eval-auc:0.693439	train-auc:1
[266]	eval-auc:0.692922	train-auc:1
[267]	eval-auc:0.693228	train-auc:1
[268]	eval-auc:0.6934	train-auc:1
[269]	eval-auc:0.693072	train-auc:1
[270]	eval-auc:0.692981	train-auc:1
[271]	eval-auc:0.693171	train-auc:1
[272]	eval-auc:0.692865	train-auc:1
[273]	eval-auc:0.693205	train-auc:1
[274]	eval-auc:0.692995	train-auc:1
[275]	eval-auc:0.692929	train-auc:1
[276]	eval-auc:0.693307	train-auc:1
[277]	eval-auc:0.6937	train-auc:1
[278]	eval-auc:0.693316	train-auc:1
[279]	eval-auc:0.693188	train-auc:1
[280]	eval-auc:0.693129	train-auc:1
[281]	eval-auc:0.693072	train-auc:1
[282]	eval-auc:0.693302	train-auc:1
[283]	eval-auc:0.693024	train-auc:1
[284]	eval-auc:0.692937	train-auc:1
[285]	eval-auc:0.693123	train-auc:1
[286]	eval-auc:0.692928	train-auc:1
[287]	eval-auc:0.693184	train-auc:1
[288]	eval-auc:0.693441	train-auc:1
[289]	eval-auc:0.693439	train-auc:1
[290]	eval-auc:0.692937	train-auc:1
[291]	eval-auc:0.692815	train-auc:1
[292]	eval-auc:0.693031	train-auc:1
[293]	eval-auc:0.692843	train-auc:1
[294]	eval-auc:0.692756	train-auc:1
[295]	eval-auc:0.693319	train-auc:1
[296]	eval-auc:0.69327	train-auc:1
[297]	eval-auc:0.693065	train-auc:1
[298]	eval-auc:0.692998	train-auc:1
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[300]	eval-auc:0.692646	train-auc:1
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[302]	eval-auc:0.692515	train-auc:1
[303]	eval-auc:0.692817	train-auc:1
[304]	eval-auc:0.692791	train-auc:1
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[306]	eval-auc:0.693219	train-auc:1
[307]	eval-auc:0.693012	train-auc:1
[308]	eval-auc:0.692953	train-auc:1
[309]	eval-auc:0.693037	train-auc:1
[310]	eval-auc:0.693404	train-auc:1
[311]	eval-auc:0.693161	train-auc:1
[312]	eval-auc:0.693144	train-auc:1
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[315]	eval-auc:0.693295	train-auc:1
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[318]	eval-auc:0.693512	train-auc:1
[319]	eval-auc:0.693074	train-auc:1
[320]	eval-auc:0.692896	train-auc:1
[321]	eval-auc:0.693075	train-auc:1
[322]	eval-auc:0.694592	train-auc:1
[323]	eval-auc:0.694601	train-auc:1
[324]	eval-auc:0.694481	train-auc:1
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[326]	eval-auc:0.694763	train-auc:1
[327]	eval-auc:0.694773	train-auc:1
[328]	eval-auc:0.694811	train-auc:1
[329]	eval-auc:0.694384	train-auc:1
[330]	eval-auc:0.69461	train-auc:1
[331]	eval-auc:0.694609	train-auc:1
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[334]	eval-auc:0.694271	train-auc:1
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[337]	eval-auc:0.694414	train-auc:1
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[339]	eval-auc:0.694481	train-auc:1
[340]	eval-auc:0.694498	train-auc:1
[341]	eval-auc:0.694892	train-auc:1
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[344]	eval-auc:0.694857	train-auc:1
[345]	eval-auc:0.695087	train-auc:1
[346]	eval-auc:0.695087	train-auc:1
[347]	eval-auc:0.695178	train-auc:1
[348]	eval-auc:0.695153	train-auc:1
[349]	eval-auc:0.695153	train-auc:1
[350]	eval-auc:0.695148	train-auc:1
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[352]	eval-auc:0.695375	train-auc:1
[353]	eval-auc:0.695399	train-auc:1
[354]	eval-auc:0.69536	train-auc:1
[355]	eval-auc:0.695521	train-auc:1
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[358]	eval-auc:0.695457	train-auc:1
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[360]	eval-auc:0.695242	train-auc:1
[361]	eval-auc:0.694833	train-auc:1
[362]	eval-auc:0.694833	train-auc:1
[363]	eval-auc:0.694417	train-auc:1
[364]	eval-auc:0.694403	train-auc:1
[365]	eval-auc:0.694577	train-auc:1
[366]	eval-auc:0.694859	train-auc:1
[367]	eval-auc:0.694892	train-auc:1
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[370]	eval-auc:0.694294	train-auc:1
[371]	eval-auc:0.694123	train-auc:1
[372]	eval-auc:0.69419	train-auc:1
[373]	eval-auc:0.69419	train-auc:1
[374]	eval-auc:0.694224	train-auc:1
[375]	eval-auc:0.694289	train-auc:1
[376]	eval-auc:0.694349	train-auc:1
[377]	eval-auc:0.693992	train-auc:1
[378]	eval-auc:0.693992	train-auc:1
[379]	eval-auc:0.694067	train-auc:1
[380]	eval-auc:0.694029	train-auc:1
[381]	eval-auc:0.694026	train-auc:1
[382]	eval-auc:0.69414	train-auc:1
[383]	eval-auc:0.694189	train-auc:1
[384]	eval-auc:0.694123	train-auc:1
[385]	eval-auc:0.694291	train-auc:1
[386]	eval-auc:0.694295	train-auc:1
[387]	eval-auc:0.694225	train-auc:1
[388]	eval-auc:0.694216	train-auc:1
[389]	eval-auc:0.694157	train-auc:1
[390]	eval-auc:0.694059	train-auc:1
[391]	eval-auc:0.694074	train-auc:1
[392]	eval-auc:0.694074	train-auc:1
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[394]	eval-auc:0.694094	train-auc:1
[395]	eval-auc:0.694412	train-auc:1
[396]	eval-auc:0.694448	train-auc:1
[397]	eval-auc:0.694448	train-auc:1
[398]	eval-auc:0.694269	train-auc:1
[399]	eval-auc:0.694045	train-auc:1
[400]	eval-auc:0.694045	train-auc:1
[401]	eval-auc:0.693897	train-auc:1
[402]	eval-auc:0.693714	train-auc:1
[403]	eval-auc:0.693304	train-auc:1
[404]	eval-auc:0.693387	train-auc:1
[405]	eval-auc:0.693387	train-auc:1
[406]	eval-auc:0.693387	train-auc:1
[407]	eval-auc:0.693298	train-auc:1
[408]	eval-auc:0.693129	train-auc:1
[409]	eval-auc:0.693269	train-auc:1
[410]	eval-auc:0.693178	train-auc:1
[411]	eval-auc:0.693178	train-auc:1
[412]	eval-auc:0.693226	train-auc:1
[413]	eval-auc:0.693226	train-auc:1
[414]	eval-auc:0.693226	train-auc:1
[415]	eval-auc:0.693159	train-auc:1
[416]	eval-auc:0.693286	train-auc:1
[417]	eval-auc:0.693269	train-auc:1
[418]	eval-auc:0.693255	train-auc:1
[419]	eval-auc:0.693156	train-auc:1
[420]	eval-auc:0.693196	train-auc:1
[421]	eval-auc:0.693196	train-auc:1
[422]	eval-auc:0.693196	train-auc:1
[423]	eval-auc:0.693068	train-auc:1
[424]	eval-auc:0.69298	train-auc:1
[425]	eval-auc:0.69298	train-auc:1
[426]	eval-auc:0.693037	train-auc:1
[427]	eval-auc:0.692777	train-auc:1
[428]	eval-auc:0.692969	train-auc:1
[429]	eval-auc:0.693173	train-auc:1
[430]	eval-auc:0.693173	train-auc:1
[431]	eval-auc:0.693328	train-auc:1
[432]	eval-auc:0.693185	train-auc:1
[433]	eval-auc:0.693374	train-auc:1
[434]	eval-auc:0.693231	train-auc:1
[435]	eval-auc:0.693336	train-auc:1
[436]	eval-auc:0.693406	train-auc:1
[437]	eval-auc:0.693406	train-auc:1
[438]	eval-auc:0.693205	train-auc:1
[439]	eval-auc:0.692826	train-auc:1
[440]	eval-auc:0.692715	train-auc:1
[441]	eval-auc:0.692715	train-auc:1
[442]	eval-auc:0.692715	train-auc:1
[443]	eval-auc:0.692667	train-auc:1
[444]	eval-auc:0.692745	train-auc:1
[445]	eval-auc:0.693012	train-auc:1
[446]	eval-auc:0.693012	train-auc:1
[447]	eval-auc:0.693051	train-auc:1
[448]	eval-auc:0.693005	train-auc:1
[449]	eval-auc:0.693005	train-auc:1
[450]	eval-auc:0.694301	train-auc:1
[451]	eval-auc:0.69449	train-auc:1
[452]	eval-auc:0.69449	train-auc:1
[453]	eval-auc:0.69449	train-auc:1
[454]	eval-auc:0.694495	train-auc:1
[455]	eval-auc:0.694495	train-auc:1
[456]	eval-auc:0.694451	train-auc:1
[457]	eval-auc:0.694431	train-auc:1
[458]	eval-auc:0.694371	train-auc:1
[459]	eval-auc:0.694208	train-auc:1
[460]	eval-auc:0.694237	train-auc:1
[461]	eval-auc:0.694123	train-auc:1
[462]	eval-auc:0.694134	train-auc:1
[463]	eval-auc:0.69428	train-auc:1
[464]	eval-auc:0.69428	train-auc:1
[465]	eval-auc:0.694164	train-auc:1
[466]	eval-auc:0.694164	train-auc:1
[467]	eval-auc:0.694138	train-auc:1
[468]	eval-auc:0.693989	train-auc:1
[469]	eval-auc:0.693727	train-auc:1
[470]	eval-auc:0.693915	train-auc:1
[471]	eval-auc:0.6937	train-auc:1
[472]	eval-auc:0.693503	train-auc:1
[473]	eval-auc:0.693455	train-auc:1
[474]	eval-auc:0.693592	train-auc:1
[475]	eval-auc:0.693592	train-auc:1
[476]	eval-auc:0.693592	train-auc:1
[477]	eval-auc:0.693459	train-auc:1
[478]	eval-auc:0.693459	train-auc:1
[479]	eval-auc:0.693449	train-auc:1
[480]	eval-auc:0.69326	train-auc:1
[481]	eval-auc:0.69326	train-auc:1
[482]	eval-auc:0.693395	train-auc:1
[483]	eval-auc:0.693375	train-auc:1
[484]	eval-auc:0.693104	train-auc:1
[485]	eval-auc:0.693104	train-auc:1
[486]	eval-auc:0.693104	train-auc:1
[487]	eval-auc:0.693104	train-auc:1
[488]	eval-auc:0.693104	train-auc:1
[489]	eval-auc:0.693104	train-auc:1
[490]	eval-auc:0.693104	train-auc:1
[491]	eval-auc:0.692973	train-auc:1
[492]	eval-auc:0.693149	train-auc:1
[493]	eval-auc:0.693149	train-auc:1
[494]	eval-auc:0.693184	train-auc:1
[495]	eval-auc:0.693184	train-auc:1
[496]	eval-auc:0.693187	train-auc:1
[497]	eval-auc:0.693187	train-auc:1
[498]	eval-auc:0.693187	train-auc:1
[499]	eval-auc:0.693187	train-auc:1
[500]	eval-auc:0.693187	train-auc:1
[501]	eval-auc:0.693126	train-auc:1
[502]	eval-auc:0.692951	train-auc:1
[503]	eval-auc:0.692951	train-auc:1
[504]	eval-auc:0.692635	train-auc:1
[505]	eval-auc:0.692635	train-auc:1
[506]	eval-auc:0.692325	train-auc:1
[507]	eval-auc:0.692122	train-auc:1
[508]	eval-auc:0.692122	train-auc:1
[509]	eval-auc:0.692055	train-auc:1
[510]	eval-auc:0.692229	train-auc:1
[511]	eval-auc:0.691947	train-auc:1
[512]	eval-auc:0.692119	train-auc:1
[513]	eval-auc:0.692276	train-auc:1
[514]	eval-auc:0.692276	train-auc:1
[515]	eval-auc:0.692276	train-auc:1
[516]	eval-auc:0.692173	train-auc:1
[517]	eval-auc:0.692236	train-auc:1
[518]	eval-auc:0.692236	train-auc:1
[519]	eval-auc:0.692236	train-auc:1
[520]	eval-auc:0.692236	train-auc:1
[521]	eval-auc:0.692236	train-auc:1
[522]	eval-auc:0.692236	train-auc:1
[523]	eval-auc:0.692185	train-auc:1
[524]	eval-auc:0.692223	train-auc:1
[525]	eval-auc:0.692226	train-auc:1
[526]	eval-auc:0.692471	train-auc:1
[527]	eval-auc:0.692536	train-auc:1
[528]	eval-auc:0.692536	train-auc:1
[529]	eval-auc:0.692751	train-auc:1
[530]	eval-auc:0.692908	train-auc:1
[531]	eval-auc:0.69274	train-auc:1
[532]	eval-auc:0.692549	train-auc:1
[533]	eval-auc:0.692549	train-auc:1
[534]	eval-auc:0.692511	train-auc:1
[535]	eval-auc:0.692634	train-auc:1
[536]	eval-auc:0.692634	train-auc:1
[537]	eval-auc:0.692629	train-auc:1
[538]	eval-auc:0.692629	train-auc:1
[539]	eval-auc:0.692629	train-auc:1
[540]	eval-auc:0.692547	train-auc:1
[541]	eval-auc:0.692547	train-auc:1
[542]	eval-auc:0.692547	train-auc:1
[543]	eval-auc:0.692392	train-auc:1
[544]	eval-auc:0.692392	train-auc:1
[545]	eval-auc:0.692392	train-auc:1
[546]	eval-auc:0.692392	train-auc:1
[547]	eval-auc:0.692392	train-auc:1
[548]	eval-auc:0.692392	train-auc:1
[549]	eval-auc:0.692392	train-auc:1
[550]	eval-auc:0.69238	train-auc:1
[551]	eval-auc:0.692593	train-auc:1
[552]	eval-auc:0.692593	train-auc:1
[553]	eval-auc:0.692447	train-auc:1
[554]	eval-auc:0.692447	train-auc:1
[555]	eval-auc:0.692447	train-auc:1
[556]	eval-auc:0.692447	train-auc:1
[557]	eval-auc:0.692418	train-auc:1
[558]	eval-auc:0.692614	train-auc:1
[559]	eval-auc:0.692588	train-auc:1
[560]	eval-auc:0.692588	train-auc:1
[561]	eval-auc:0.692588	train-auc:1
[562]	eval-auc:0.692492	train-auc:1
[563]	eval-auc:0.692109	train-auc:1
[564]	eval-auc:0.692109	train-auc:1
[565]	eval-auc:0.692109	train-auc:1
[566]	eval-auc:0.692109	train-auc:1
[567]	eval-auc:0.691885	train-auc:1
[568]	eval-auc:0.691885	train-auc:1
[569]	eval-auc:0.692127	train-auc:1
[570]	eval-auc:0.692127	train-auc:1
[571]	eval-auc:0.692127	train-auc:1
[572]	eval-auc:0.692011	train-auc:1
[573]	eval-auc:0.692011	train-auc:1
[574]	eval-auc:0.692011	train-auc:1
[575]	eval-auc:0.692011	train-auc:1
[576]	eval-auc:0.692173	train-auc:1
[577]	eval-auc:0.692173	train-auc:1
[578]	eval-auc:0.692236	train-auc:1
[579]	eval-auc:0.69206	train-auc:1
[580]	eval-auc:0.691857	train-auc:1
[581]	eval-auc:0.691857	train-auc:1
[582]	eval-auc:0.691857	train-auc:1
[583]	eval-auc:0.691857	train-auc:1
[584]	eval-auc:0.691973	train-auc:1
[585]	eval-auc:0.691888	train-auc:1
[586]	eval-auc:0.691888	train-auc:1
[587]	eval-auc:0.691888	train-auc:1
[588]	eval-auc:0.691888	train-auc:1
[589]	eval-auc:0.691888	train-auc:1
[590]	eval-auc:0.692069	train-auc:1
[591]	eval-auc:0.692069	train-auc:1
[592]	eval-auc:0.692069	train-auc:1
[593]	eval-auc:0.691911	train-auc:1
[594]	eval-auc:0.691976	train-auc:1
[595]	eval-auc:0.691976	train-auc:1
[596]	eval-auc:0.691976	train-auc:1
[597]	eval-auc:0.69201	train-auc:1
[598]	eval-auc:0.69201	train-auc:1
[599]	eval-auc:0.69201	train-auc:1
[600]	eval-auc:0.691979	train-auc:1
[601]	eval-auc:0.691979	train-auc:1
[602]	eval-auc:0.693481	train-auc:1
[603]	eval-auc:0.693481	train-auc:1
[604]	eval-auc:0.693481	train-auc:1
[605]	eval-auc:0.693481	train-auc:1
[606]	eval-auc:0.693481	train-auc:1
[607]	eval-auc:0.693371	train-auc:1
[608]	eval-auc:0.693344	train-auc:1
[609]	eval-auc:0.693149	train-auc:1
[610]	eval-auc:0.693149	train-auc:1
[611]	eval-auc:0.693149	train-auc:1
[612]	eval-auc:0.693149	train-auc:1
[613]	eval-auc:0.693149	train-auc:1
[614]	eval-auc:0.693149	train-auc:1
[615]	eval-auc:0.693149	train-auc:1
[616]	eval-auc:0.693149	train-auc:1
[617]	eval-auc:0.693161	train-auc:1
[618]	eval-auc:0.693133	train-auc:1
[619]	eval-auc:0.69327	train-auc:1
[620]	eval-auc:0.69327	train-auc:1
[621]	eval-auc:0.69327	train-auc:1
[622]	eval-auc:0.693225	train-auc:1
[623]	eval-auc:0.693225	train-auc:1
[624]	eval-auc:0.693225	train-auc:1
[625]	eval-auc:0.693071	train-auc:1
[626]	eval-auc:0.693407	train-auc:1
[627]	eval-auc:0.693277	train-auc:1
[628]	eval-auc:0.693208	train-auc:1
[629]	eval-auc:0.693048	train-auc:1
[630]	eval-auc:0.693048	train-auc:1
[631]	eval-auc:0.693048	train-auc:1
[632]	eval-auc:0.693048	train-auc:1
[633]	eval-auc:0.693089	train-auc:1
[634]	eval-auc:0.693089	train-auc:1
	Score 0.6930892080546723


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 321.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694776	train-auc:0.727936
[2]	eval-auc:0.698884	train-auc:0.729071
[3]	eval-auc:0.698281	train-auc:0.732545
[4]	eval-auc:0.701269	train-auc:0.734383
[5]	eval-auc:0.692622	train-auc:0.740709
[6]	eval-auc:0.690651	train-auc:0.740716
[7]	eval-auc:0.691983	train-auc:0.742816
[8]	eval-auc:0.6947	train-auc:0.743738
[9]	eval-auc:0.700091	train-auc:0.741069
[10]	eval-auc:0.700034	train-auc:0.741803
[11]	eval-auc:0.700682	train-auc:0.748541
[12]	eval-auc:0.699536	train-auc:0.744646
[13]	eval-auc:0.701801	train-auc:0.745224
[14]	eval-auc:0.701344	train-auc:0.743994
[15]	eval-auc:0.700732	train-auc:0.746238
[16]	eval-auc:0.699667	train-auc:0.748369
[17]	eval-auc:0.69873	train-auc:0.749924
[18]	eval-auc:0.697896	train-auc:0.752576
[19]	eval-auc:0.698008	train-auc:0.752594
[20]	eval-auc:0.698566	train-auc:0.750265
[21]	eval-auc:0.698135	train-auc:0.753051
[22]	eval-auc:0.699485	train-auc:0.754136
[23]	eval-auc:0.699826	train-auc:0.755871
[24]	eval-auc:0.70069	train-auc:0.757737
[25]	eval-auc:0.700529	train-auc:0.759525
[26]	eval-auc:0.699028	train-auc:0.760838
[27]	eval-auc:0.699556	train-auc:0.762679
[28]	eval-auc:0.699533	train-auc:0.761058
[29]	eval-auc:0.699854	train-auc:0.761825
[30]	eval-auc:0.699572	train-auc:0.763282
[31]	eval-auc:0.700117	train-auc:0.764486
[32]	eval-auc:0.701691	train-auc:0.766252
[33]	eval-auc:0.701151	train-auc:0.766633
[34]	eval-auc:0.701135	train-auc:0.768968
[35]	eval-auc:0.70199	train-auc:0.769395
[36]	eval-auc:0.701831	train-auc:0.771032
[37]	eval-auc:0.701729	train-auc:0.770791
[38]	eval-auc:0.702465	train-auc:0.77059
[39]	eval-auc:0.70229	train-auc:0.770942
[40]	eval-auc:0.701505	train-auc:0.771855
[41]	eval-auc:0.701379	train-auc:0.771692
[42]	eval-auc:0.702181	train-auc:0.772041
[43]	eval-auc:0.702845	train-auc:0.77334
[44]	eval-auc:0.703006	train-auc:0.773703
[45]	eval-auc:0.702936	train-auc:0.774574
[46]	eval-auc:0.703407	train-auc:0.774916
[47]	eval-auc:0.703244	train-auc:0.776496
[48]	eval-auc:0.703668	train-auc:0.778045
[49]	eval-auc:0.703678	train-auc:0.77967
[50]	eval-auc:0.703914	train-auc:0.780259
[51]	eval-auc:0.702908	train-auc:0.781558
[52]	eval-auc:0.703918	train-auc:0.782355
[53]	eval-auc:0.704438	train-auc:0.782902
[54]	eval-auc:0.704143	train-auc:0.783652
[55]	eval-auc:0.704397	train-auc:0.784414
[56]	eval-auc:0.704235	train-auc:0.785199
[57]	eval-auc:0.704334	train-auc:0.784439
[58]	eval-auc:0.704387	train-auc:0.785499
[59]	eval-auc:0.703844	train-auc:0.786853
[60]	eval-auc:0.704308	train-auc:0.787244
[61]	eval-auc:0.704326	train-auc:0.78742
[62]	eval-auc:0.704857	train-auc:0.787951
[63]	eval-auc:0.704111	train-auc:0.789661
[64]	eval-auc:0.704003	train-auc:0.78988
[65]	eval-auc:0.704171	train-auc:0.789822
[66]	eval-auc:0.70445	train-auc:0.79173
[67]	eval-auc:0.704621	train-auc:0.79178
[68]	eval-auc:0.704587	train-auc:0.792204
[69]	eval-auc:0.704056	train-auc:0.793563
[70]	eval-auc:0.704114	train-auc:0.795116
[71]	eval-auc:0.704019	train-auc:0.795179
[72]	eval-auc:0.704691	train-auc:0.795756
[73]	eval-auc:0.705061	train-auc:0.796337
[74]	eval-auc:0.70512	train-auc:0.796606
[75]	eval-auc:0.705257	train-auc:0.797466
[76]	eval-auc:0.705516	train-auc:0.797792
[77]	eval-auc:0.704555	train-auc:0.798832
[78]	eval-auc:0.704299	train-auc:0.798422
[79]	eval-auc:0.705226	train-auc:0.799007
[80]	eval-auc:0.705321	train-auc:0.800618
[81]	eval-auc:0.705457	train-auc:0.800567
[82]	eval-auc:0.705457	train-auc:0.802057
[83]	eval-auc:0.705874	train-auc:0.801273
[84]	eval-auc:0.706386	train-auc:0.803036
[85]	eval-auc:0.706372	train-auc:0.803265
[86]	eval-auc:0.706352	train-auc:0.804192
[87]	eval-auc:0.706369	train-auc:0.804349
[88]	eval-auc:0.706777	train-auc:0.805676
[89]	eval-auc:0.706101	train-auc:0.805976
[90]	eval-auc:0.705929	train-auc:0.806153
[91]	eval-auc:0.706177	train-auc:0.806215
[92]	eval-auc:0.705513	train-auc:0.807438
[93]	eval-auc:0.705571	train-auc:0.808085
[94]	eval-auc:0.705614	train-auc:0.809401
[95]	eval-auc:0.705688	train-auc:0.80972
[96]	eval-auc:0.706121	train-auc:0.810503
[97]	eval-auc:0.706281	train-auc:0.811177
[98]	eval-auc:0.705941	train-auc:0.811867
[99]	eval-auc:0.706584	train-auc:0.812878
[100]	eval-auc:0.706824	train-auc:0.812732
[101]	eval-auc:0.707525	train-auc:0.813397
[102]	eval-auc:0.707229	train-auc:0.813652
[103]	eval-auc:0.707325	train-auc:0.814403
[104]	eval-auc:0.707382	train-auc:0.815663
[105]	eval-auc:0.707361	train-auc:0.816496
[106]	eval-auc:0.70739	train-auc:0.816792
[107]	eval-auc:0.707481	train-auc:0.817161
[108]	eval-auc:0.707639	train-auc:0.817209
[109]	eval-auc:0.707423	train-auc:0.817864
[110]	eval-auc:0.707587	train-auc:0.817717
[111]	eval-auc:0.70775	train-auc:0.818538
[112]	eval-auc:0.707474	train-auc:0.818948
[113]	eval-auc:0.706824	train-auc:0.81978
[114]	eval-auc:0.706156	train-auc:0.820229
[115]	eval-auc:0.706057	train-auc:0.820853
[116]	eval-auc:0.705929	train-auc:0.820976
[117]	eval-auc:0.70588	train-auc:0.822247
[118]	eval-auc:0.705602	train-auc:0.822717
[119]	eval-auc:0.705662	train-auc:0.823863
[120]	eval-auc:0.705081	train-auc:0.824934
[121]	eval-auc:0.705123	train-auc:0.82527
[122]	eval-auc:0.70507	train-auc:0.826329
[123]	eval-auc:0.705856	train-auc:0.827235
[124]	eval-auc:0.70546	train-auc:0.827894
[125]	eval-auc:0.705224	train-auc:0.828664
[126]	eval-auc:0.706066	train-auc:0.829724
[127]	eval-auc:0.705828	train-auc:0.830475
[128]	eval-auc:0.706718	train-auc:0.831952
[129]	eval-auc:0.706567	train-auc:0.832057
[130]	eval-auc:0.707145	train-auc:0.832822
[131]	eval-auc:0.70735	train-auc:0.832901
[132]	eval-auc:0.7071	train-auc:0.833381
[133]	eval-auc:0.707305	train-auc:0.834452
[134]	eval-auc:0.706748	train-auc:0.834796
[135]	eval-auc:0.706412	train-auc:0.835377
[136]	eval-auc:0.706393	train-auc:0.835498
[137]	eval-auc:0.707068	train-auc:0.836755
[138]	eval-auc:0.706826	train-auc:0.83735
[139]	eval-auc:0.706989	train-auc:0.837849
[140]	eval-auc:0.706159	train-auc:0.838459
[141]	eval-auc:0.706171	train-auc:0.838737
[142]	eval-auc:0.706576	train-auc:0.839496
[143]	eval-auc:0.706485	train-auc:0.839569
[144]	eval-auc:0.706201	train-auc:0.840419
[145]	eval-auc:0.706678	train-auc:0.841223
[146]	eval-auc:0.706119	train-auc:0.841964
[147]	eval-auc:0.706134	train-auc:0.842134
[148]	eval-auc:0.70588	train-auc:0.842508
[149]	eval-auc:0.705535	train-auc:0.843155
[150]	eval-auc:0.705134	train-auc:0.84357
[151]	eval-auc:0.705178	train-auc:0.844657
[152]	eval-auc:0.704717	train-auc:0.844598
[153]	eval-auc:0.705446	train-auc:0.844799
[154]	eval-auc:0.705621	train-auc:0.84543
[155]	eval-auc:0.706197	train-auc:0.846428
[156]	eval-auc:0.706437	train-auc:0.847154
[157]	eval-auc:0.706052	train-auc:0.847554
[158]	eval-auc:0.706035	train-auc:0.848179
[159]	eval-auc:0.70595	train-auc:0.848515
[160]	eval-auc:0.705689	train-auc:0.849025
[161]	eval-auc:0.705924	train-auc:0.849879
[162]	eval-auc:0.705824	train-auc:0.850282
[163]	eval-auc:0.704909	train-auc:0.850555
[164]	eval-auc:0.705116	train-auc:0.851099
[165]	eval-auc:0.705326	train-auc:0.851674
[166]	eval-auc:0.705029	train-auc:0.852211
[167]	eval-auc:0.705177	train-auc:0.852171
[168]	eval-auc:0.704989	train-auc:0.852315
[169]	eval-auc:0.704883	train-auc:0.852736
[170]	eval-auc:0.70507	train-auc:0.85322
[171]	eval-auc:0.705195	train-auc:0.853326
[172]	eval-auc:0.705302	train-auc:0.853361
[173]	eval-auc:0.705196	train-auc:0.853589
[174]	eval-auc:0.70541	train-auc:0.853848
[175]	eval-auc:0.705309	train-auc:0.854235
[176]	eval-auc:0.705253	train-auc:0.855114
[177]	eval-auc:0.70533	train-auc:0.855326
[178]	eval-auc:0.704629	train-auc:0.85591
[179]	eval-auc:0.704554	train-auc:0.855959
[180]	eval-auc:0.704625	train-auc:0.856096
[181]	eval-auc:0.70454	train-auc:0.856535
[182]	eval-auc:0.704495	train-auc:0.856721
[183]	eval-auc:0.704192	train-auc:0.857203
[184]	eval-auc:0.704643	train-auc:0.857826
[185]	eval-auc:0.704673	train-auc:0.857978
[186]	eval-auc:0.70503	train-auc:0.858663
[187]	eval-auc:0.705155	train-auc:0.859125
[188]	eval-auc:0.705236	train-auc:0.859499
[189]	eval-auc:0.705372	train-auc:0.860075
[190]	eval-auc:0.705792	train-auc:0.860586
[191]	eval-auc:0.705894	train-auc:0.861078
[192]	eval-auc:0.705985	train-auc:0.861456
[193]	eval-auc:0.706215	train-auc:0.861522
[194]	eval-auc:0.706195	train-auc:0.862448
[195]	eval-auc:0.706818	train-auc:0.863289
[196]	eval-auc:0.707179	train-auc:0.863796
[197]	eval-auc:0.707374	train-auc:0.863618
[198]	eval-auc:0.706789	train-auc:0.864397
[199]	eval-auc:0.706532	train-auc:0.864647
[200]	eval-auc:0.706891	train-auc:0.865152
[201]	eval-auc:0.706942	train-auc:0.865451
[202]	eval-auc:0.706821	train-auc:0.86549
[203]	eval-auc:0.707079	train-auc:0.865997
[204]	eval-auc:0.707145	train-auc:0.866259
[205]	eval-auc:0.707781	train-auc:0.866987
[206]	eval-auc:0.707704	train-auc:0.8676
[207]	eval-auc:0.707673	train-auc:0.867913
[208]	eval-auc:0.708011	train-auc:0.868609
[209]	eval-auc:0.708316	train-auc:0.868716
[210]	eval-auc:0.707922	train-auc:0.868561
[211]	eval-auc:0.707971	train-auc:0.868727
[212]	eval-auc:0.707937	train-auc:0.869004
[213]	eval-auc:0.708108	train-auc:0.869305
[214]	eval-auc:0.708169	train-auc:0.869549
[215]	eval-auc:0.707473	train-auc:0.870247
[216]	eval-auc:0.707843	train-auc:0.8705
[217]	eval-auc:0.707749	train-auc:0.870744
[218]	eval-auc:0.70858	train-auc:0.871031
[219]	eval-auc:0.708725	train-auc:0.871434
[220]	eval-auc:0.708792	train-auc:0.872167
[221]	eval-auc:0.708696	train-auc:0.872617
[222]	eval-auc:0.708551	train-auc:0.872488
[223]	eval-auc:0.708073	train-auc:0.872655
[224]	eval-auc:0.708053	train-auc:0.872722
[225]	eval-auc:0.707536	train-auc:0.873349
[226]	eval-auc:0.707735	train-auc:0.873591
[227]	eval-auc:0.707421	train-auc:0.873735
[228]	eval-auc:0.707284	train-auc:0.873585
[229]	eval-auc:0.707334	train-auc:0.874182
[230]	eval-auc:0.70727	train-auc:0.875164
[231]	eval-auc:0.706966	train-auc:0.875245
[232]	eval-auc:0.706971	train-auc:0.87529
[233]	eval-auc:0.706919	train-auc:0.875611
[234]	eval-auc:0.706809	train-auc:0.876458
[235]	eval-auc:0.707171	train-auc:0.876907
[236]	eval-auc:0.707566	train-auc:0.877123
[237]	eval-auc:0.707633	train-auc:0.87755
[238]	eval-auc:0.70779	train-auc:0.877985
[239]	eval-auc:0.707928	train-auc:0.878428
[240]	eval-auc:0.707572	train-auc:0.879083
[241]	eval-auc:0.70706	train-auc:0.879743
[242]	eval-auc:0.706477	train-auc:0.880404
[243]	eval-auc:0.706509	train-auc:0.880524
[244]	eval-auc:0.706198	train-auc:0.881302
[245]	eval-auc:0.70595	train-auc:0.881503
[246]	eval-auc:0.705938	train-auc:0.881862
[247]	eval-auc:0.705912	train-auc:0.882083
[248]	eval-auc:0.705997	train-auc:0.882221
[249]	eval-auc:0.706028	train-auc:0.882481
[250]	eval-auc:0.705658	train-auc:0.883276
[251]	eval-auc:0.705687	train-auc:0.883749
[252]	eval-auc:0.706113	train-auc:0.884208
[253]	eval-auc:0.706174	train-auc:0.884678
[254]	eval-auc:0.706066	train-auc:0.884768
[255]	eval-auc:0.70564	train-auc:0.885283
[256]	eval-auc:0.70562	train-auc:0.885408
[257]	eval-auc:0.705902	train-auc:0.885574
[258]	eval-auc:0.706081	train-auc:0.88585
[259]	eval-auc:0.706142	train-auc:0.886254
[260]	eval-auc:0.706099	train-auc:0.886306
[261]	eval-auc:0.705697	train-auc:0.886697
[262]	eval-auc:0.705606	train-auc:0.886649
[263]	eval-auc:0.705714	train-auc:0.886977
[264]	eval-auc:0.705468	train-auc:0.887299
[265]	eval-auc:0.705355	train-auc:0.887141
[266]	eval-auc:0.705294	train-auc:0.887515
[267]	eval-auc:0.705145	train-auc:0.887671
[268]	eval-auc:0.705405	train-auc:0.888046
[269]	eval-auc:0.705885	train-auc:0.88844
[270]	eval-auc:0.70587	train-auc:0.888624
[271]	eval-auc:0.705547	train-auc:0.88903
[272]	eval-auc:0.705096	train-auc:0.88928
[273]	eval-auc:0.705235	train-auc:0.889888
[274]	eval-auc:0.705192	train-auc:0.890039
[275]	eval-auc:0.704991	train-auc:0.890098
[276]	eval-auc:0.704551	train-auc:0.890171
[277]	eval-auc:0.70474	train-auc:0.891031
[278]	eval-auc:0.704552	train-auc:0.890938
[279]	eval-auc:0.704868	train-auc:0.891126
[280]	eval-auc:0.705058	train-auc:0.891461
[281]	eval-auc:0.70509	train-auc:0.89152
[282]	eval-auc:0.705064	train-auc:0.891686
[283]	eval-auc:0.705008	train-auc:0.89203
[284]	eval-auc:0.705312	train-auc:0.892276
[285]	eval-auc:0.705547	train-auc:0.892406
[286]	eval-auc:0.705369	train-auc:0.892236
[287]	eval-auc:0.705125	train-auc:0.89233
[288]	eval-auc:0.705079	train-auc:0.893036
[289]	eval-auc:0.704999	train-auc:0.893073
[290]	eval-auc:0.704871	train-auc:0.893241
[291]	eval-auc:0.704526	train-auc:0.893724
[292]	eval-auc:0.704297	train-auc:0.893985
[293]	eval-auc:0.704266	train-auc:0.894076
[294]	eval-auc:0.704286	train-auc:0.894191
[295]	eval-auc:0.704727	train-auc:0.894735
[296]	eval-auc:0.704099	train-auc:0.895106
[297]	eval-auc:0.704604	train-auc:0.895369
[298]	eval-auc:0.704635	train-auc:0.895685
[299]	eval-auc:0.704668	train-auc:0.896309
[300]	eval-auc:0.704417	train-auc:0.896892
[301]	eval-auc:0.704536	train-auc:0.897216
[302]	eval-auc:0.704834	train-auc:0.897647
[303]	eval-auc:0.704826	train-auc:0.897875
[304]	eval-auc:0.704948	train-auc:0.898042
[305]	eval-auc:0.70449	train-auc:0.898072
[306]	eval-auc:0.704974	train-auc:0.898343
[307]	eval-auc:0.704278	train-auc:0.899061
[308]	eval-auc:0.704455	train-auc:0.899212
[309]	eval-auc:0.704892	train-auc:0.899244
[310]	eval-auc:0.705008	train-auc:0.899631
[311]	eval-auc:0.704877	train-auc:0.899859
[312]	eval-auc:0.704688	train-auc:0.900165
[313]	eval-auc:0.7046	train-auc:0.900388
[314]	eval-auc:0.704298	train-auc:0.900447
[315]	eval-auc:0.70484	train-auc:0.900746
[316]	eval-auc:0.704635	train-auc:0.900736
[317]	eval-auc:0.704825	train-auc:0.900984
[318]	eval-auc:0.704878	train-auc:0.901346
[319]	eval-auc:0.704557	train-auc:0.901358
[320]	eval-auc:0.70433	train-auc:0.90191
	Score 0.7043300564021976


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.275, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 13, 'min_child_weight': 1.0, 'n_estimators': 477.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.632532	train-auc:0.87786
[1]	eval-auc:0.632574	train-auc:0.955961
[2]	eval-auc:0.61835	train-auc:0.981662
[3]	eval-auc:0.626779	train-auc:0.992193
[4]	eval-auc:0.652533	train-auc:0.996343
[5]	eval-auc:0.650995	train-auc:0.998728
[6]	eval-auc:0.654097	train-auc:0.999571
[7]	eval-auc:0.650013	train-auc:0.999899
[8]	eval-auc:0.656818	train-auc:0.999969
[9]	eval-auc:0.653752	train-auc:0.999975
[10]	eval-auc:0.669787	train-auc:0.999996
[11]	eval-auc:0.668932	train-auc:0.999996
[12]	eval-auc:0.670949	train-auc:0.999999
[13]	eval-auc:0.6733	train-auc:0.999999
[14]	eval-auc:0.674862	train-auc:0.999999
[15]	eval-auc:0.672593	train-auc:1
[16]	eval-auc:0.669103	train-auc:1
[17]	eval-auc:0.674783	train-auc:1
[18]	eval-auc:0.672525	train-auc:1
[19]	eval-auc:0.683013	train-auc:1
[20]	eval-auc:0.684997	train-auc:1
[21]	eval-auc:0.688191	train-auc:1
[22]	eval-auc:0.689183	train-auc:1
[23]	eval-auc:0.68932	train-auc:1
[24]	eval-auc:0.694891	train-auc:1
[25]	eval-auc:0.694551	train-auc:1
[26]	eval-auc:0.69402	train-auc:1
[27]	eval-auc:0.697424	train-auc:1
[28]	eval-auc:0.697772	train-auc:1
[29]	eval-auc:0.698962	train-auc:1
[30]	eval-auc:0.702148	train-auc:1
[31]	eval-auc:0.70165	train-auc:1
[32]	eval-auc:0.702319	train-auc:1
[33]	eval-auc:0.703701	train-auc:1
[34]	eval-auc:0.70368	train-auc:1
[35]	eval-auc:0.703473	train-auc:1
[36]	eval-auc:0.703077	train-auc:1
[37]	eval-auc:0.703327	train-auc:1
[38]	eval-auc:0.704921	train-auc:1
[39]	eval-auc:0.704225	train-auc:1
[40]	eval-auc:0.703893	train-auc:1
[41]	eval-auc:0.704054	train-auc:1
[42]	eval-auc:0.704411	train-auc:1
[43]	eval-auc:0.704531	train-auc:1
[44]	eval-auc:0.704223	train-auc:1
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[445]	eval-auc:0.706862	train-auc:1
[446]	eval-auc:0.706862	train-auc:1
[447]	eval-auc:0.706862	train-auc:1
[448]	eval-auc:0.706862	train-auc:1
[449]	eval-auc:0.706862	train-auc:1
[450]	eval-auc:0.706862	train-auc:1
[451]	eval-auc:0.706862	train-auc:1
[452]	eval-auc:0.707047	train-auc:1
[453]	eval-auc:0.70727	train-auc:1
[454]	eval-auc:0.70727	train-auc:1
[455]	eval-auc:0.70727	train-auc:1
[456]	eval-auc:0.70727	train-auc:1
[457]	eval-auc:0.707691	train-auc:1
[458]	eval-auc:0.707691	train-auc:1
[459]	eval-auc:0.707691	train-auc:1
[460]	eval-auc:0.707691	train-auc:1
[461]	eval-auc:0.707691	train-auc:1
[462]	eval-auc:0.707691	train-auc:1
[463]	eval-auc:0.707691	train-auc:1
[464]	eval-auc:0.707691	train-auc:1
[465]	eval-auc:0.707691	train-auc:1
[466]	eval-auc:0.707691	train-auc:1
[467]	eval-auc:0.707691	train-auc:1
[468]	eval-auc:0.707484	train-auc:1
[469]	eval-auc:0.707484	train-auc:1
[470]	eval-auc:0.707484	train-auc:1
[471]	eval-auc:0.707484	train-auc:1
[472]	eval-auc:0.707484	train-auc:1
[473]	eval-auc:0.707484	train-auc:1
[474]	eval-auc:0.707484	train-auc:1
[475]	eval-auc:0.707484	train-auc:1
[476]	eval-auc:0.707484	train-auc:1
	Score 0.7074836457990717


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.2, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 6, 'min_child_weight': 2.0, 'n_estimators': 397.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.708146	train-auc:0.775882
[1]	eval-auc:0.685329	train-auc:0.811812
[2]	eval-auc:0.695106	train-auc:0.833643
[3]	eval-auc:0.68605	train-auc:0.843165
[4]	eval-auc:0.687464	train-auc:0.865539
[5]	eval-auc:0.693146	train-auc:0.88076
[6]	eval-auc:0.692953	train-auc:0.893315
[7]	eval-auc:0.693896	train-auc:0.905478
[8]	eval-auc:0.695123	train-auc:0.911204
[9]	eval-auc:0.691388	train-auc:0.919173
[10]	eval-auc:0.689939	train-auc:0.926046
[11]	eval-auc:0.692689	train-auc:0.931206
[12]	eval-auc:0.697368	train-auc:0.936471
[13]	eval-auc:0.696494	train-auc:0.941186
[14]	eval-auc:0.6968	train-auc:0.943314
[15]	eval-auc:0.696791	train-auc:0.946256
[16]	eval-auc:0.696424	train-auc:0.95015
[17]	eval-auc:0.693545	train-auc:0.953097
[18]	eval-auc:0.693557	train-auc:0.954306
[19]	eval-auc:0.693803	train-auc:0.955328
[20]	eval-auc:0.69137	train-auc:0.956355
[21]	eval-auc:0.688906	train-auc:0.958262
[22]	eval-auc:0.689034	train-auc:0.958568
[23]	eval-auc:0.689765	train-auc:0.960245
[24]	eval-auc:0.689788	train-auc:0.961954
[25]	eval-auc:0.690532	train-auc:0.967525
[26]	eval-auc:0.691557	train-auc:0.969626
[27]	eval-auc:0.691001	train-auc:0.97045
[28]	eval-auc:0.691814	train-auc:0.972283
[29]	eval-auc:0.692222	train-auc:0.973251
[30]	eval-auc:0.692974	train-auc:0.973488
[31]	eval-auc:0.693733	train-auc:0.974247
[32]	eval-auc:0.692927	train-auc:0.976751
[33]	eval-auc:0.693049	train-auc:0.976866
[34]	eval-auc:0.691543	train-auc:0.978462
[35]	eval-auc:0.691669	train-auc:0.979315
[36]	eval-auc:0.694174	train-auc:0.980578
[37]	eval-auc:0.693426	train-auc:0.981002
[38]	eval-auc:0.694141	train-auc:0.98313
[39]	eval-auc:0.693867	train-auc:0.984121
[40]	eval-auc:0.695277	train-auc:0.985118
[41]	eval-auc:0.693589	train-auc:0.985326
[42]	eval-auc:0.694874	train-auc:0.986603
[43]	eval-auc:0.695284	train-auc:0.987217
[44]	eval-auc:0.693955	train-auc:0.989079
[45]	eval-auc:0.693184	train-auc:0.989128
[46]	eval-auc:0.693457	train-auc:0.989533
[47]	eval-auc:0.693751	train-auc:0.990779
[48]	eval-auc:0.693538	train-auc:0.991239
[49]	eval-auc:0.69246	train-auc:0.99184
[50]	eval-auc:0.691214	train-auc:0.992252
[51]	eval-auc:0.691267	train-auc:0.99249
[52]	eval-auc:0.692362	train-auc:0.992953
[53]	eval-auc:0.692687	train-auc:0.993589
[54]	eval-auc:0.692888	train-auc:0.99359
[55]	eval-auc:0.693062	train-auc:0.994234
[56]	eval-auc:0.693458	train-auc:0.994759
[57]	eval-auc:0.694693	train-auc:0.995034
[58]	eval-auc:0.693516	train-auc:0.995095
[59]	eval-auc:0.693893	train-auc:0.995117
[60]	eval-auc:0.693633	train-auc:0.99542
[61]	eval-auc:0.693496	train-auc:0.995486
[62]	eval-auc:0.694042	train-auc:0.995676
[63]	eval-auc:0.694026	train-auc:0.995776
[64]	eval-auc:0.693911	train-auc:0.995871
[65]	eval-auc:0.693826	train-auc:0.996005
[66]	eval-auc:0.693698	train-auc:0.99614
[67]	eval-auc:0.693907	train-auc:0.996258
[68]	eval-auc:0.693277	train-auc:0.996323
[69]	eval-auc:0.694712	train-auc:0.996739
[70]	eval-auc:0.694516	train-auc:0.996987
[71]	eval-auc:0.693945	train-auc:0.997083
[72]	eval-auc:0.694352	train-auc:0.997186
[73]	eval-auc:0.694213	train-auc:0.997282
[74]	eval-auc:0.692629	train-auc:0.997567
[75]	eval-auc:0.693473	train-auc:0.997792
[76]	eval-auc:0.693392	train-auc:0.997808
[77]	eval-auc:0.693612	train-auc:0.997813
[78]	eval-auc:0.693768	train-auc:0.997804
[79]	eval-auc:0.693688	train-auc:0.9979
[80]	eval-auc:0.693208	train-auc:0.997919
[81]	eval-auc:0.693287	train-auc:0.997929
[82]	eval-auc:0.693715	train-auc:0.997988
[83]	eval-auc:0.693438	train-auc:0.998039
[84]	eval-auc:0.693602	train-auc:0.998135
[85]	eval-auc:0.694219	train-auc:0.998166
[86]	eval-auc:0.694213	train-auc:0.998229
[87]	eval-auc:0.69387	train-auc:0.998367
[88]	eval-auc:0.693946	train-auc:0.998399
[89]	eval-auc:0.694044	train-auc:0.998603
[90]	eval-auc:0.694091	train-auc:0.998639
[91]	eval-auc:0.693508	train-auc:0.99874
[92]	eval-auc:0.693922	train-auc:0.998771
[93]	eval-auc:0.693633	train-auc:0.998796
[94]	eval-auc:0.694211	train-auc:0.998839
[95]	eval-auc:0.693442	train-auc:0.99885
[96]	eval-auc:0.693538	train-auc:0.998853
[97]	eval-auc:0.693546	train-auc:0.999029
[98]	eval-auc:0.693404	train-auc:0.999109
[99]	eval-auc:0.693834	train-auc:0.99912
[100]	eval-auc:0.695195	train-auc:0.999163
[101]	eval-auc:0.694732	train-auc:0.999194
[102]	eval-auc:0.694885	train-auc:0.999244
[103]	eval-auc:0.694639	train-auc:0.999252
[104]	eval-auc:0.694391	train-auc:0.999264
[105]	eval-auc:0.694318	train-auc:0.999267
[106]	eval-auc:0.694094	train-auc:0.99928
[107]	eval-auc:0.693948	train-auc:0.999302
[108]	eval-auc:0.693208	train-auc:0.999311
[109]	eval-auc:0.693173	train-auc:0.999317
[110]	eval-auc:0.693414	train-auc:0.999321
[111]	eval-auc:0.693013	train-auc:0.999344
[112]	eval-auc:0.691513	train-auc:0.999368
[113]	eval-auc:0.691879	train-auc:0.999394
[114]	eval-auc:0.691425	train-auc:0.99945
[115]	eval-auc:0.69241	train-auc:0.999491
[116]	eval-auc:0.69368	train-auc:0.99952
[117]	eval-auc:0.69365	train-auc:0.999521
[118]	eval-auc:0.693628	train-auc:0.999532
[119]	eval-auc:0.693858	train-auc:0.999583
[120]	eval-auc:0.69382	train-auc:0.999594
[121]	eval-auc:0.693913	train-auc:0.999595
[122]	eval-auc:0.693712	train-auc:0.999603
[123]	eval-auc:0.693686	train-auc:0.999604
[124]	eval-auc:0.69306	train-auc:0.999617
[125]	eval-auc:0.693424	train-auc:0.999638
[126]	eval-auc:0.692954	train-auc:0.999642
[127]	eval-auc:0.693363	train-auc:0.999668
[128]	eval-auc:0.692011	train-auc:0.999715
[129]	eval-auc:0.691929	train-auc:0.999713
[130]	eval-auc:0.691772	train-auc:0.999703
[131]	eval-auc:0.692702	train-auc:0.99974
[132]	eval-auc:0.692719	train-auc:0.99974
[133]	eval-auc:0.692556	train-auc:0.999753
[134]	eval-auc:0.692497	train-auc:0.999796
[135]	eval-auc:0.692913	train-auc:0.999818
[136]	eval-auc:0.692814	train-auc:0.999847
[137]	eval-auc:0.692724	train-auc:0.999873
[138]	eval-auc:0.692797	train-auc:0.999874
[139]	eval-auc:0.692328	train-auc:0.999883
[140]	eval-auc:0.692203	train-auc:0.99991
[141]	eval-auc:0.69169	train-auc:0.99991
[142]	eval-auc:0.690571	train-auc:0.999912
[143]	eval-auc:0.689266	train-auc:0.99994
[144]	eval-auc:0.688669	train-auc:0.999951
[145]	eval-auc:0.689193	train-auc:0.999957
[146]	eval-auc:0.68963	train-auc:0.99996
[147]	eval-auc:0.68865	train-auc:0.999959
[148]	eval-auc:0.688769	train-auc:0.999958
[149]	eval-auc:0.689113	train-auc:0.999958
[150]	eval-auc:0.688789	train-auc:0.999958
[151]	eval-auc:0.688223	train-auc:0.999959
[152]	eval-auc:0.687988	train-auc:0.999969
[153]	eval-auc:0.688593	train-auc:0.999973
[154]	eval-auc:0.687787	train-auc:0.999976
[155]	eval-auc:0.687702	train-auc:0.999981
[156]	eval-auc:0.687885	train-auc:0.999982
[157]	eval-auc:0.687857	train-auc:0.999983
[158]	eval-auc:0.687668	train-auc:0.999984
[159]	eval-auc:0.687079	train-auc:0.999984
[160]	eval-auc:0.687231	train-auc:0.999984
[161]	eval-auc:0.687527	train-auc:0.999984
[162]	eval-auc:0.687384	train-auc:0.999985
[163]	eval-auc:0.687117	train-auc:0.999985
[164]	eval-auc:0.687411	train-auc:0.999986
[165]	eval-auc:0.687152	train-auc:0.999986
[166]	eval-auc:0.686491	train-auc:0.999991
[167]	eval-auc:0.685657	train-auc:0.999991
[168]	eval-auc:0.684723	train-auc:0.999992
[169]	eval-auc:0.684274	train-auc:0.999993
[170]	eval-auc:0.683776	train-auc:0.999995
[171]	eval-auc:0.68393	train-auc:0.999996
[172]	eval-auc:0.683712	train-auc:0.999996
[173]	eval-auc:0.68382	train-auc:0.999996
[174]	eval-auc:0.684014	train-auc:0.999996
[175]	eval-auc:0.683689	train-auc:0.999996
[176]	eval-auc:0.683441	train-auc:0.999996
[177]	eval-auc:0.68351	train-auc:0.999996
[178]	eval-auc:0.682946	train-auc:0.999996
[179]	eval-auc:0.6828	train-auc:0.999996
[180]	eval-auc:0.682846	train-auc:0.999997
[181]	eval-auc:0.682945	train-auc:0.999997
[182]	eval-auc:0.683441	train-auc:0.999997
[183]	eval-auc:0.683403	train-auc:0.999997
[184]	eval-auc:0.683903	train-auc:0.999997
[185]	eval-auc:0.683631	train-auc:0.999997
[186]	eval-auc:0.683727	train-auc:0.999997
[187]	eval-auc:0.683226	train-auc:0.999996
[188]	eval-auc:0.684905	train-auc:0.999998
[189]	eval-auc:0.685366	train-auc:0.999998
[190]	eval-auc:0.685893	train-auc:0.999998
[191]	eval-auc:0.685603	train-auc:0.999998
[192]	eval-auc:0.686232	train-auc:0.999998
[193]	eval-auc:0.686106	train-auc:0.999998
[194]	eval-auc:0.685958	train-auc:0.999998
[195]	eval-auc:0.685367	train-auc:0.999999
[196]	eval-auc:0.685442	train-auc:0.999999
[197]	eval-auc:0.684758	train-auc:0.999999
[198]	eval-auc:0.684742	train-auc:0.999999
[199]	eval-auc:0.684533	train-auc:0.999999
[200]	eval-auc:0.684507	train-auc:0.999999
[201]	eval-auc:0.684219	train-auc:0.999999
[202]	eval-auc:0.683799	train-auc:0.999999
[203]	eval-auc:0.683624	train-auc:0.999999
[204]	eval-auc:0.683965	train-auc:0.999999
[205]	eval-auc:0.684227	train-auc:0.999999
[206]	eval-auc:0.68449	train-auc:0.999999
[207]	eval-auc:0.684854	train-auc:0.999999
[208]	eval-auc:0.684833	train-auc:1
[209]	eval-auc:0.685134	train-auc:1
[210]	eval-auc:0.685313	train-auc:1
[211]	eval-auc:0.685188	train-auc:1
[212]	eval-auc:0.68483	train-auc:1
[213]	eval-auc:0.684716	train-auc:1
[214]	eval-auc:0.685293	train-auc:1
[215]	eval-auc:0.685354	train-auc:1
[216]	eval-auc:0.684848	train-auc:1
[217]	eval-auc:0.684484	train-auc:1
[218]	eval-auc:0.684521	train-auc:1
[219]	eval-auc:0.684571	train-auc:0.999999
[220]	eval-auc:0.684757	train-auc:0.999999
[221]	eval-auc:0.684256	train-auc:1
[222]	eval-auc:0.684557	train-auc:1
[223]	eval-auc:0.684184	train-auc:1
[224]	eval-auc:0.684618	train-auc:1
[225]	eval-auc:0.684894	train-auc:1
[226]	eval-auc:0.684862	train-auc:1
[227]	eval-auc:0.684633	train-auc:1
[228]	eval-auc:0.684553	train-auc:1
[229]	eval-auc:0.684553	train-auc:1
[230]	eval-auc:0.684633	train-auc:1
[231]	eval-auc:0.685078	train-auc:1
[232]	eval-auc:0.685157	train-auc:1
[233]	eval-auc:0.685314	train-auc:1
[234]	eval-auc:0.685031	train-auc:1
[235]	eval-auc:0.685236	train-auc:1
[236]	eval-auc:0.685427	train-auc:1
[237]	eval-auc:0.685539	train-auc:1
[238]	eval-auc:0.685616	train-auc:1
[239]	eval-auc:0.685342	train-auc:1
[240]	eval-auc:0.685025	train-auc:1
[241]	eval-auc:0.684148	train-auc:1
[242]	eval-auc:0.684247	train-auc:1
[243]	eval-auc:0.683517	train-auc:1
[244]	eval-auc:0.683836	train-auc:1
[245]	eval-auc:0.683802	train-auc:1
[246]	eval-auc:0.683848	train-auc:1
[247]	eval-auc:0.683848	train-auc:1
[248]	eval-auc:0.683848	train-auc:1
[249]	eval-auc:0.683848	train-auc:1
[250]	eval-auc:0.683848	train-auc:1
[251]	eval-auc:0.683848	train-auc:1
[252]	eval-auc:0.683848	train-auc:1
[253]	eval-auc:0.683848	train-auc:1
[254]	eval-auc:0.683848	train-auc:1
[255]	eval-auc:0.683848	train-auc:1
[256]	eval-auc:0.683619	train-auc:1
[257]	eval-auc:0.683557	train-auc:1
[258]	eval-auc:0.683671	train-auc:1
[259]	eval-auc:0.683995	train-auc:1
[260]	eval-auc:0.684035	train-auc:1
[261]	eval-auc:0.683831	train-auc:1
[262]	eval-auc:0.683831	train-auc:1
[263]	eval-auc:0.683831	train-auc:1
[264]	eval-auc:0.683831	train-auc:1
[265]	eval-auc:0.683831	train-auc:1
[266]	eval-auc:0.683831	train-auc:1
[267]	eval-auc:0.683831	train-auc:1
[268]	eval-auc:0.683831	train-auc:1
[269]	eval-auc:0.683831	train-auc:1
[270]	eval-auc:0.683831	train-auc:1
[271]	eval-auc:0.683831	train-auc:1
[272]	eval-auc:0.683831	train-auc:1
[273]	eval-auc:0.683831	train-auc:1
[274]	eval-auc:0.683831	train-auc:1
[275]	eval-auc:0.683831	train-auc:1
[276]	eval-auc:0.683831	train-auc:1
[277]	eval-auc:0.684183	train-auc:1
[278]	eval-auc:0.684183	train-auc:1
[279]	eval-auc:0.684183	train-auc:1
[280]	eval-auc:0.684183	train-auc:1
[281]	eval-auc:0.684183	train-auc:1
[282]	eval-auc:0.684297	train-auc:1
[283]	eval-auc:0.684362	train-auc:1
[284]	eval-auc:0.684603	train-auc:1
[285]	eval-auc:0.684603	train-auc:1
[286]	eval-auc:0.684571	train-auc:1
[287]	eval-auc:0.684571	train-auc:1
[288]	eval-auc:0.684571	train-auc:1
[289]	eval-auc:0.684571	train-auc:1
[290]	eval-auc:0.684571	train-auc:1
[291]	eval-auc:0.684571	train-auc:1
[292]	eval-auc:0.684571	train-auc:1
[293]	eval-auc:0.684608	train-auc:1
[294]	eval-auc:0.684135	train-auc:1
[295]	eval-auc:0.684397	train-auc:1
[296]	eval-auc:0.684563	train-auc:1
[297]	eval-auc:0.684563	train-auc:1
[298]	eval-auc:0.684563	train-auc:1
[299]	eval-auc:0.684563	train-auc:1
[300]	eval-auc:0.684563	train-auc:1
[301]	eval-auc:0.684563	train-auc:1
[302]	eval-auc:0.684563	train-auc:1
[303]	eval-auc:0.684563	train-auc:1
[304]	eval-auc:0.684563	train-auc:1
[305]	eval-auc:0.684563	train-auc:1
[306]	eval-auc:0.684563	train-auc:1
[307]	eval-auc:0.684563	train-auc:1
[308]	eval-auc:0.684574	train-auc:1
[309]	eval-auc:0.684591	train-auc:1
[310]	eval-auc:0.684591	train-auc:1
[311]	eval-auc:0.684591	train-auc:1
[312]	eval-auc:0.684591	train-auc:1
[313]	eval-auc:0.684591	train-auc:1
[314]	eval-auc:0.684591	train-auc:1
[315]	eval-auc:0.684591	train-auc:1
[316]	eval-auc:0.684703	train-auc:1
[317]	eval-auc:0.684703	train-auc:1
[318]	eval-auc:0.684703	train-auc:1
[319]	eval-auc:0.684703	train-auc:1
[320]	eval-auc:0.684064	train-auc:1
[321]	eval-auc:0.683935	train-auc:1
[322]	eval-auc:0.684193	train-auc:1
[323]	eval-auc:0.684399	train-auc:1
[324]	eval-auc:0.684268	train-auc:1
[325]	eval-auc:0.684294	train-auc:1
[326]	eval-auc:0.684233	train-auc:1
[327]	eval-auc:0.684484	train-auc:1
[328]	eval-auc:0.684545	train-auc:1
[329]	eval-auc:0.684164	train-auc:1
[330]	eval-auc:0.683971	train-auc:1
[331]	eval-auc:0.683674	train-auc:1
[332]	eval-auc:0.683994	train-auc:1
[333]	eval-auc:0.684164	train-auc:1
[334]	eval-auc:0.684397	train-auc:1
[335]	eval-auc:0.684228	train-auc:1
[336]	eval-auc:0.684213	train-auc:1
[337]	eval-auc:0.684271	train-auc:1
[338]	eval-auc:0.684557	train-auc:1
[339]	eval-auc:0.684617	train-auc:1
[340]	eval-auc:0.684665	train-auc:1
[341]	eval-auc:0.684815	train-auc:1
[342]	eval-auc:0.684938	train-auc:1
[343]	eval-auc:0.684726	train-auc:1
[344]	eval-auc:0.684915	train-auc:1
[345]	eval-auc:0.685003	train-auc:1
[346]	eval-auc:0.685064	train-auc:1
[347]	eval-auc:0.685174	train-auc:1
[348]	eval-auc:0.685124	train-auc:1
[349]	eval-auc:0.684905	train-auc:1
[350]	eval-auc:0.685194	train-auc:1
[351]	eval-auc:0.685617	train-auc:1
[352]	eval-auc:0.685573	train-auc:1
[353]	eval-auc:0.685573	train-auc:1
[354]	eval-auc:0.685573	train-auc:1
[355]	eval-auc:0.685573	train-auc:1
[356]	eval-auc:0.685573	train-auc:1
[357]	eval-auc:0.685573	train-auc:1
[358]	eval-auc:0.685573	train-auc:1
[359]	eval-auc:0.685573	train-auc:1
[360]	eval-auc:0.685573	train-auc:1
[361]	eval-auc:0.685573	train-auc:1
[362]	eval-auc:0.685573	train-auc:1
[363]	eval-auc:0.685573	train-auc:1
[364]	eval-auc:0.685573	train-auc:1
[365]	eval-auc:0.685573	train-auc:1
[366]	eval-auc:0.685937	train-auc:1
[367]	eval-auc:0.686213	train-auc:1
[368]	eval-auc:0.686213	train-auc:1
[369]	eval-auc:0.686153	train-auc:1
[370]	eval-auc:0.686235	train-auc:1
[371]	eval-auc:0.686275	train-auc:1
[372]	eval-auc:0.686516	train-auc:1
[373]	eval-auc:0.686516	train-auc:1
[374]	eval-auc:0.686516	train-auc:1
[375]	eval-auc:0.686567	train-auc:1
[376]	eval-auc:0.686613	train-auc:1
[377]	eval-auc:0.686921	train-auc:1
[378]	eval-auc:0.686867	train-auc:1
[379]	eval-auc:0.686675	train-auc:1
[380]	eval-auc:0.686516	train-auc:1
[381]	eval-auc:0.686814	train-auc:1
[382]	eval-auc:0.686939	train-auc:1
[383]	eval-auc:0.686698	train-auc:1
[384]	eval-auc:0.686637	train-auc:1
[385]	eval-auc:0.686575	train-auc:1
[386]	eval-auc:0.686657	train-auc:1
[387]	eval-auc:0.686554	train-auc:1
[388]	eval-auc:0.686308	train-auc:1
[389]	eval-auc:0.68587	train-auc:1
[390]	eval-auc:0.685815	train-auc:1
[391]	eval-auc:0.685815	train-auc:1
[392]	eval-auc:0.685815	train-auc:1
[393]	eval-auc:0.685815	train-auc:1
[394]	eval-auc:0.685946	train-auc:1
[395]	eval-auc:0.686112	train-auc:1
[396]	eval-auc:0.686172	train-auc:1
	Score 0.6861721728855267


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 282.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8, 'tree_method': 'exact'}
[0]	eval-auc:0.661078	train-auc:0.696017
[1]	eval-auc:0.661002	train-auc:0.709471
[2]	eval-auc:0.678792	train-auc:0.719121
[3]	eval-auc:0.673907	train-auc:0.723029
[4]	eval-auc:0.684183	train-auc:0.73433
[5]	eval-auc:0.683509	train-auc:0.731104
[6]	eval-auc:0.687261	train-auc:0.734714
[7]	eval-auc:0.687159	train-auc:0.737361
[8]	eval-auc:0.695369	train-auc:0.741362
[9]	eval-auc:0.69867	train-auc:0.738866
[10]	eval-auc:0.697093	train-auc:0.74084
[11]	eval-auc:0.695733	train-auc:0.740899
[12]	eval-auc:0.694702	train-auc:0.73928
[13]	eval-auc:0.69577	train-auc:0.740037
[14]	eval-auc:0.696742	train-auc:0.740834
[15]	eval-auc:0.69571	train-auc:0.741876
[16]	eval-auc:0.69419	train-auc:0.742341
[17]	eval-auc:0.696643	train-auc:0.745608
[18]	eval-auc:0.697049	train-auc:0.747611
[19]	eval-auc:0.696907	train-auc:0.749289
[20]	eval-auc:0.697909	train-auc:0.748383
[21]	eval-auc:0.699951	train-auc:0.749837
[22]	eval-auc:0.699308	train-auc:0.751508
[23]	eval-auc:0.698729	train-auc:0.752454
[24]	eval-auc:0.698172	train-auc:0.755513
[25]	eval-auc:0.69909	train-auc:0.757514
[26]	eval-auc:0.698752	train-auc:0.757276
[27]	eval-auc:0.698619	train-auc:0.760608
[28]	eval-auc:0.700299	train-auc:0.760974
[29]	eval-auc:0.699866	train-auc:0.761191
[30]	eval-auc:0.701539	train-auc:0.764869
[31]	eval-auc:0.701502	train-auc:0.764315
[32]	eval-auc:0.702827	train-auc:0.765242
[33]	eval-auc:0.702585	train-auc:0.764975
[34]	eval-auc:0.703633	train-auc:0.766717
[35]	eval-auc:0.70578	train-auc:0.767142
[36]	eval-auc:0.705965	train-auc:0.766896
[37]	eval-auc:0.706307	train-auc:0.767393
[38]	eval-auc:0.706691	train-auc:0.767733
[39]	eval-auc:0.706245	train-auc:0.769598
[40]	eval-auc:0.706828	train-auc:0.770772
[41]	eval-auc:0.707028	train-auc:0.771964
[42]	eval-auc:0.706323	train-auc:0.773814
[43]	eval-auc:0.706134	train-auc:0.774902
[44]	eval-auc:0.705686	train-auc:0.774703
[45]	eval-auc:0.70667	train-auc:0.775835
[46]	eval-auc:0.706495	train-auc:0.777938
[47]	eval-auc:0.706162	train-auc:0.77944
[48]	eval-auc:0.706769	train-auc:0.779652
[49]	eval-auc:0.70632	train-auc:0.780111
[50]	eval-auc:0.706384	train-auc:0.780664
[51]	eval-auc:0.705933	train-auc:0.781525
[52]	eval-auc:0.70585	train-auc:0.782903
[53]	eval-auc:0.706168	train-auc:0.784047
[54]	eval-auc:0.706002	train-auc:0.78531
[55]	eval-auc:0.706064	train-auc:0.787703
[56]	eval-auc:0.705672	train-auc:0.788052
[57]	eval-auc:0.705693	train-auc:0.788852
[58]	eval-auc:0.706037	train-auc:0.788544
[59]	eval-auc:0.705478	train-auc:0.788374
[60]	eval-auc:0.705748	train-auc:0.789183
[61]	eval-auc:0.705801	train-auc:0.789087
[62]	eval-auc:0.705895	train-auc:0.78925
[63]	eval-auc:0.705286	train-auc:0.791615
[64]	eval-auc:0.705585	train-auc:0.79357
[65]	eval-auc:0.705807	train-auc:0.793517
[66]	eval-auc:0.705819	train-auc:0.793619
[67]	eval-auc:0.706769	train-auc:0.794254
[68]	eval-auc:0.706864	train-auc:0.795104
[69]	eval-auc:0.706477	train-auc:0.796869
[70]	eval-auc:0.705882	train-auc:0.800583
[71]	eval-auc:0.706993	train-auc:0.802764
[72]	eval-auc:0.707819	train-auc:0.803553
[73]	eval-auc:0.707977	train-auc:0.804081
[74]	eval-auc:0.708148	train-auc:0.804924
[75]	eval-auc:0.70826	train-auc:0.806074
[76]	eval-auc:0.707353	train-auc:0.806768
[77]	eval-auc:0.706256	train-auc:0.808001
[78]	eval-auc:0.706509	train-auc:0.80989
[79]	eval-auc:0.707351	train-auc:0.811349
[80]	eval-auc:0.706028	train-auc:0.812903
[81]	eval-auc:0.706727	train-auc:0.814176
[82]	eval-auc:0.707202	train-auc:0.815151
[83]	eval-auc:0.706186	train-auc:0.815727
[84]	eval-auc:0.705486	train-auc:0.816893
[85]	eval-auc:0.70523	train-auc:0.817053
[86]	eval-auc:0.704918	train-auc:0.817319
[87]	eval-auc:0.704333	train-auc:0.818244
[88]	eval-auc:0.704533	train-auc:0.818496
[89]	eval-auc:0.703745	train-auc:0.818879
[90]	eval-auc:0.703605	train-auc:0.819141
[91]	eval-auc:0.703424	train-auc:0.820035
[92]	eval-auc:0.70246	train-auc:0.821493
[93]	eval-auc:0.702372	train-auc:0.821456
[94]	eval-auc:0.703916	train-auc:0.822658
[95]	eval-auc:0.704287	train-auc:0.822982
[96]	eval-auc:0.704459	train-auc:0.823988
[97]	eval-auc:0.704347	train-auc:0.824581
[98]	eval-auc:0.704441	train-auc:0.825043
[99]	eval-auc:0.703806	train-auc:0.825982
[100]	eval-auc:0.70391	train-auc:0.825921
[101]	eval-auc:0.702791	train-auc:0.826777
[102]	eval-auc:0.703203	train-auc:0.828281
[103]	eval-auc:0.703052	train-auc:0.82961
[104]	eval-auc:0.703535	train-auc:0.830686
[105]	eval-auc:0.703432	train-auc:0.831598
[106]	eval-auc:0.702597	train-auc:0.832005
[107]	eval-auc:0.70295	train-auc:0.832294
[108]	eval-auc:0.702906	train-auc:0.832456
[109]	eval-auc:0.70257	train-auc:0.833322
[110]	eval-auc:0.702573	train-auc:0.834542
[111]	eval-auc:0.703007	train-auc:0.835014
[112]	eval-auc:0.703151	train-auc:0.835908
[113]	eval-auc:0.703247	train-auc:0.836719
[114]	eval-auc:0.703419	train-auc:0.837642
[115]	eval-auc:0.703925	train-auc:0.839206
[116]	eval-auc:0.703366	train-auc:0.840289
[117]	eval-auc:0.703602	train-auc:0.841123
[118]	eval-auc:0.703776	train-auc:0.841778
[119]	eval-auc:0.70348	train-auc:0.842908
[120]	eval-auc:0.703499	train-auc:0.843335
[121]	eval-auc:0.704033	train-auc:0.843594
[122]	eval-auc:0.704601	train-auc:0.844518
[123]	eval-auc:0.704609	train-auc:0.845924
[124]	eval-auc:0.704706	train-auc:0.846888
[125]	eval-auc:0.705379	train-auc:0.847662
[126]	eval-auc:0.704477	train-auc:0.848199
[127]	eval-auc:0.704382	train-auc:0.8483
[128]	eval-auc:0.704773	train-auc:0.849662
[129]	eval-auc:0.704417	train-auc:0.850705
[130]	eval-auc:0.704262	train-auc:0.851572
[131]	eval-auc:0.704062	train-auc:0.851746
[132]	eval-auc:0.704267	train-auc:0.852682
[133]	eval-auc:0.704207	train-auc:0.853165
[134]	eval-auc:0.704799	train-auc:0.853699
[135]	eval-auc:0.704476	train-auc:0.854369
[136]	eval-auc:0.704205	train-auc:0.854618
[137]	eval-auc:0.704805	train-auc:0.857404
[138]	eval-auc:0.704606	train-auc:0.857824
[139]	eval-auc:0.704455	train-auc:0.858116
[140]	eval-auc:0.705136	train-auc:0.858891
[141]	eval-auc:0.705206	train-auc:0.859155
[142]	eval-auc:0.705049	train-auc:0.859295
[143]	eval-auc:0.70516	train-auc:0.859713
[144]	eval-auc:0.705538	train-auc:0.85999
[145]	eval-auc:0.705212	train-auc:0.860594
[146]	eval-auc:0.705128	train-auc:0.861171
[147]	eval-auc:0.704589	train-auc:0.861328
[148]	eval-auc:0.705099	train-auc:0.862106
[149]	eval-auc:0.705474	train-auc:0.862324
[150]	eval-auc:0.705393	train-auc:0.862993
[151]	eval-auc:0.705408	train-auc:0.863156
[152]	eval-auc:0.705999	train-auc:0.863942
[153]	eval-auc:0.706398	train-auc:0.864386
[154]	eval-auc:0.706285	train-auc:0.865112
[155]	eval-auc:0.707371	train-auc:0.866188
[156]	eval-auc:0.707823	train-auc:0.866705
[157]	eval-auc:0.708216	train-auc:0.86727
[158]	eval-auc:0.708289	train-auc:0.867932
[159]	eval-auc:0.708046	train-auc:0.868702
[160]	eval-auc:0.707969	train-auc:0.869099
[161]	eval-auc:0.708195	train-auc:0.869569
[162]	eval-auc:0.708043	train-auc:0.870022
[163]	eval-auc:0.706106	train-auc:0.87026
[164]	eval-auc:0.705696	train-auc:0.870531
[165]	eval-auc:0.705911	train-auc:0.870685
[166]	eval-auc:0.706853	train-auc:0.871372
[167]	eval-auc:0.706894	train-auc:0.871794
[168]	eval-auc:0.707133	train-auc:0.871933
[169]	eval-auc:0.707427	train-auc:0.872062
[170]	eval-auc:0.707348	train-auc:0.872116
[171]	eval-auc:0.707021	train-auc:0.872697
[172]	eval-auc:0.706971	train-auc:0.872922
[173]	eval-auc:0.70682	train-auc:0.87309
[174]	eval-auc:0.706547	train-auc:0.873508
[175]	eval-auc:0.705975	train-auc:0.874104
[176]	eval-auc:0.705845	train-auc:0.874672
[177]	eval-auc:0.706167	train-auc:0.875462
[178]	eval-auc:0.706054	train-auc:0.876305
[179]	eval-auc:0.706482	train-auc:0.877066
[180]	eval-auc:0.706686	train-auc:0.87759
[181]	eval-auc:0.706605	train-auc:0.877801
[182]	eval-auc:0.706465	train-auc:0.877714
[183]	eval-auc:0.706639	train-auc:0.877881
[184]	eval-auc:0.706704	train-auc:0.878649
[185]	eval-auc:0.706404	train-auc:0.878874
[186]	eval-auc:0.706198	train-auc:0.879315
[187]	eval-auc:0.706016	train-auc:0.879516
[188]	eval-auc:0.706252	train-auc:0.879878
[189]	eval-auc:0.706307	train-auc:0.880369
[190]	eval-auc:0.706677	train-auc:0.880585
[191]	eval-auc:0.707121	train-auc:0.881134
[192]	eval-auc:0.707161	train-auc:0.881503
[193]	eval-auc:0.707578	train-auc:0.881978
[194]	eval-auc:0.707609	train-auc:0.882303
[195]	eval-auc:0.707662	train-auc:0.882639
[196]	eval-auc:0.707475	train-auc:0.883123
[197]	eval-auc:0.707644	train-auc:0.8836
[198]	eval-auc:0.707322	train-auc:0.88415
[199]	eval-auc:0.707362	train-auc:0.884239
[200]	eval-auc:0.707554	train-auc:0.884807
[201]	eval-auc:0.707704	train-auc:0.885314
[202]	eval-auc:0.707368	train-auc:0.885887
[203]	eval-auc:0.707205	train-auc:0.886761
[204]	eval-auc:0.707435	train-auc:0.887022
[205]	eval-auc:0.707459	train-auc:0.887152
[206]	eval-auc:0.707747	train-auc:0.887428
[207]	eval-auc:0.707456	train-auc:0.887921
[208]	eval-auc:0.707744	train-auc:0.888741
[209]	eval-auc:0.707289	train-auc:0.888973
[210]	eval-auc:0.707307	train-auc:0.888749
[211]	eval-auc:0.70694	train-auc:0.888821
[212]	eval-auc:0.707063	train-auc:0.889549
[213]	eval-auc:0.707015	train-auc:0.889771
[214]	eval-auc:0.70734	train-auc:0.889945
[215]	eval-auc:0.707459	train-auc:0.889941
[216]	eval-auc:0.707773	train-auc:0.890312
[217]	eval-auc:0.707337	train-auc:0.89025
[218]	eval-auc:0.706853	train-auc:0.89033
[219]	eval-auc:0.706491	train-auc:0.890716
[220]	eval-auc:0.706724	train-auc:0.891038
[221]	eval-auc:0.706939	train-auc:0.891544
[222]	eval-auc:0.706963	train-auc:0.891704
[223]	eval-auc:0.706485	train-auc:0.891582
[224]	eval-auc:0.70638	train-auc:0.891704
[225]	eval-auc:0.705704	train-auc:0.892258
[226]	eval-auc:0.705598	train-auc:0.892726
[227]	eval-auc:0.705366	train-auc:0.892651
[228]	eval-auc:0.705898	train-auc:0.892647
[229]	eval-auc:0.70587	train-auc:0.893299
[230]	eval-auc:0.706386	train-auc:0.893799
[231]	eval-auc:0.706645	train-auc:0.893951
[232]	eval-auc:0.70696	train-auc:0.894629
[233]	eval-auc:0.706972	train-auc:0.894987
[234]	eval-auc:0.706459	train-auc:0.895431
[235]	eval-auc:0.706725	train-auc:0.895938
[236]	eval-auc:0.70708	train-auc:0.896199
[237]	eval-auc:0.706532	train-auc:0.896081
[238]	eval-auc:0.706115	train-auc:0.896306
[239]	eval-auc:0.706692	train-auc:0.896399
[240]	eval-auc:0.70713	train-auc:0.897075
[241]	eval-auc:0.706932	train-auc:0.896959
[242]	eval-auc:0.707222	train-auc:0.89706
[243]	eval-auc:0.707424	train-auc:0.897196
[244]	eval-auc:0.707418	train-auc:0.897479
[245]	eval-auc:0.707552	train-auc:0.897789
[246]	eval-auc:0.707933	train-auc:0.898231
[247]	eval-auc:0.708068	train-auc:0.898619
[248]	eval-auc:0.708332	train-auc:0.899192
[249]	eval-auc:0.708423	train-auc:0.899494
[250]	eval-auc:0.708346	train-auc:0.899528
[251]	eval-auc:0.708629	train-auc:0.900018
[252]	eval-auc:0.707854	train-auc:0.900587
[253]	eval-auc:0.708518	train-auc:0.900494
[254]	eval-auc:0.708351	train-auc:0.90069
[255]	eval-auc:0.70853	train-auc:0.900609
[256]	eval-auc:0.708656	train-auc:0.900822
[257]	eval-auc:0.708473	train-auc:0.901175
[258]	eval-auc:0.708431	train-auc:0.901397
[259]	eval-auc:0.708356	train-auc:0.901963
[260]	eval-auc:0.708766	train-auc:0.902261
[261]	eval-auc:0.709017	train-auc:0.90252
[262]	eval-auc:0.709453	train-auc:0.902966
[263]	eval-auc:0.709034	train-auc:0.903322
[264]	eval-auc:0.709529	train-auc:0.903483
[265]	eval-auc:0.709606	train-auc:0.903961
[266]	eval-auc:0.709029	train-auc:0.904039
[267]	eval-auc:0.70888	train-auc:0.904582
[268]	eval-auc:0.709311	train-auc:0.90484
[269]	eval-auc:0.709612	train-auc:0.905288
[270]	eval-auc:0.709472	train-auc:0.90556
[271]	eval-auc:0.709312	train-auc:0.905852
[272]	eval-auc:0.709204	train-auc:0.906118
[273]	eval-auc:0.709413	train-auc:0.906573
[274]	eval-auc:0.709421	train-auc:0.906744
[275]	eval-auc:0.70964	train-auc:0.906856
[276]	eval-auc:0.709322	train-auc:0.907027
[277]	eval-auc:0.709014	train-auc:0.907273
[278]	eval-auc:0.708889	train-auc:0.90737
[279]	eval-auc:0.708929	train-auc:0.907729
[280]	eval-auc:0.708987	train-auc:0.908119
[281]	eval-auc:0.709131	train-auc:0.9082
	Score 0.7091312477920306


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.225, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 11, 'min_child_weight': 2.0, 'n_estimators': 497.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.680165	train-auc:0.840141
[1]	eval-auc:0.656321	train-auc:0.879227
[2]	eval-auc:0.670536	train-auc:0.914504
[3]	eval-auc:0.673784	train-auc:0.937071
[4]	eval-auc:0.67208	train-auc:0.953792
[5]	eval-auc:0.67054	train-auc:0.965949
[6]	eval-auc:0.675355	train-auc:0.975181
[7]	eval-auc:0.675824	train-auc:0.980291
[8]	eval-auc:0.675284	train-auc:0.985031
[9]	eval-auc:0.674894	train-auc:0.987332
[10]	eval-auc:0.681224	train-auc:0.990736
[11]	eval-auc:0.677457	train-auc:0.993141
[12]	eval-auc:0.675567	train-auc:0.994553
[13]	eval-auc:0.679502	train-auc:0.995547
[14]	eval-auc:0.677668	train-auc:0.996671
[15]	eval-auc:0.674503	train-auc:0.997958
[16]	eval-auc:0.672846	train-auc:0.998385
[17]	eval-auc:0.678247	train-auc:0.998694
[18]	eval-auc:0.674428	train-auc:0.999071
[19]	eval-auc:0.680642	train-auc:0.999232
[20]	eval-auc:0.678812	train-auc:0.999446
[21]	eval-auc:0.680976	train-auc:0.999551
[22]	eval-auc:0.679071	train-auc:0.999686
[23]	eval-auc:0.676592	train-auc:0.999812
[24]	eval-auc:0.677985	train-auc:0.999855
[25]	eval-auc:0.67852	train-auc:0.9999
[26]	eval-auc:0.677885	train-auc:0.999918
[27]	eval-auc:0.676571	train-auc:0.999916
[28]	eval-auc:0.678486	train-auc:0.999933
[29]	eval-auc:0.677343	train-auc:0.999963
[30]	eval-auc:0.675808	train-auc:0.999967
[31]	eval-auc:0.675285	train-auc:0.999983
[32]	eval-auc:0.675494	train-auc:0.999987
[33]	eval-auc:0.675337	train-auc:0.999988
[34]	eval-auc:0.674655	train-auc:0.999986
[35]	eval-auc:0.675958	train-auc:0.999994
[36]	eval-auc:0.674711	train-auc:0.999996
[37]	eval-auc:0.674777	train-auc:0.999997
[38]	eval-auc:0.673359	train-auc:0.999996
[39]	eval-auc:0.674803	train-auc:0.999999
[40]	eval-auc:0.674305	train-auc:0.999999
[41]	eval-auc:0.673755	train-auc:0.999999
[42]	eval-auc:0.674583	train-auc:1
[43]	eval-auc:0.673958	train-auc:1
[44]	eval-auc:0.672962	train-auc:0.999999
[45]	eval-auc:0.673816	train-auc:1
[46]	eval-auc:0.673074	train-auc:1
[47]	eval-auc:0.672745	train-auc:1
[48]	eval-auc:0.672273	train-auc:1
[49]	eval-auc:0.67219	train-auc:1
[50]	eval-auc:0.671754	train-auc:1
[51]	eval-auc:0.671914	train-auc:1
[52]	eval-auc:0.671077	train-auc:1
[53]	eval-auc:0.670343	train-auc:1
[54]	eval-auc:0.671218	train-auc:1
[55]	eval-auc:0.669942	train-auc:1
[56]	eval-auc:0.670428	train-auc:1
[57]	eval-auc:0.670169	train-auc:1
[58]	eval-auc:0.669947	train-auc:1
[59]	eval-auc:0.669223	train-auc:1
[60]	eval-auc:0.669097	train-auc:1
[61]	eval-auc:0.669907	train-auc:1
[62]	eval-auc:0.670356	train-auc:1
[63]	eval-auc:0.673913	train-auc:1
[64]	eval-auc:0.673431	train-auc:1
[65]	eval-auc:0.672583	train-auc:1
[66]	eval-auc:0.673565	train-auc:1
[67]	eval-auc:0.673886	train-auc:1
[68]	eval-auc:0.673115	train-auc:1
[69]	eval-auc:0.672465	train-auc:1
[70]	eval-auc:0.67247	train-auc:1
[71]	eval-auc:0.671354	train-auc:1
[72]	eval-auc:0.670219	train-auc:1
[73]	eval-auc:0.670081	train-auc:1
[74]	eval-auc:0.670547	train-auc:1
[75]	eval-auc:0.670285	train-auc:1
[76]	eval-auc:0.6707	train-auc:1
[77]	eval-auc:0.66972	train-auc:1
[78]	eval-auc:0.670519	train-auc:1
[79]	eval-auc:0.670598	train-auc:1
[80]	eval-auc:0.67153	train-auc:1
[81]	eval-auc:0.670142	train-auc:1
[82]	eval-auc:0.670256	train-auc:1
[83]	eval-auc:0.672091	train-auc:1
[84]	eval-auc:0.672532	train-auc:1
[85]	eval-auc:0.673286	train-auc:1
[86]	eval-auc:0.672165	train-auc:1
[87]	eval-auc:0.673435	train-auc:1
[88]	eval-auc:0.672248	train-auc:1
[89]	eval-auc:0.672031	train-auc:1
[90]	eval-auc:0.671967	train-auc:1
[91]	eval-auc:0.671775	train-auc:1
[92]	eval-auc:0.671804	train-auc:1
[93]	eval-auc:0.671637	train-auc:1
[94]	eval-auc:0.672071	train-auc:1
[95]	eval-auc:0.672318	train-auc:1
[96]	eval-auc:0.671346	train-auc:1
[97]	eval-auc:0.670866	train-auc:1
[98]	eval-auc:0.67122	train-auc:1
[99]	eval-auc:0.672135	train-auc:1
[100]	eval-auc:0.671951	train-auc:1
[101]	eval-auc:0.672637	train-auc:1
[102]	eval-auc:0.671832	train-auc:1
[103]	eval-auc:0.671402	train-auc:1
[104]	eval-auc:0.672088	train-auc:1
[105]	eval-auc:0.671817	train-auc:1
[106]	eval-auc:0.671961	train-auc:1
[107]	eval-auc:0.670868	train-auc:1
[108]	eval-auc:0.670955	train-auc:1
[109]	eval-auc:0.670805	train-auc:1
[110]	eval-auc:0.674784	train-auc:1
[111]	eval-auc:0.674611	train-auc:1
[112]	eval-auc:0.674558	train-auc:1
[113]	eval-auc:0.6748	train-auc:1
[114]	eval-auc:0.674763	train-auc:1
[115]	eval-auc:0.67432	train-auc:1
[116]	eval-auc:0.674644	train-auc:1
[117]	eval-auc:0.674846	train-auc:1
[118]	eval-auc:0.674794	train-auc:1
[119]	eval-auc:0.675013	train-auc:1
[120]	eval-auc:0.675241	train-auc:1
[121]	eval-auc:0.674798	train-auc:1
[122]	eval-auc:0.674634	train-auc:1
[123]	eval-auc:0.674828	train-auc:1
[124]	eval-auc:0.675011	train-auc:1
[125]	eval-auc:0.675319	train-auc:1
[126]	eval-auc:0.674152	train-auc:1
[127]	eval-auc:0.674673	train-auc:1
[128]	eval-auc:0.674857	train-auc:1
[129]	eval-auc:0.674743	train-auc:1
[130]	eval-auc:0.674529	train-auc:1
[131]	eval-auc:0.67467	train-auc:1
[132]	eval-auc:0.674602	train-auc:1
[133]	eval-auc:0.674914	train-auc:1
[134]	eval-auc:0.673996	train-auc:1
[135]	eval-auc:0.67406	train-auc:1
[136]	eval-auc:0.67363	train-auc:1
[137]	eval-auc:0.67342	train-auc:1
[138]	eval-auc:0.673408	train-auc:1
[139]	eval-auc:0.673376	train-auc:1
[140]	eval-auc:0.673638	train-auc:1
[141]	eval-auc:0.673971	train-auc:1
[142]	eval-auc:0.674293	train-auc:1
[143]	eval-auc:0.674457	train-auc:1
[144]	eval-auc:0.674495	train-auc:1
[145]	eval-auc:0.674105	train-auc:1
[146]	eval-auc:0.673874	train-auc:1
[147]	eval-auc:0.673874	train-auc:1
[148]	eval-auc:0.674306	train-auc:1
[149]	eval-auc:0.673679	train-auc:1
[150]	eval-auc:0.673642	train-auc:1
[151]	eval-auc:0.67374	train-auc:1
[152]	eval-auc:0.673918	train-auc:1
[153]	eval-auc:0.673376	train-auc:1
[154]	eval-auc:0.673548	train-auc:1
[155]	eval-auc:0.673102	train-auc:1
[156]	eval-auc:0.672965	train-auc:1
[157]	eval-auc:0.672965	train-auc:1
[158]	eval-auc:0.672989	train-auc:1
[159]	eval-auc:0.673067	train-auc:1
[160]	eval-auc:0.673249	train-auc:1
[161]	eval-auc:0.673705	train-auc:1
[162]	eval-auc:0.673543	train-auc:1
[163]	eval-auc:0.673397	train-auc:1
[164]	eval-auc:0.673053	train-auc:1
[165]	eval-auc:0.673164	train-auc:1
[166]	eval-auc:0.673045	train-auc:1
[167]	eval-auc:0.673476	train-auc:1
[168]	eval-auc:0.674018	train-auc:1
[169]	eval-auc:0.674002	train-auc:1
[170]	eval-auc:0.67375	train-auc:1
[171]	eval-auc:0.673292	train-auc:1
[172]	eval-auc:0.672633	train-auc:1
[173]	eval-auc:0.67289	train-auc:1
[174]	eval-auc:0.672589	train-auc:1
[175]	eval-auc:0.672633	train-auc:1
[176]	eval-auc:0.672709	train-auc:1
[177]	eval-auc:0.672707	train-auc:1
[178]	eval-auc:0.672325	train-auc:1
[179]	eval-auc:0.672589	train-auc:1
[180]	eval-auc:0.672589	train-auc:1
[181]	eval-auc:0.672589	train-auc:1
[182]	eval-auc:0.672822	train-auc:1
[183]	eval-auc:0.672663	train-auc:1
[184]	eval-auc:0.672368	train-auc:1
[185]	eval-auc:0.672882	train-auc:1
[186]	eval-auc:0.672584	train-auc:1
[187]	eval-auc:0.672587	train-auc:1
[188]	eval-auc:0.672589	train-auc:1
[189]	eval-auc:0.672589	train-auc:1
[190]	eval-auc:0.674883	train-auc:1
[191]	eval-auc:0.674874	train-auc:1
[192]	eval-auc:0.674874	train-auc:1
[193]	eval-auc:0.675132	train-auc:1
[194]	eval-auc:0.674979	train-auc:1
[195]	eval-auc:0.675113	train-auc:1
[196]	eval-auc:0.675196	train-auc:1
[197]	eval-auc:0.675196	train-auc:1
[198]	eval-auc:0.675007	train-auc:1
[199]	eval-auc:0.675206	train-auc:1
[200]	eval-auc:0.674396	train-auc:1
[201]	eval-auc:0.674222	train-auc:1
[202]	eval-auc:0.674222	train-auc:1
[203]	eval-auc:0.674442	train-auc:1
[204]	eval-auc:0.674442	train-auc:1
[205]	eval-auc:0.674376	train-auc:1
[206]	eval-auc:0.674058	train-auc:1
[207]	eval-auc:0.674041	train-auc:1
[208]	eval-auc:0.673866	train-auc:1
[209]	eval-auc:0.673866	train-auc:1
[210]	eval-auc:0.67365	train-auc:1
[211]	eval-auc:0.673883	train-auc:1
[212]	eval-auc:0.673607	train-auc:1
[213]	eval-auc:0.673699	train-auc:1
[214]	eval-auc:0.674158	train-auc:1
[215]	eval-auc:0.674637	train-auc:1
[216]	eval-auc:0.67443	train-auc:1
[217]	eval-auc:0.674733	train-auc:1
[218]	eval-auc:0.674398	train-auc:1
[219]	eval-auc:0.674335	train-auc:1
[220]	eval-auc:0.674003	train-auc:1
[221]	eval-auc:0.673688	train-auc:1
[222]	eval-auc:0.673825	train-auc:1
[223]	eval-auc:0.673825	train-auc:1
[224]	eval-auc:0.673944	train-auc:1
[225]	eval-auc:0.673793	train-auc:1
[226]	eval-auc:0.673918	train-auc:1
[227]	eval-auc:0.673664	train-auc:1
[228]	eval-auc:0.673472	train-auc:1
[229]	eval-auc:0.673723	train-auc:1
[230]	eval-auc:0.674259	train-auc:1
[231]	eval-auc:0.674478	train-auc:1
[232]	eval-auc:0.674641	train-auc:1
[233]	eval-auc:0.674641	train-auc:1
[234]	eval-auc:0.674691	train-auc:1
[235]	eval-auc:0.67458	train-auc:1
[236]	eval-auc:0.674492	train-auc:1
[237]	eval-auc:0.674312	train-auc:1
[238]	eval-auc:0.673377	train-auc:1
[239]	eval-auc:0.673351	train-auc:1
[240]	eval-auc:0.673272	train-auc:1
[241]	eval-auc:0.673087	train-auc:1
[242]	eval-auc:0.673251	train-auc:1
[243]	eval-auc:0.672741	train-auc:1
[244]	eval-auc:0.672756	train-auc:1
[245]	eval-auc:0.672622	train-auc:1
[246]	eval-auc:0.672622	train-auc:1
[247]	eval-auc:0.672622	train-auc:1
[248]	eval-auc:0.672549	train-auc:1
[249]	eval-auc:0.672407	train-auc:1
[250]	eval-auc:0.672934	train-auc:1
[251]	eval-auc:0.672934	train-auc:1
[252]	eval-auc:0.672934	train-auc:1
[253]	eval-auc:0.672934	train-auc:1
[254]	eval-auc:0.672887	train-auc:1
[255]	eval-auc:0.673035	train-auc:1
[256]	eval-auc:0.673035	train-auc:1
[257]	eval-auc:0.673018	train-auc:1
[258]	eval-auc:0.673584	train-auc:1
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[260]	eval-auc:0.673699	train-auc:1
[261]	eval-auc:0.6733	train-auc:1
[262]	eval-auc:0.672715	train-auc:1
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[264]	eval-auc:0.672439	train-auc:1
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[266]	eval-auc:0.672458	train-auc:1
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[269]	eval-auc:0.672688	train-auc:1
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[272]	eval-auc:0.67241	train-auc:1
[273]	eval-auc:0.672974	train-auc:1
[274]	eval-auc:0.672913	train-auc:1
[275]	eval-auc:0.672086	train-auc:1
[276]	eval-auc:0.672185	train-auc:1
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[278]	eval-auc:0.672496	train-auc:1
[279]	eval-auc:0.672837	train-auc:1
[280]	eval-auc:0.67279	train-auc:1
[281]	eval-auc:0.67279	train-auc:1
[282]	eval-auc:0.672464	train-auc:1
[283]	eval-auc:0.672464	train-auc:1
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[285]	eval-auc:0.67261	train-auc:1
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[287]	eval-auc:0.67252	train-auc:1
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[289]	eval-auc:0.672281	train-auc:1
[290]	eval-auc:0.672188	train-auc:1
[291]	eval-auc:0.67189	train-auc:1
[292]	eval-auc:0.672081	train-auc:1
[293]	eval-auc:0.672081	train-auc:1
[294]	eval-auc:0.672081	train-auc:1
[295]	eval-auc:0.671912	train-auc:1
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[297]	eval-auc:0.671815	train-auc:1
[298]	eval-auc:0.671815	train-auc:1
[299]	eval-auc:0.671815	train-auc:1
[300]	eval-auc:0.672008	train-auc:1
[301]	eval-auc:0.671654	train-auc:1
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[303]	eval-auc:0.671744	train-auc:1
[304]	eval-auc:0.671561	train-auc:1
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[306]	eval-auc:0.671108	train-auc:1
[307]	eval-auc:0.671154	train-auc:1
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[310]	eval-auc:0.671075	train-auc:1
[311]	eval-auc:0.671075	train-auc:1
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[314]	eval-auc:0.67078	train-auc:1
[315]	eval-auc:0.67078	train-auc:1
[316]	eval-auc:0.67078	train-auc:1
[317]	eval-auc:0.67078	train-auc:1
[318]	eval-auc:0.67078	train-auc:1
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[325]	eval-auc:0.670799	train-auc:1
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[327]	eval-auc:0.670303	train-auc:1
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[329]	eval-auc:0.6703	train-auc:1
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[350]	eval-auc:0.671157	train-auc:1
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[352]	eval-auc:0.671127	train-auc:1
[353]	eval-auc:0.671127	train-auc:1
[354]	eval-auc:0.671195	train-auc:1
[355]	eval-auc:0.670947	train-auc:1
[356]	eval-auc:0.670994	train-auc:1
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[359]	eval-auc:0.671137	train-auc:1
[360]	eval-auc:0.671035	train-auc:1
[361]	eval-auc:0.670548	train-auc:1
[362]	eval-auc:0.670513	train-auc:1
[363]	eval-auc:0.670513	train-auc:1
[364]	eval-auc:0.670513	train-auc:1
[365]	eval-auc:0.670734	train-auc:1
[366]	eval-auc:0.670734	train-auc:1
[367]	eval-auc:0.670636	train-auc:1
[368]	eval-auc:0.670636	train-auc:1
[369]	eval-auc:0.670636	train-auc:1
[370]	eval-auc:0.670636	train-auc:1
[371]	eval-auc:0.670717	train-auc:1
[372]	eval-auc:0.670717	train-auc:1
[373]	eval-auc:0.670717	train-auc:1
[374]	eval-auc:0.671089	train-auc:1
[375]	eval-auc:0.671089	train-auc:1
[376]	eval-auc:0.671089	train-auc:1
[377]	eval-auc:0.671156	train-auc:1
[378]	eval-auc:0.671156	train-auc:1
[379]	eval-auc:0.6713	train-auc:1
[380]	eval-auc:0.6713	train-auc:1
[381]	eval-auc:0.671186	train-auc:1
[382]	eval-auc:0.671194	train-auc:1
[383]	eval-auc:0.671194	train-auc:1
[384]	eval-auc:0.671023	train-auc:1
[385]	eval-auc:0.671023	train-auc:1
[386]	eval-auc:0.671023	train-auc:1
[387]	eval-auc:0.671023	train-auc:1
[388]	eval-auc:0.671023	train-auc:1
[389]	eval-auc:0.671023	train-auc:1
[390]	eval-auc:0.671023	train-auc:1
[391]	eval-auc:0.671023	train-auc:1
[392]	eval-auc:0.671023	train-auc:1
[393]	eval-auc:0.671023	train-auc:1
[394]	eval-auc:0.671055	train-auc:1
[395]	eval-auc:0.671055	train-auc:1
[396]	eval-auc:0.671055	train-auc:1
[397]	eval-auc:0.670694	train-auc:1
[398]	eval-auc:0.670484	train-auc:1
[399]	eval-auc:0.670601	train-auc:1
[400]	eval-auc:0.670601	train-auc:1
[401]	eval-auc:0.670601	train-auc:1
[402]	eval-auc:0.670601	train-auc:1
[403]	eval-auc:0.670841	train-auc:1
[404]	eval-auc:0.67063	train-auc:1
[405]	eval-auc:0.67063	train-auc:1
[406]	eval-auc:0.67063	train-auc:1
[407]	eval-auc:0.67074	train-auc:1
[408]	eval-auc:0.67074	train-auc:1
[409]	eval-auc:0.67074	train-auc:1
[410]	eval-auc:0.67065	train-auc:1
[411]	eval-auc:0.670626	train-auc:1
[412]	eval-auc:0.670626	train-auc:1
[413]	eval-auc:0.670626	train-auc:1
[414]	eval-auc:0.670612	train-auc:1
[415]	eval-auc:0.671119	train-auc:1
[416]	eval-auc:0.671069	train-auc:1
[417]	eval-auc:0.671069	train-auc:1
[418]	eval-auc:0.671069	train-auc:1
[419]	eval-auc:0.671069	train-auc:1
[420]	eval-auc:0.671069	train-auc:1
[421]	eval-auc:0.671378	train-auc:1
[422]	eval-auc:0.671378	train-auc:1
[423]	eval-auc:0.671378	train-auc:1
[424]	eval-auc:0.671664	train-auc:1
[425]	eval-auc:0.671746	train-auc:1
[426]	eval-auc:0.671746	train-auc:1
[427]	eval-auc:0.671746	train-auc:1
[428]	eval-auc:0.67218	train-auc:1
[429]	eval-auc:0.67218	train-auc:1
[430]	eval-auc:0.67218	train-auc:1
[431]	eval-auc:0.67218	train-auc:1
[432]	eval-auc:0.67218	train-auc:1
[433]	eval-auc:0.672068	train-auc:1
[434]	eval-auc:0.672068	train-auc:1
[435]	eval-auc:0.672068	train-auc:1
[436]	eval-auc:0.672068	train-auc:1
[437]	eval-auc:0.672068	train-auc:1
[438]	eval-auc:0.672068	train-auc:1
[439]	eval-auc:0.672068	train-auc:1
[440]	eval-auc:0.672068	train-auc:1
[441]	eval-auc:0.672068	train-auc:1
[442]	eval-auc:0.672068	train-auc:1
[443]	eval-auc:0.672263	train-auc:1
[444]	eval-auc:0.672263	train-auc:1
[445]	eval-auc:0.672263	train-auc:1
[446]	eval-auc:0.672386	train-auc:1
[447]	eval-auc:0.672386	train-auc:1
[448]	eval-auc:0.672654	train-auc:1
[449]	eval-auc:0.672654	train-auc:1
[450]	eval-auc:0.672654	train-auc:1
[451]	eval-auc:0.672654	train-auc:1
[452]	eval-auc:0.672654	train-auc:1
[453]	eval-auc:0.672654	train-auc:1
[454]	eval-auc:0.672694	train-auc:1
[455]	eval-auc:0.672694	train-auc:1
[456]	eval-auc:0.672694	train-auc:1
[457]	eval-auc:0.672694	train-auc:1
[458]	eval-auc:0.672694	train-auc:1
[459]	eval-auc:0.672694	train-auc:1
[460]	eval-auc:0.672462	train-auc:1
[461]	eval-auc:0.672462	train-auc:1
[462]	eval-auc:0.672462	train-auc:1
[463]	eval-auc:0.672164	train-auc:1
[464]	eval-auc:0.672164	train-auc:1
[465]	eval-auc:0.672164	train-auc:1
[466]	eval-auc:0.672113	train-auc:1
[467]	eval-auc:0.672147	train-auc:1
[468]	eval-auc:0.672147	train-auc:1
[469]	eval-auc:0.672147	train-auc:1
[470]	eval-auc:0.672324	train-auc:1
[471]	eval-auc:0.672324	train-auc:1
[472]	eval-auc:0.672324	train-auc:1
[473]	eval-auc:0.672324	train-auc:1
[474]	eval-auc:0.672324	train-auc:1
[475]	eval-auc:0.672324	train-auc:1
[476]	eval-auc:0.672324	train-auc:1
[477]	eval-auc:0.672324	train-auc:1
[478]	eval-auc:0.672324	train-auc:1
[479]	eval-auc:0.672324	train-auc:1
[480]	eval-auc:0.672324	train-auc:1
[481]	eval-auc:0.672324	train-auc:1
[482]	eval-auc:0.672324	train-auc:1
[483]	eval-auc:0.672324	train-auc:1
[484]	eval-auc:0.672324	train-auc:1
[485]	eval-auc:0.672324	train-auc:1
[486]	eval-auc:0.672324	train-auc:1
[487]	eval-auc:0.672324	train-auc:1
[488]	eval-auc:0.672249	train-auc:1
[489]	eval-auc:0.672249	train-auc:1
[490]	eval-auc:0.672487	train-auc:1
[491]	eval-auc:0.672482	train-auc:1
[492]	eval-auc:0.67235	train-auc:1
[493]	eval-auc:0.67235	train-auc:1
[494]	eval-auc:0.67235	train-auc:1
[495]	eval-auc:0.67235	train-auc:1
[496]	eval-auc:0.67235	train-auc:1
	Score 0.6723495230786097


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 543.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.684266	train-auc:0.727677
[2]	eval-auc:0.689358	train-auc:0.73567
[3]	eval-auc:0.69886	train-auc:0.73192
[4]	eval-auc:0.698239	train-auc:0.731555
[5]	eval-auc:0.703109	train-auc:0.737844
[6]	eval-auc:0.705363	train-auc:0.741043
[7]	eval-auc:0.707702	train-auc:0.747347
[8]	eval-auc:0.700179	train-auc:0.750669
[9]	eval-auc:0.69997	train-auc:0.751066
[10]	eval-auc:0.702514	train-auc:0.755057
[11]	eval-auc:0.700144	train-auc:0.754888
[12]	eval-auc:0.701055	train-auc:0.756004
[13]	eval-auc:0.700229	train-auc:0.754387
[14]	eval-auc:0.70065	train-auc:0.755384
[15]	eval-auc:0.700734	train-auc:0.759579
[16]	eval-auc:0.70097	train-auc:0.757425
[17]	eval-auc:0.698934	train-auc:0.762946
[18]	eval-auc:0.698953	train-auc:0.764825
[19]	eval-auc:0.699042	train-auc:0.76876
[20]	eval-auc:0.698934	train-auc:0.771839
[21]	eval-auc:0.696266	train-auc:0.775462
[22]	eval-auc:0.696823	train-auc:0.777602
[23]	eval-auc:0.696623	train-auc:0.780459
[24]	eval-auc:0.697156	train-auc:0.780788
[25]	eval-auc:0.699138	train-auc:0.783424
[26]	eval-auc:0.699143	train-auc:0.785364
[27]	eval-auc:0.701545	train-auc:0.788935
[28]	eval-auc:0.701663	train-auc:0.788715
[29]	eval-auc:0.701634	train-auc:0.790441
[30]	eval-auc:0.702478	train-auc:0.792527
[31]	eval-auc:0.702226	train-auc:0.793539
[32]	eval-auc:0.703146	train-auc:0.793534
[33]	eval-auc:0.70337	train-auc:0.793956
[34]	eval-auc:0.702883	train-auc:0.797074
[35]	eval-auc:0.70171	train-auc:0.798786
[36]	eval-auc:0.702122	train-auc:0.799851
[37]	eval-auc:0.702625	train-auc:0.802611
[38]	eval-auc:0.702803	train-auc:0.802696
[39]	eval-auc:0.702959	train-auc:0.804013
[40]	eval-auc:0.703681	train-auc:0.805265
[41]	eval-auc:0.703775	train-auc:0.805588
[42]	eval-auc:0.703566	train-auc:0.8055
[43]	eval-auc:0.703625	train-auc:0.807296
[44]	eval-auc:0.70429	train-auc:0.810211
[45]	eval-auc:0.703976	train-auc:0.811044
[46]	eval-auc:0.703988	train-auc:0.811077
[47]	eval-auc:0.703727	train-auc:0.811922
[48]	eval-auc:0.70266	train-auc:0.813391
[49]	eval-auc:0.703719	train-auc:0.81506
[50]	eval-auc:0.702726	train-auc:0.81688
[51]	eval-auc:0.702939	train-auc:0.817804
[52]	eval-auc:0.704922	train-auc:0.818276
[53]	eval-auc:0.705078	train-auc:0.81839
[54]	eval-auc:0.705177	train-auc:0.817999
[55]	eval-auc:0.706234	train-auc:0.819573
[56]	eval-auc:0.706383	train-auc:0.8196
[57]	eval-auc:0.707017	train-auc:0.823681
[58]	eval-auc:0.707126	train-auc:0.824331
[59]	eval-auc:0.709108	train-auc:0.827053
[60]	eval-auc:0.708649	train-auc:0.828089
[61]	eval-auc:0.708119	train-auc:0.82859
[62]	eval-auc:0.707213	train-auc:0.829683
[63]	eval-auc:0.708769	train-auc:0.832465
[64]	eval-auc:0.708699	train-auc:0.83328
[65]	eval-auc:0.708793	train-auc:0.83338
[66]	eval-auc:0.708493	train-auc:0.835178
[67]	eval-auc:0.708179	train-auc:0.836064
[68]	eval-auc:0.706787	train-auc:0.83771
[69]	eval-auc:0.706837	train-auc:0.838976
[70]	eval-auc:0.70702	train-auc:0.840227
[71]	eval-auc:0.706796	train-auc:0.840514
[72]	eval-auc:0.707752	train-auc:0.84172
[73]	eval-auc:0.707223	train-auc:0.841769
[74]	eval-auc:0.706106	train-auc:0.842462
[75]	eval-auc:0.706463	train-auc:0.844088
[76]	eval-auc:0.707024	train-auc:0.844766
[77]	eval-auc:0.706845	train-auc:0.846281
[78]	eval-auc:0.706785	train-auc:0.84701
[79]	eval-auc:0.7068	train-auc:0.848314
[80]	eval-auc:0.706736	train-auc:0.848717
[81]	eval-auc:0.707449	train-auc:0.850235
[82]	eval-auc:0.706568	train-auc:0.851464
[83]	eval-auc:0.707394	train-auc:0.852201
[84]	eval-auc:0.707426	train-auc:0.852369
[85]	eval-auc:0.707852	train-auc:0.852682
[86]	eval-auc:0.70831	train-auc:0.853747
[87]	eval-auc:0.708481	train-auc:0.855308
[88]	eval-auc:0.707164	train-auc:0.856532
[89]	eval-auc:0.707965	train-auc:0.858102
[90]	eval-auc:0.70798	train-auc:0.858223
[91]	eval-auc:0.708161	train-auc:0.85884
[92]	eval-auc:0.707292	train-auc:0.859493
[93]	eval-auc:0.70775	train-auc:0.860842
[94]	eval-auc:0.707605	train-auc:0.861517
[95]	eval-auc:0.707196	train-auc:0.862025
[96]	eval-auc:0.7069	train-auc:0.862726
[97]	eval-auc:0.706699	train-auc:0.863165
[98]	eval-auc:0.70666	train-auc:0.864034
[99]	eval-auc:0.70705	train-auc:0.864737
[100]	eval-auc:0.70768	train-auc:0.86545
[101]	eval-auc:0.70698	train-auc:0.865891
[102]	eval-auc:0.707484	train-auc:0.866754
[103]	eval-auc:0.708081	train-auc:0.868052
[104]	eval-auc:0.707351	train-auc:0.868522
[105]	eval-auc:0.707453	train-auc:0.868491
[106]	eval-auc:0.707013	train-auc:0.868961
[107]	eval-auc:0.707813	train-auc:0.869613
[108]	eval-auc:0.70782	train-auc:0.869664
[109]	eval-auc:0.707426	train-auc:0.870418
[110]	eval-auc:0.708004	train-auc:0.871314
[111]	eval-auc:0.709103	train-auc:0.871865
[112]	eval-auc:0.709702	train-auc:0.87266
[113]	eval-auc:0.709316	train-auc:0.873155
[114]	eval-auc:0.708636	train-auc:0.873433
[115]	eval-auc:0.707812	train-auc:0.873802
[116]	eval-auc:0.707631	train-auc:0.873917
[117]	eval-auc:0.707641	train-auc:0.873956
[118]	eval-auc:0.707653	train-auc:0.873976
[119]	eval-auc:0.707868	train-auc:0.874475
[120]	eval-auc:0.70788	train-auc:0.874519
[121]	eval-auc:0.708167	train-auc:0.874982
[122]	eval-auc:0.708322	train-auc:0.875173
[123]	eval-auc:0.708935	train-auc:0.876199
[124]	eval-auc:0.708622	train-auc:0.876595
[125]	eval-auc:0.708591	train-auc:0.877356
[126]	eval-auc:0.708084	train-auc:0.878571
[127]	eval-auc:0.70809	train-auc:0.878579
[128]	eval-auc:0.707797	train-auc:0.878553
[129]	eval-auc:0.708137	train-auc:0.879315
[130]	eval-auc:0.70794	train-auc:0.87933
[131]	eval-auc:0.708144	train-auc:0.880002
[132]	eval-auc:0.707843	train-auc:0.880704
[133]	eval-auc:0.707921	train-auc:0.881004
[134]	eval-auc:0.708128	train-auc:0.881825
[135]	eval-auc:0.708597	train-auc:0.881934
[136]	eval-auc:0.707921	train-auc:0.882489
[137]	eval-auc:0.707406	train-auc:0.882792
[138]	eval-auc:0.706934	train-auc:0.88296
[139]	eval-auc:0.706552	train-auc:0.884305
[140]	eval-auc:0.706422	train-auc:0.884761
[141]	eval-auc:0.707353	train-auc:0.885766
[142]	eval-auc:0.707309	train-auc:0.886343
[143]	eval-auc:0.708046	train-auc:0.886948
[144]	eval-auc:0.708257	train-auc:0.887173
[145]	eval-auc:0.708559	train-auc:0.887347
[146]	eval-auc:0.708724	train-auc:0.887565
[147]	eval-auc:0.708736	train-auc:0.88759
[148]	eval-auc:0.708743	train-auc:0.888248
[149]	eval-auc:0.708604	train-auc:0.888341
[150]	eval-auc:0.708522	train-auc:0.888578
[151]	eval-auc:0.708352	train-auc:0.888761
[152]	eval-auc:0.707907	train-auc:0.889053
[153]	eval-auc:0.707701	train-auc:0.889326
[154]	eval-auc:0.70745	train-auc:0.889477
[155]	eval-auc:0.707765	train-auc:0.889759
[156]	eval-auc:0.708015	train-auc:0.890148
[157]	eval-auc:0.708004	train-auc:0.890586
[158]	eval-auc:0.708105	train-auc:0.891302
[159]	eval-auc:0.708111	train-auc:0.891688
[160]	eval-auc:0.707922	train-auc:0.89203
[161]	eval-auc:0.708269	train-auc:0.892549
[162]	eval-auc:0.708473	train-auc:0.893398
[163]	eval-auc:0.708315	train-auc:0.893765
[164]	eval-auc:0.708696	train-auc:0.894007
[165]	eval-auc:0.708881	train-auc:0.89408
[166]	eval-auc:0.708725	train-auc:0.8942
[167]	eval-auc:0.708163	train-auc:0.894361
[168]	eval-auc:0.708863	train-auc:0.894848
[169]	eval-auc:0.708376	train-auc:0.894995
[170]	eval-auc:0.708448	train-auc:0.89596
[171]	eval-auc:0.708257	train-auc:0.896242
[172]	eval-auc:0.708154	train-auc:0.896345
[173]	eval-auc:0.707283	train-auc:0.897029
[174]	eval-auc:0.707121	train-auc:0.897109
[175]	eval-auc:0.706267	train-auc:0.897474
[176]	eval-auc:0.706279	train-auc:0.897481
[177]	eval-auc:0.70684	train-auc:0.898141
[178]	eval-auc:0.707063	train-auc:0.8983
[179]	eval-auc:0.707076	train-auc:0.898303
[180]	eval-auc:0.707127	train-auc:0.898369
[181]	eval-auc:0.706681	train-auc:0.899443
[182]	eval-auc:0.706323	train-auc:0.899782
[183]	eval-auc:0.706687	train-auc:0.901141
[184]	eval-auc:0.706716	train-auc:0.901376
[185]	eval-auc:0.706626	train-auc:0.902102
[186]	eval-auc:0.706007	train-auc:0.902394
[187]	eval-auc:0.705509	train-auc:0.902907
[188]	eval-auc:0.704774	train-auc:0.903316
[189]	eval-auc:0.705595	train-auc:0.903721
[190]	eval-auc:0.70523	train-auc:0.903753
[191]	eval-auc:0.705483	train-auc:0.904113
[192]	eval-auc:0.70548	train-auc:0.904266
[193]	eval-auc:0.705188	train-auc:0.904491
[194]	eval-auc:0.705509	train-auc:0.904457
[195]	eval-auc:0.704877	train-auc:0.904584
[196]	eval-auc:0.704998	train-auc:0.905164
[197]	eval-auc:0.704744	train-auc:0.905617
[198]	eval-auc:0.704892	train-auc:0.905703
[199]	eval-auc:0.704816	train-auc:0.905992
[200]	eval-auc:0.705052	train-auc:0.906375
[201]	eval-auc:0.705349	train-auc:0.906886
[202]	eval-auc:0.70539	train-auc:0.907073
[203]	eval-auc:0.705168	train-auc:0.90705
[204]	eval-auc:0.705241	train-auc:0.907179
[205]	eval-auc:0.705161	train-auc:0.907894
[206]	eval-auc:0.704348	train-auc:0.908789
[207]	eval-auc:0.703818	train-auc:0.909394
[208]	eval-auc:0.703923	train-auc:0.909997
[209]	eval-auc:0.703645	train-auc:0.91081
[210]	eval-auc:0.70399	train-auc:0.910918
[211]	eval-auc:0.702806	train-auc:0.91185
[212]	eval-auc:0.702553	train-auc:0.912487
[213]	eval-auc:0.703138	train-auc:0.912539
[214]	eval-auc:0.702058	train-auc:0.913181
[215]	eval-auc:0.701971	train-auc:0.913439
[216]	eval-auc:0.701667	train-auc:0.913723
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[218]	eval-auc:0.701073	train-auc:0.914035
[219]	eval-auc:0.701146	train-auc:0.914246
[220]	eval-auc:0.700663	train-auc:0.914592
[221]	eval-auc:0.700883	train-auc:0.915138
[222]	eval-auc:0.70089	train-auc:0.915577
[223]	eval-auc:0.701082	train-auc:0.915719
[224]	eval-auc:0.701074	train-auc:0.915769
[225]	eval-auc:0.701534	train-auc:0.915921
[226]	eval-auc:0.701152	train-auc:0.916162
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[228]	eval-auc:0.701568	train-auc:0.916648
[229]	eval-auc:0.70181	train-auc:0.916776
[230]	eval-auc:0.701479	train-auc:0.917071
[231]	eval-auc:0.701495	train-auc:0.917509
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[233]	eval-auc:0.702128	train-auc:0.91848
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[235]	eval-auc:0.701257	train-auc:0.91918
[236]	eval-auc:0.701234	train-auc:0.919254
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[245]	eval-auc:0.700596	train-auc:0.92254
[246]	eval-auc:0.700316	train-auc:0.922608
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[248]	eval-auc:0.701061	train-auc:0.923391
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[250]	eval-auc:0.700907	train-auc:0.923583
[251]	eval-auc:0.700982	train-auc:0.92393
[252]	eval-auc:0.701903	train-auc:0.924302
[253]	eval-auc:0.702099	train-auc:0.924851
[254]	eval-auc:0.702207	train-auc:0.925004
[255]	eval-auc:0.702981	train-auc:0.925471
[256]	eval-auc:0.701958	train-auc:0.925493
[257]	eval-auc:0.702201	train-auc:0.926248
[258]	eval-auc:0.702083	train-auc:0.926341
[259]	eval-auc:0.70174	train-auc:0.926793
[260]	eval-auc:0.701936	train-auc:0.926849
[261]	eval-auc:0.702169	train-auc:0.927096
[262]	eval-auc:0.701927	train-auc:0.927255
[263]	eval-auc:0.70185	train-auc:0.927532
[264]	eval-auc:0.701324	train-auc:0.92803
[265]	eval-auc:0.701472	train-auc:0.928461
[266]	eval-auc:0.701723	train-auc:0.928516
[267]	eval-auc:0.701607	train-auc:0.928518
[268]	eval-auc:0.701492	train-auc:0.929056
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[271]	eval-auc:0.701029	train-auc:0.930069
[272]	eval-auc:0.700972	train-auc:0.930218
[273]	eval-auc:0.700899	train-auc:0.930167
[274]	eval-auc:0.70146	train-auc:0.930416
[275]	eval-auc:0.701315	train-auc:0.930837
[276]	eval-auc:0.701501	train-auc:0.931139
[277]	eval-auc:0.701479	train-auc:0.931228
[278]	eval-auc:0.70155	train-auc:0.931555
[279]	eval-auc:0.701405	train-auc:0.931689
[280]	eval-auc:0.701731	train-auc:0.931706
[281]	eval-auc:0.701615	train-auc:0.932166
[282]	eval-auc:0.701451	train-auc:0.932139
[283]	eval-auc:0.702038	train-auc:0.932299
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[285]	eval-auc:0.702373	train-auc:0.932636
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[287]	eval-auc:0.702568	train-auc:0.932968
[288]	eval-auc:0.702453	train-auc:0.933059
[289]	eval-auc:0.702137	train-auc:0.933198
[290]	eval-auc:0.702073	train-auc:0.933981
[291]	eval-auc:0.701897	train-auc:0.934201
[292]	eval-auc:0.701688	train-auc:0.934544
[293]	eval-auc:0.701484	train-auc:0.935036
[294]	eval-auc:0.701274	train-auc:0.935129
[295]	eval-auc:0.701518	train-auc:0.935475
[296]	eval-auc:0.701612	train-auc:0.935729
[297]	eval-auc:0.701492	train-auc:0.936033
[298]	eval-auc:0.701505	train-auc:0.936184
[299]	eval-auc:0.701461	train-auc:0.936211
[300]	eval-auc:0.701271	train-auc:0.93644
[301]	eval-auc:0.701327	train-auc:0.936852
[302]	eval-auc:0.700921	train-auc:0.937427
[303]	eval-auc:0.701087	train-auc:0.938006
[304]	eval-auc:0.700951	train-auc:0.938054
[305]	eval-auc:0.700878	train-auc:0.938436
[306]	eval-auc:0.70058	train-auc:0.938817
[307]	eval-auc:0.700608	train-auc:0.938882
[308]	eval-auc:0.700847	train-auc:0.939595
[309]	eval-auc:0.700963	train-auc:0.939995
[310]	eval-auc:0.701128	train-auc:0.940129
[311]	eval-auc:0.701215	train-auc:0.940242
[312]	eval-auc:0.701211	train-auc:0.940243
[313]	eval-auc:0.701473	train-auc:0.940583
[314]	eval-auc:0.701413	train-auc:0.940637
[315]	eval-auc:0.701125	train-auc:0.941039
[316]	eval-auc:0.701159	train-auc:0.941228
[317]	eval-auc:0.701411	train-auc:0.941335
[318]	eval-auc:0.701202	train-auc:0.941659
[319]	eval-auc:0.701501	train-auc:0.942088
[320]	eval-auc:0.701737	train-auc:0.942257
[321]	eval-auc:0.70163	train-auc:0.942808
[322]	eval-auc:0.701627	train-auc:0.942995
[323]	eval-auc:0.70184	train-auc:0.943417
[324]	eval-auc:0.701913	train-auc:0.943812
[325]	eval-auc:0.701872	train-auc:0.943911
[326]	eval-auc:0.701318	train-auc:0.944188
[327]	eval-auc:0.701682	train-auc:0.94423
[328]	eval-auc:0.701649	train-auc:0.944341
[329]	eval-auc:0.701703	train-auc:0.944425
[330]	eval-auc:0.701769	train-auc:0.944643
[331]	eval-auc:0.701744	train-auc:0.944753
[332]	eval-auc:0.701702	train-auc:0.945173
[333]	eval-auc:0.701629	train-auc:0.945233
[334]	eval-auc:0.701423	train-auc:0.945265
[335]	eval-auc:0.701224	train-auc:0.945482
[336]	eval-auc:0.701108	train-auc:0.945879
[337]	eval-auc:0.701113	train-auc:0.946015
[338]	eval-auc:0.701205	train-auc:0.946287
[339]	eval-auc:0.700895	train-auc:0.946672
[340]	eval-auc:0.7008	train-auc:0.946894
[341]	eval-auc:0.700538	train-auc:0.946962
[342]	eval-auc:0.70052	train-auc:0.947059
[343]	eval-auc:0.700704	train-auc:0.94715
[344]	eval-auc:0.70072	train-auc:0.947153
[345]	eval-auc:0.700849	train-auc:0.947192
[346]	eval-auc:0.700881	train-auc:0.94715
[347]	eval-auc:0.700742	train-auc:0.947256
[348]	eval-auc:0.700797	train-auc:0.947465
[349]	eval-auc:0.701213	train-auc:0.947751
[350]	eval-auc:0.701039	train-auc:0.947999
[351]	eval-auc:0.700771	train-auc:0.948049
[352]	eval-auc:0.700782	train-auc:0.948241
[353]	eval-auc:0.700845	train-auc:0.948447
[354]	eval-auc:0.701583	train-auc:0.948832
[355]	eval-auc:0.701658	train-auc:0.94887
[356]	eval-auc:0.701907	train-auc:0.94902
[357]	eval-auc:0.702054	train-auc:0.949172
[358]	eval-auc:0.702128	train-auc:0.949249
[359]	eval-auc:0.702051	train-auc:0.949454
[360]	eval-auc:0.701872	train-auc:0.94988
[361]	eval-auc:0.701449	train-auc:0.949933
[362]	eval-auc:0.701355	train-auc:0.949985
[363]	eval-auc:0.701474	train-auc:0.950084
[364]	eval-auc:0.701446	train-auc:0.950129
[365]	eval-auc:0.701804	train-auc:0.950202
[366]	eval-auc:0.701058	train-auc:0.950458
[367]	eval-auc:0.701122	train-auc:0.950465
[368]	eval-auc:0.701215	train-auc:0.950794
[369]	eval-auc:0.701038	train-auc:0.950978
[370]	eval-auc:0.701709	train-auc:0.95121
[371]	eval-auc:0.701743	train-auc:0.951336
[372]	eval-auc:0.701522	train-auc:0.951322
[373]	eval-auc:0.701518	train-auc:0.95137
[374]	eval-auc:0.701406	train-auc:0.951784
[375]	eval-auc:0.701464	train-auc:0.951804
[376]	eval-auc:0.701585	train-auc:0.952081
[377]	eval-auc:0.701463	train-auc:0.952102
[378]	eval-auc:0.701111	train-auc:0.952384
[379]	eval-auc:0.701183	train-auc:0.95259
[380]	eval-auc:0.701362	train-auc:0.952795
[381]	eval-auc:0.701228	train-auc:0.952887
[382]	eval-auc:0.70126	train-auc:0.953095
[383]	eval-auc:0.701324	train-auc:0.953124
[384]	eval-auc:0.701374	train-auc:0.95311
[385]	eval-auc:0.701184	train-auc:0.953335
[386]	eval-auc:0.701042	train-auc:0.953549
[387]	eval-auc:0.701199	train-auc:0.953603
[388]	eval-auc:0.701531	train-auc:0.95384
[389]	eval-auc:0.701518	train-auc:0.954117
[390]	eval-auc:0.701685	train-auc:0.954233
[391]	eval-auc:0.701945	train-auc:0.954314
[392]	eval-auc:0.701769	train-auc:0.954485
[393]	eval-auc:0.701913	train-auc:0.954507
[394]	eval-auc:0.702136	train-auc:0.954594
[395]	eval-auc:0.701845	train-auc:0.95475
[396]	eval-auc:0.701667	train-auc:0.954742
[397]	eval-auc:0.7013	train-auc:0.955007
[398]	eval-auc:0.701166	train-auc:0.955095
[399]	eval-auc:0.701306	train-auc:0.955274
[400]	eval-auc:0.701336	train-auc:0.955397
[401]	eval-auc:0.701487	train-auc:0.955419
[402]	eval-auc:0.70186	train-auc:0.955518
[403]	eval-auc:0.701684	train-auc:0.955667
[404]	eval-auc:0.701738	train-auc:0.955667
[405]	eval-auc:0.702025	train-auc:0.955773
[406]	eval-auc:0.70215	train-auc:0.955839
[407]	eval-auc:0.702143	train-auc:0.956001
[408]	eval-auc:0.702341	train-auc:0.956359
[409]	eval-auc:0.70246	train-auc:0.956382
[410]	eval-auc:0.702629	train-auc:0.956695
[411]	eval-auc:0.702705	train-auc:0.957087
[412]	eval-auc:0.702911	train-auc:0.95714
[413]	eval-auc:0.703171	train-auc:0.957445
[414]	eval-auc:0.703263	train-auc:0.957528
[415]	eval-auc:0.703278	train-auc:0.957553
[416]	eval-auc:0.703339	train-auc:0.957672
[417]	eval-auc:0.703072	train-auc:0.957749
[418]	eval-auc:0.703071	train-auc:0.957825
[419]	eval-auc:0.703365	train-auc:0.957924
[420]	eval-auc:0.703721	train-auc:0.958023
[421]	eval-auc:0.70363	train-auc:0.958164
[422]	eval-auc:0.703946	train-auc:0.958446
[423]	eval-auc:0.704071	train-auc:0.95851
[424]	eval-auc:0.704231	train-auc:0.958541
[425]	eval-auc:0.704054	train-auc:0.958748
[426]	eval-auc:0.703943	train-auc:0.958797
[427]	eval-auc:0.703872	train-auc:0.9588
[428]	eval-auc:0.703593	train-auc:0.958987
[429]	eval-auc:0.703537	train-auc:0.95903
[430]	eval-auc:0.703482	train-auc:0.959347
[431]	eval-auc:0.703378	train-auc:0.959349
[432]	eval-auc:0.703359	train-auc:0.959413
[433]	eval-auc:0.703112	train-auc:0.959498
[434]	eval-auc:0.703304	train-auc:0.959681
[435]	eval-auc:0.703025	train-auc:0.95984
[436]	eval-auc:0.702856	train-auc:0.959982
[437]	eval-auc:0.70295	train-auc:0.959976
[438]	eval-auc:0.702827	train-auc:0.959967
[439]	eval-auc:0.702629	train-auc:0.96007
[440]	eval-auc:0.702935	train-auc:0.960246
[441]	eval-auc:0.702823	train-auc:0.960378
[442]	eval-auc:0.702742	train-auc:0.960565
[443]	eval-auc:0.702361	train-auc:0.960665
[444]	eval-auc:0.702271	train-auc:0.960738
[445]	eval-auc:0.702468	train-auc:0.960834
[446]	eval-auc:0.702494	train-auc:0.960976
[447]	eval-auc:0.702483	train-auc:0.96101
[448]	eval-auc:0.702366	train-auc:0.961004
[449]	eval-auc:0.702002	train-auc:0.961116
[450]	eval-auc:0.702022	train-auc:0.961325
[451]	eval-auc:0.701997	train-auc:0.961424
[452]	eval-auc:0.701854	train-auc:0.96165
[453]	eval-auc:0.701779	train-auc:0.961823
[454]	eval-auc:0.701769	train-auc:0.961964
[455]	eval-auc:0.701647	train-auc:0.962054
[456]	eval-auc:0.701464	train-auc:0.962042
[457]	eval-auc:0.701455	train-auc:0.962137
[458]	eval-auc:0.70128	train-auc:0.962137
[459]	eval-auc:0.701047	train-auc:0.962243
[460]	eval-auc:0.701021	train-auc:0.962302
[461]	eval-auc:0.701106	train-auc:0.962301
[462]	eval-auc:0.70088	train-auc:0.962491
[463]	eval-auc:0.701038	train-auc:0.962578
[464]	eval-auc:0.701084	train-auc:0.96266
[465]	eval-auc:0.70142	train-auc:0.962916
[466]	eval-auc:0.700924	train-auc:0.963148
[467]	eval-auc:0.700985	train-auc:0.963134
[468]	eval-auc:0.701061	train-auc:0.963204
[469]	eval-auc:0.701061	train-auc:0.963181
[470]	eval-auc:0.701597	train-auc:0.963733
[471]	eval-auc:0.701568	train-auc:0.963697
[472]	eval-auc:0.701557	train-auc:0.963744
[473]	eval-auc:0.701751	train-auc:0.964166
[474]	eval-auc:0.701867	train-auc:0.964273
[475]	eval-auc:0.701887	train-auc:0.964274
[476]	eval-auc:0.701967	train-auc:0.964553
[477]	eval-auc:0.701912	train-auc:0.964763
[478]	eval-auc:0.701604	train-auc:0.964927
[479]	eval-auc:0.701592	train-auc:0.964998
[480]	eval-auc:0.701511	train-auc:0.965076
[481]	eval-auc:0.701326	train-auc:0.965103
[482]	eval-auc:0.701271	train-auc:0.965096
[483]	eval-auc:0.701201	train-auc:0.965161
[484]	eval-auc:0.701371	train-auc:0.96524
[485]	eval-auc:0.701783	train-auc:0.965404
[486]	eval-auc:0.70168	train-auc:0.96542
[487]	eval-auc:0.701589	train-auc:0.965568
[488]	eval-auc:0.701607	train-auc:0.965596
[489]	eval-auc:0.7019	train-auc:0.965703
[490]	eval-auc:0.701927	train-auc:0.965988
[491]	eval-auc:0.702022	train-auc:0.966122
[492]	eval-auc:0.702032	train-auc:0.966411
[493]	eval-auc:0.702067	train-auc:0.966413
[494]	eval-auc:0.702153	train-auc:0.966555
[495]	eval-auc:0.702423	train-auc:0.966613
[496]	eval-auc:0.702251	train-auc:0.966603
[497]	eval-auc:0.70216	train-auc:0.9667
[498]	eval-auc:0.702188	train-auc:0.966839
[499]	eval-auc:0.701904	train-auc:0.966902
[500]	eval-auc:0.701875	train-auc:0.966972
[501]	eval-auc:0.701871	train-auc:0.966977
[502]	eval-auc:0.701527	train-auc:0.967208
[503]	eval-auc:0.701443	train-auc:0.967274
[504]	eval-auc:0.701344	train-auc:0.967323
[505]	eval-auc:0.701385	train-auc:0.967445
[506]	eval-auc:0.701655	train-auc:0.967572
[507]	eval-auc:0.701499	train-auc:0.967643
[508]	eval-auc:0.701425	train-auc:0.967647
[509]	eval-auc:0.701326	train-auc:0.967734
[510]	eval-auc:0.701195	train-auc:0.967796
[511]	eval-auc:0.70124	train-auc:0.967909
[512]	eval-auc:0.701269	train-auc:0.967902
[513]	eval-auc:0.70146	train-auc:0.968066
[514]	eval-auc:0.7017	train-auc:0.968114
[515]	eval-auc:0.7019	train-auc:0.968236
[516]	eval-auc:0.701886	train-auc:0.968241
[517]	eval-auc:0.701888	train-auc:0.968306
[518]	eval-auc:0.701886	train-auc:0.968276
[519]	eval-auc:0.701918	train-auc:0.968322
[520]	eval-auc:0.701846	train-auc:0.968346
[521]	eval-auc:0.701676	train-auc:0.968423
[522]	eval-auc:0.701702	train-auc:0.968673
[523]	eval-auc:0.701577	train-auc:0.968757
[524]	eval-auc:0.701419	train-auc:0.968772
[525]	eval-auc:0.701114	train-auc:0.968906
[526]	eval-auc:0.701254	train-auc:0.968963
[527]	eval-auc:0.701511	train-auc:0.969
[528]	eval-auc:0.701449	train-auc:0.969057
[529]	eval-auc:0.701277	train-auc:0.969105
[530]	eval-auc:0.701289	train-auc:0.969118
[531]	eval-auc:0.700893	train-auc:0.969256
[532]	eval-auc:0.701071	train-auc:0.969359
[533]	eval-auc:0.700943	train-auc:0.969464
[534]	eval-auc:0.700878	train-auc:0.969495
[535]	eval-auc:0.700919	train-auc:0.969622
[536]	eval-auc:0.701055	train-auc:0.969681
[537]	eval-auc:0.700845	train-auc:0.969693
[538]	eval-auc:0.700691	train-auc:0.969942
[539]	eval-auc:0.700851	train-auc:0.970043
[540]	eval-auc:0.700733	train-auc:0.970049
[541]	eval-auc:0.700604	train-auc:0.970053
[542]	eval-auc:0.70005	train-auc:0.970169
	Score 0.700049641243041


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.15000000000000002, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 1, 'min_child_weight': 1.0, 'n_estimators': 263.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.637627	train-auc:0.641495
[1]	eval-auc:0.637627	train-auc:0.641495
[2]	eval-auc:0.637627	train-auc:0.641495
[3]	eval-auc:0.639239	train-auc:0.642213
[4]	eval-auc:0.639239	train-auc:0.642213
[5]	eval-auc:0.667391	train-auc:0.675934
[6]	eval-auc:0.669347	train-auc:0.677515
[7]	eval-auc:0.697144	train-auc:0.698895
[8]	eval-auc:0.697144	train-auc:0.698895
[9]	eval-auc:0.705553	train-auc:0.701111
[10]	eval-auc:0.698591	train-auc:0.699195
[11]	eval-auc:0.705553	train-auc:0.701111
[12]	eval-auc:0.705553	train-auc:0.701111
[13]	eval-auc:0.705553	train-auc:0.701111
[14]	eval-auc:0.698591	train-auc:0.699195
[15]	eval-auc:0.698591	train-auc:0.699195
[16]	eval-auc:0.699905	train-auc:0.698842
[17]	eval-auc:0.707849	train-auc:0.70098
[18]	eval-auc:0.697467	train-auc:0.696947
[19]	eval-auc:0.701056	train-auc:0.699224
[20]	eval-auc:0.701044	train-auc:0.699225
[21]	eval-auc:0.703627	train-auc:0.699917
[22]	eval-auc:0.708651	train-auc:0.701801
[23]	eval-auc:0.702405	train-auc:0.699996
[24]	eval-auc:0.70364	train-auc:0.699916
[25]	eval-auc:0.704368	train-auc:0.703082
[26]	eval-auc:0.707322	train-auc:0.70452
[27]	eval-auc:0.701254	train-auc:0.701188
[28]	eval-auc:0.701521	train-auc:0.701489
[29]	eval-auc:0.705263	train-auc:0.702397
[30]	eval-auc:0.706672	train-auc:0.70445
[31]	eval-auc:0.706817	train-auc:0.704922
[32]	eval-auc:0.70298	train-auc:0.708205
[33]	eval-auc:0.703524	train-auc:0.707576
[34]	eval-auc:0.702182	train-auc:0.707353
[35]	eval-auc:0.701081	train-auc:0.706738
[36]	eval-auc:0.701368	train-auc:0.707337
[37]	eval-auc:0.701528	train-auc:0.707676
[38]	eval-auc:0.7017	train-auc:0.707851
[39]	eval-auc:0.699515	train-auc:0.706933
[40]	eval-auc:0.699856	train-auc:0.707514
[41]	eval-auc:0.700278	train-auc:0.707842
[42]	eval-auc:0.700577	train-auc:0.70864
[43]	eval-auc:0.700528	train-auc:0.708475
[44]	eval-auc:0.702024	train-auc:0.709581
[45]	eval-auc:0.702706	train-auc:0.709381
[46]	eval-auc:0.703139	train-auc:0.70972
[47]	eval-auc:0.703062	train-auc:0.709762
[48]	eval-auc:0.703412	train-auc:0.709995
[49]	eval-auc:0.702258	train-auc:0.709614
[50]	eval-auc:0.702655	train-auc:0.710115
[51]	eval-auc:0.703288	train-auc:0.710043
[52]	eval-auc:0.703468	train-auc:0.710306
[53]	eval-auc:0.704021	train-auc:0.710819
[54]	eval-auc:0.704156	train-auc:0.710872
[55]	eval-auc:0.703931	train-auc:0.711443
[56]	eval-auc:0.703084	train-auc:0.711777
[57]	eval-auc:0.70218	train-auc:0.712117
[58]	eval-auc:0.702276	train-auc:0.712087
[59]	eval-auc:0.702553	train-auc:0.712238
[60]	eval-auc:0.703254	train-auc:0.712517
[61]	eval-auc:0.704917	train-auc:0.712931
[62]	eval-auc:0.705127	train-auc:0.713173
[63]	eval-auc:0.704868	train-auc:0.714059
[64]	eval-auc:0.703741	train-auc:0.714353
[65]	eval-auc:0.704054	train-auc:0.714543
[66]	eval-auc:0.703837	train-auc:0.714818
[67]	eval-auc:0.703169	train-auc:0.714953
[68]	eval-auc:0.703178	train-auc:0.715032
[69]	eval-auc:0.70334	train-auc:0.714914
[70]	eval-auc:0.703096	train-auc:0.714636
[71]	eval-auc:0.702626	train-auc:0.714751
[72]	eval-auc:0.702912	train-auc:0.714803
[73]	eval-auc:0.703404	train-auc:0.715394
[74]	eval-auc:0.702853	train-auc:0.715562
[75]	eval-auc:0.702186	train-auc:0.715568
[76]	eval-auc:0.701988	train-auc:0.715852
[77]	eval-auc:0.701892	train-auc:0.716037
[78]	eval-auc:0.701231	train-auc:0.716078
[79]	eval-auc:0.70125	train-auc:0.716416
[80]	eval-auc:0.700809	train-auc:0.716127
[81]	eval-auc:0.70113	train-auc:0.716263
[82]	eval-auc:0.701422	train-auc:0.716413
[83]	eval-auc:0.701592	train-auc:0.716513
[84]	eval-auc:0.701673	train-auc:0.716437
[85]	eval-auc:0.701608	train-auc:0.716854
[86]	eval-auc:0.701518	train-auc:0.716911
[87]	eval-auc:0.70157	train-auc:0.716828
[88]	eval-auc:0.70217	train-auc:0.717018
[89]	eval-auc:0.702048	train-auc:0.717035
[90]	eval-auc:0.701974	train-auc:0.717151
[91]	eval-auc:0.701748	train-auc:0.716932
[92]	eval-auc:0.701948	train-auc:0.717322
[93]	eval-auc:0.70205	train-auc:0.717302
[94]	eval-auc:0.702201	train-auc:0.717546
[95]	eval-auc:0.70169	train-auc:0.717686
[96]	eval-auc:0.701074	train-auc:0.717672
[97]	eval-auc:0.701075	train-auc:0.717737
[98]	eval-auc:0.701526	train-auc:0.717642
[99]	eval-auc:0.70168	train-auc:0.717735
[100]	eval-auc:0.702379	train-auc:0.718124
[101]	eval-auc:0.702298	train-auc:0.718123
[102]	eval-auc:0.70265	train-auc:0.718099
[103]	eval-auc:0.70268	train-auc:0.718102
[104]	eval-auc:0.702634	train-auc:0.718326
[105]	eval-auc:0.702634	train-auc:0.718429
[106]	eval-auc:0.702392	train-auc:0.71827
[107]	eval-auc:0.702251	train-auc:0.718285
[108]	eval-auc:0.702641	train-auc:0.718292
[109]	eval-auc:0.702582	train-auc:0.718407
[110]	eval-auc:0.702661	train-auc:0.718451
[111]	eval-auc:0.70278	train-auc:0.718552
[112]	eval-auc:0.702918	train-auc:0.71865
[113]	eval-auc:0.703224	train-auc:0.718837
[114]	eval-auc:0.702909	train-auc:0.719074
[115]	eval-auc:0.703249	train-auc:0.719295
[116]	eval-auc:0.703321	train-auc:0.71924
[117]	eval-auc:0.703314	train-auc:0.719324
[118]	eval-auc:0.703176	train-auc:0.719473
[119]	eval-auc:0.702614	train-auc:0.719709
[120]	eval-auc:0.702905	train-auc:0.719716
[121]	eval-auc:0.702856	train-auc:0.719759
[122]	eval-auc:0.702572	train-auc:0.719877
[123]	eval-auc:0.702561	train-auc:0.720009
[124]	eval-auc:0.702532	train-auc:0.720059
[125]	eval-auc:0.702665	train-auc:0.72022
[126]	eval-auc:0.703269	train-auc:0.720418
[127]	eval-auc:0.702957	train-auc:0.720541
[128]	eval-auc:0.70228	train-auc:0.720606
[129]	eval-auc:0.702293	train-auc:0.720711
[130]	eval-auc:0.702351	train-auc:0.720688
[131]	eval-auc:0.702181	train-auc:0.720582
[132]	eval-auc:0.702333	train-auc:0.720582
[133]	eval-auc:0.70231	train-auc:0.720645
[134]	eval-auc:0.702094	train-auc:0.720828
[135]	eval-auc:0.702236	train-auc:0.720932
[136]	eval-auc:0.702564	train-auc:0.720884
[137]	eval-auc:0.702456	train-auc:0.720875
[138]	eval-auc:0.702555	train-auc:0.720812
[139]	eval-auc:0.702504	train-auc:0.720741
[140]	eval-auc:0.702978	train-auc:0.72086
[141]	eval-auc:0.703049	train-auc:0.72095
[142]	eval-auc:0.702748	train-auc:0.721043
[143]	eval-auc:0.702689	train-auc:0.721089
[144]	eval-auc:0.702856	train-auc:0.721187
[145]	eval-auc:0.702975	train-auc:0.721167
[146]	eval-auc:0.702777	train-auc:0.721068
[147]	eval-auc:0.702699	train-auc:0.721096
[148]	eval-auc:0.702879	train-auc:0.721321
[149]	eval-auc:0.702999	train-auc:0.721421
[150]	eval-auc:0.703122	train-auc:0.721579
[151]	eval-auc:0.703177	train-auc:0.721492
[152]	eval-auc:0.702069	train-auc:0.721509
[153]	eval-auc:0.701862	train-auc:0.721569
[154]	eval-auc:0.702066	train-auc:0.721656
[155]	eval-auc:0.701768	train-auc:0.721801
[156]	eval-auc:0.701835	train-auc:0.721925
[157]	eval-auc:0.702208	train-auc:0.721922
[158]	eval-auc:0.702437	train-auc:0.722041
[159]	eval-auc:0.702386	train-auc:0.722074
[160]	eval-auc:0.702796	train-auc:0.722168
[161]	eval-auc:0.702974	train-auc:0.722262
[162]	eval-auc:0.702598	train-auc:0.722334
[163]	eval-auc:0.702319	train-auc:0.722479
[164]	eval-auc:0.70222	train-auc:0.722535
[165]	eval-auc:0.702299	train-auc:0.722649
[166]	eval-auc:0.702373	train-auc:0.722584
[167]	eval-auc:0.70224	train-auc:0.722649
[168]	eval-auc:0.702353	train-auc:0.722784
[169]	eval-auc:0.702587	train-auc:0.722784
[170]	eval-auc:0.702344	train-auc:0.722776
[171]	eval-auc:0.702469	train-auc:0.722827
[172]	eval-auc:0.702516	train-auc:0.722965
[173]	eval-auc:0.702555	train-auc:0.723058
[174]	eval-auc:0.70235	train-auc:0.723119
[175]	eval-auc:0.70221	train-auc:0.723107
[176]	eval-auc:0.702035	train-auc:0.723233
[177]	eval-auc:0.702135	train-auc:0.723318
[178]	eval-auc:0.702004	train-auc:0.723461
[179]	eval-auc:0.702657	train-auc:0.723494
[180]	eval-auc:0.701374	train-auc:0.723623
[181]	eval-auc:0.701477	train-auc:0.72377
[182]	eval-auc:0.701668	train-auc:0.723909
[183]	eval-auc:0.701398	train-auc:0.723896
[184]	eval-auc:0.700969	train-auc:0.724006
[185]	eval-auc:0.700634	train-auc:0.724027
[186]	eval-auc:0.700244	train-auc:0.724056
[187]	eval-auc:0.700707	train-auc:0.72416
[188]	eval-auc:0.700731	train-auc:0.724197
[189]	eval-auc:0.700824	train-auc:0.724287
[190]	eval-auc:0.700422	train-auc:0.724368
[191]	eval-auc:0.700487	train-auc:0.724447
[192]	eval-auc:0.700053	train-auc:0.724435
[193]	eval-auc:0.700429	train-auc:0.724471
[194]	eval-auc:0.700629	train-auc:0.724628
[195]	eval-auc:0.70058	train-auc:0.724559
[196]	eval-auc:0.700739	train-auc:0.724595
[197]	eval-auc:0.700693	train-auc:0.724671
[198]	eval-auc:0.700612	train-auc:0.724819
[199]	eval-auc:0.700669	train-auc:0.724842
[200]	eval-auc:0.700803	train-auc:0.724894
[201]	eval-auc:0.700883	train-auc:0.724969
[202]	eval-auc:0.700361	train-auc:0.72505
[203]	eval-auc:0.70041	train-auc:0.725043
[204]	eval-auc:0.700614	train-auc:0.725111
[205]	eval-auc:0.70072	train-auc:0.725239
[206]	eval-auc:0.700717	train-auc:0.725398
[207]	eval-auc:0.699763	train-auc:0.725535
[208]	eval-auc:0.699734	train-auc:0.725594
[209]	eval-auc:0.69974	train-auc:0.725699
[210]	eval-auc:0.699607	train-auc:0.725696
[211]	eval-auc:0.699623	train-auc:0.72561
[212]	eval-auc:0.699658	train-auc:0.725793
[213]	eval-auc:0.700128	train-auc:0.725859
[214]	eval-auc:0.699944	train-auc:0.725966
[215]	eval-auc:0.70002	train-auc:0.726085
[216]	eval-auc:0.699924	train-auc:0.726117
[217]	eval-auc:0.699577	train-auc:0.726193
[218]	eval-auc:0.699412	train-auc:0.726295
[219]	eval-auc:0.699496	train-auc:0.726338
[220]	eval-auc:0.699624	train-auc:0.726434
[221]	eval-auc:0.699757	train-auc:0.726562
[222]	eval-auc:0.699711	train-auc:0.726583
[223]	eval-auc:0.699793	train-auc:0.726704
[224]	eval-auc:0.699254	train-auc:0.72674
[225]	eval-auc:0.699301	train-auc:0.726892
[226]	eval-auc:0.699524	train-auc:0.727021
[227]	eval-auc:0.698767	train-auc:0.726877
[228]	eval-auc:0.698453	train-auc:0.726912
[229]	eval-auc:0.698415	train-auc:0.727047
[230]	eval-auc:0.698873	train-auc:0.727099
[231]	eval-auc:0.698861	train-auc:0.727204
[232]	eval-auc:0.698924	train-auc:0.727072
[233]	eval-auc:0.699144	train-auc:0.727135
[234]	eval-auc:0.699152	train-auc:0.727003
[235]	eval-auc:0.699284	train-auc:0.727051
[236]	eval-auc:0.699275	train-auc:0.727054
[237]	eval-auc:0.699179	train-auc:0.727108
[238]	eval-auc:0.699013	train-auc:0.727212
[239]	eval-auc:0.698991	train-auc:0.727255
[240]	eval-auc:0.698958	train-auc:0.727278
[241]	eval-auc:0.699012	train-auc:0.727449
[242]	eval-auc:0.699237	train-auc:0.727532
[243]	eval-auc:0.699269	train-auc:0.727541
[244]	eval-auc:0.699027	train-auc:0.727675
[245]	eval-auc:0.698884	train-auc:0.727662
[246]	eval-auc:0.699066	train-auc:0.727715
[247]	eval-auc:0.699048	train-auc:0.72779
[248]	eval-auc:0.69901	train-auc:0.727809
[249]	eval-auc:0.699063	train-auc:0.727897
[250]	eval-auc:0.69874	train-auc:0.72796
[251]	eval-auc:0.698656	train-auc:0.728012
[252]	eval-auc:0.698722	train-auc:0.728101
[253]	eval-auc:0.698783	train-auc:0.728189
[254]	eval-auc:0.698637	train-auc:0.728329
[255]	eval-auc:0.6984	train-auc:0.728361
[256]	eval-auc:0.698496	train-auc:0.728439
[257]	eval-auc:0.698487	train-auc:0.728552
[258]	eval-auc:0.699045	train-auc:0.728576
[259]	eval-auc:0.698991	train-auc:0.728653
[260]	eval-auc:0.699118	train-auc:0.728673
[261]	eval-auc:0.699075	train-auc:0.728595
[262]	eval-auc:0.699005	train-auc:0.728648
	Score 0.699005043306655


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.7000000000000001, 'eta': 0.025, 'eval_metric': 'auc', 'gamma': 0.65, 'max_depth': 10, 'min_child_weight': 2.0, 'n_estimators': 593.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.63555	train-auc:0.819388
[1]	eval-auc:0.644269	train-auc:0.881095
[2]	eval-auc:0.644047	train-auc:0.921479
[3]	eval-auc:0.648181	train-auc:0.941678
[4]	eval-auc:0.672152	train-auc:0.955865
[5]	eval-auc:0.664831	train-auc:0.96667
[6]	eval-auc:0.672891	train-auc:0.972177
[7]	eval-auc:0.667975	train-auc:0.974185
[8]	eval-auc:0.67546	train-auc:0.979827
[9]	eval-auc:0.674969	train-auc:0.982566
[10]	eval-auc:0.670796	train-auc:0.986055
[11]	eval-auc:0.669363	train-auc:0.986954
[12]	eval-auc:0.66972	train-auc:0.98702
[13]	eval-auc:0.670323	train-auc:0.987531
[14]	eval-auc:0.669142	train-auc:0.988248
[15]	eval-auc:0.664859	train-auc:0.989359
[16]	eval-auc:0.663879	train-auc:0.989937
[17]	eval-auc:0.669523	train-auc:0.991381
[18]	eval-auc:0.665716	train-auc:0.991881
[19]	eval-auc:0.671067	train-auc:0.992202
[20]	eval-auc:0.671139	train-auc:0.993397
[21]	eval-auc:0.671718	train-auc:0.993892
[22]	eval-auc:0.675107	train-auc:0.994805
[23]	eval-auc:0.680146	train-auc:0.99517
[24]	eval-auc:0.682157	train-auc:0.995676
[25]	eval-auc:0.681145	train-auc:0.996064
[26]	eval-auc:0.682135	train-auc:0.996521
[27]	eval-auc:0.684123	train-auc:0.996869
[28]	eval-auc:0.683896	train-auc:0.996952
[29]	eval-auc:0.682526	train-auc:0.997133
[30]	eval-auc:0.683193	train-auc:0.997508
[31]	eval-auc:0.68299	train-auc:0.997686
[32]	eval-auc:0.682362	train-auc:0.997862
[33]	eval-auc:0.682036	train-auc:0.997932
[34]	eval-auc:0.681934	train-auc:0.998195
[35]	eval-auc:0.681829	train-auc:0.99828
[36]	eval-auc:0.681232	train-auc:0.998369
[37]	eval-auc:0.680379	train-auc:0.998488
[38]	eval-auc:0.679509	train-auc:0.998461
[39]	eval-auc:0.679822	train-auc:0.998618
[40]	eval-auc:0.679197	train-auc:0.99872
[41]	eval-auc:0.677882	train-auc:0.998724
[42]	eval-auc:0.67691	train-auc:0.998802
[43]	eval-auc:0.677932	train-auc:0.998873
[44]	eval-auc:0.679934	train-auc:0.99892
[45]	eval-auc:0.678352	train-auc:0.998948
[46]	eval-auc:0.679707	train-auc:0.998968
[47]	eval-auc:0.680735	train-auc:0.998998
[48]	eval-auc:0.680659	train-auc:0.999051
[49]	eval-auc:0.680717	train-auc:0.99909
[50]	eval-auc:0.680221	train-auc:0.999125
[51]	eval-auc:0.679064	train-auc:0.999151
[52]	eval-auc:0.679302	train-auc:0.99922
[53]	eval-auc:0.678038	train-auc:0.999295
[54]	eval-auc:0.678476	train-auc:0.999367
[55]	eval-auc:0.678412	train-auc:0.999373
[56]	eval-auc:0.67786	train-auc:0.999434
[57]	eval-auc:0.676863	train-auc:0.999476
[58]	eval-auc:0.676855	train-auc:0.999502
[59]	eval-auc:0.678412	train-auc:0.999526
[60]	eval-auc:0.680785	train-auc:0.999529
[61]	eval-auc:0.681467	train-auc:0.999548
[62]	eval-auc:0.681411	train-auc:0.999561
[63]	eval-auc:0.683156	train-auc:0.999602
[64]	eval-auc:0.682567	train-auc:0.999584
[65]	eval-auc:0.683377	train-auc:0.999581
[66]	eval-auc:0.682783	train-auc:0.9996
[67]	eval-auc:0.682741	train-auc:0.999628
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[439]	eval-auc:0.691209	train-auc:1
[440]	eval-auc:0.691417	train-auc:1
[441]	eval-auc:0.691437	train-auc:1
[442]	eval-auc:0.691477	train-auc:1
[443]	eval-auc:0.691382	train-auc:1
[444]	eval-auc:0.691474	train-auc:1
[445]	eval-auc:0.691647	train-auc:1
[446]	eval-auc:0.691679	train-auc:1
[447]	eval-auc:0.691592	train-auc:1
[448]	eval-auc:0.691586	train-auc:1
[449]	eval-auc:0.691483	train-auc:1
[450]	eval-auc:0.691469	train-auc:1
[451]	eval-auc:0.691553	train-auc:1
[452]	eval-auc:0.691551	train-auc:1
[453]	eval-auc:0.691495	train-auc:1
[454]	eval-auc:0.691618	train-auc:1
[455]	eval-auc:0.691637	train-auc:1
[456]	eval-auc:0.691647	train-auc:1
[457]	eval-auc:0.691629	train-auc:1
[458]	eval-auc:0.691591	train-auc:1
[459]	eval-auc:0.691431	train-auc:1
[460]	eval-auc:0.691466	train-auc:1
[461]	eval-auc:0.691305	train-auc:1
[462]	eval-auc:0.691405	train-auc:1
[463]	eval-auc:0.691478	train-auc:1
[464]	eval-auc:0.691594	train-auc:1
[465]	eval-auc:0.691595	train-auc:1
[466]	eval-auc:0.691461	train-auc:1
[467]	eval-auc:0.69158	train-auc:1
[468]	eval-auc:0.691635	train-auc:1
[469]	eval-auc:0.691538	train-auc:1
[470]	eval-auc:0.691426	train-auc:1
[471]	eval-auc:0.691457	train-auc:1
[472]	eval-auc:0.691369	train-auc:1
[473]	eval-auc:0.691329	train-auc:1
[474]	eval-auc:0.691276	train-auc:1
[475]	eval-auc:0.691254	train-auc:1
[476]	eval-auc:0.691227	train-auc:1
[477]	eval-auc:0.691363	train-auc:1
[478]	eval-auc:0.691344	train-auc:1
[479]	eval-auc:0.691184	train-auc:1
[480]	eval-auc:0.69097	train-auc:1
[481]	eval-auc:0.691184	train-auc:1
[482]	eval-auc:0.691195	train-auc:1
[483]	eval-auc:0.691145	train-auc:1
[484]	eval-auc:0.691075	train-auc:1
[485]	eval-auc:0.691139	train-auc:1
[486]	eval-auc:0.691023	train-auc:1
[487]	eval-auc:0.690863	train-auc:1
[488]	eval-auc:0.691015	train-auc:1
[489]	eval-auc:0.691061	train-auc:1
[490]	eval-auc:0.691142	train-auc:1
[491]	eval-auc:0.691101	train-auc:1
[492]	eval-auc:0.691027	train-auc:1
[493]	eval-auc:0.690948	train-auc:1
[494]	eval-auc:0.690868	train-auc:1
[495]	eval-auc:0.690916	train-auc:1
[496]	eval-auc:0.691052	train-auc:1
[497]	eval-auc:0.690931	train-auc:1
[498]	eval-auc:0.690874	train-auc:1
[499]	eval-auc:0.690886	train-auc:1
[500]	eval-auc:0.691003	train-auc:1
[501]	eval-auc:0.691058	train-auc:1
[502]	eval-auc:0.691113	train-auc:1
[503]	eval-auc:0.690994	train-auc:1
[504]	eval-auc:0.69084	train-auc:1
[505]	eval-auc:0.690948	train-auc:1
[506]	eval-auc:0.69097	train-auc:1
[507]	eval-auc:0.691024	train-auc:1
[508]	eval-auc:0.691017	train-auc:1
[509]	eval-auc:0.69118	train-auc:1
[510]	eval-auc:0.691251	train-auc:1
[511]	eval-auc:0.691311	train-auc:1
[512]	eval-auc:0.69116	train-auc:1
[513]	eval-auc:0.691251	train-auc:1
[514]	eval-auc:0.691218	train-auc:1
[515]	eval-auc:0.691158	train-auc:1
[516]	eval-auc:0.691175	train-auc:1
[517]	eval-auc:0.691279	train-auc:1
[518]	eval-auc:0.691231	train-auc:1
[519]	eval-auc:0.69119	train-auc:1
[520]	eval-auc:0.69122	train-auc:1
[521]	eval-auc:0.691141	train-auc:1
[522]	eval-auc:0.691076	train-auc:1
[523]	eval-auc:0.691136	train-auc:1
[524]	eval-auc:0.691093	train-auc:1
[525]	eval-auc:0.691113	train-auc:1
[526]	eval-auc:0.691023	train-auc:1
[527]	eval-auc:0.690979	train-auc:1
[528]	eval-auc:0.691029	train-auc:1
[529]	eval-auc:0.691067	train-auc:1
[530]	eval-auc:0.691158	train-auc:1
[531]	eval-auc:0.691119	train-auc:1
[532]	eval-auc:0.691009	train-auc:1
[533]	eval-auc:0.691065	train-auc:1
[534]	eval-auc:0.691052	train-auc:1
[535]	eval-auc:0.69107	train-auc:1
[536]	eval-auc:0.691037	train-auc:1
[537]	eval-auc:0.691196	train-auc:1
[538]	eval-auc:0.691282	train-auc:1
[539]	eval-auc:0.691286	train-auc:1
[540]	eval-auc:0.691393	train-auc:1
[541]	eval-auc:0.691384	train-auc:1
[542]	eval-auc:0.69132	train-auc:1
[543]	eval-auc:0.691361	train-auc:1
[544]	eval-auc:0.691402	train-auc:1
[545]	eval-auc:0.691545	train-auc:1
[546]	eval-auc:0.69151	train-auc:1
[547]	eval-auc:0.691565	train-auc:1
[548]	eval-auc:0.691521	train-auc:1
[549]	eval-auc:0.691489	train-auc:1
[550]	eval-auc:0.691337	train-auc:1
[551]	eval-auc:0.691326	train-auc:1
[552]	eval-auc:0.691239	train-auc:1
[553]	eval-auc:0.691181	train-auc:1
[554]	eval-auc:0.69132	train-auc:1
[555]	eval-auc:0.691297	train-auc:1
[556]	eval-auc:0.691344	train-auc:1
[557]	eval-auc:0.691388	train-auc:1
[558]	eval-auc:0.691214	train-auc:1
[559]	eval-auc:0.691256	train-auc:1
[560]	eval-auc:0.691397	train-auc:1
[561]	eval-auc:0.691404	train-auc:1
[562]	eval-auc:0.691425	train-auc:1
[563]	eval-auc:0.691478	train-auc:1
[564]	eval-auc:0.691515	train-auc:1
[565]	eval-auc:0.691586	train-auc:1
[566]	eval-auc:0.691594	train-auc:1
[567]	eval-auc:0.691579	train-auc:1
[568]	eval-auc:0.691591	train-auc:1
[569]	eval-auc:0.691509	train-auc:1
[570]	eval-auc:0.691498	train-auc:1
[571]	eval-auc:0.691469	train-auc:1
[572]	eval-auc:0.691443	train-auc:1
[573]	eval-auc:0.691509	train-auc:1
[574]	eval-auc:0.691507	train-auc:1
[575]	eval-auc:0.691594	train-auc:1
[576]	eval-auc:0.691736	train-auc:1
[577]	eval-auc:0.691713	train-auc:1
[578]	eval-auc:0.691726	train-auc:1
[579]	eval-auc:0.691705	train-auc:1
[580]	eval-auc:0.691452	train-auc:1
[581]	eval-auc:0.691487	train-auc:1
[582]	eval-auc:0.691682	train-auc:1
[583]	eval-auc:0.691507	train-auc:1
[584]	eval-auc:0.691481	train-auc:1
[585]	eval-auc:0.691393	train-auc:1
[586]	eval-auc:0.691227	train-auc:1
[587]	eval-auc:0.691281	train-auc:1
[588]	eval-auc:0.691422	train-auc:1
[589]	eval-auc:0.691373	train-auc:1
[590]	eval-auc:0.691586	train-auc:1
[591]	eval-auc:0.691694	train-auc:1
[592]	eval-auc:0.691754	train-auc:1
	Score 0.691753767252616


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.125, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 8, 'min_child_weight': 1.0, 'n_estimators': 359.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.7000000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.67941	train-auc:0.794995
[1]	eval-auc:0.654106	train-auc:0.82651
[2]	eval-auc:0.674342	train-auc:0.856923
[3]	eval-auc:0.674981	train-auc:0.876348
[4]	eval-auc:0.678658	train-auc:0.89287
[5]	eval-auc:0.674862	train-auc:0.905952
[6]	eval-auc:0.67827	train-auc:0.913647
[7]	eval-auc:0.685094	train-auc:0.919541
[8]	eval-auc:0.688394	train-auc:0.929934
[9]	eval-auc:0.683854	train-auc:0.938509
[10]	eval-auc:0.692833	train-auc:0.946724
[11]	eval-auc:0.694954	train-auc:0.951336
[12]	eval-auc:0.695285	train-auc:0.956927
[13]	eval-auc:0.694732	train-auc:0.959595
[14]	eval-auc:0.693519	train-auc:0.964314
[15]	eval-auc:0.693088	train-auc:0.968445
[16]	eval-auc:0.690488	train-auc:0.971457
[17]	eval-auc:0.690828	train-auc:0.973007
[18]	eval-auc:0.690216	train-auc:0.974737
[19]	eval-auc:0.68695	train-auc:0.97678
[20]	eval-auc:0.688562	train-auc:0.978628
[21]	eval-auc:0.687377	train-auc:0.980687
[22]	eval-auc:0.687715	train-auc:0.981599
[23]	eval-auc:0.685846	train-auc:0.983059
[24]	eval-auc:0.686621	train-auc:0.985117
[25]	eval-auc:0.688975	train-auc:0.986508
[26]	eval-auc:0.687355	train-auc:0.987159
[27]	eval-auc:0.686482	train-auc:0.988161
[28]	eval-auc:0.687594	train-auc:0.988974
[29]	eval-auc:0.688226	train-auc:0.989795
[30]	eval-auc:0.687965	train-auc:0.990506
[31]	eval-auc:0.686844	train-auc:0.99126
[32]	eval-auc:0.688227	train-auc:0.992173
[33]	eval-auc:0.688947	train-auc:0.992671
[34]	eval-auc:0.688098	train-auc:0.993465
[35]	eval-auc:0.689179	train-auc:0.993854
[36]	eval-auc:0.690665	train-auc:0.993916
[37]	eval-auc:0.690332	train-auc:0.99414
[38]	eval-auc:0.690473	train-auc:0.994572
[39]	eval-auc:0.688807	train-auc:0.994894
[40]	eval-auc:0.688282	train-auc:0.995327
[41]	eval-auc:0.689258	train-auc:0.995657
[42]	eval-auc:0.689622	train-auc:0.996308
[43]	eval-auc:0.689147	train-auc:0.99653
[44]	eval-auc:0.68924	train-auc:0.997032
[45]	eval-auc:0.689531	train-auc:0.997236
[46]	eval-auc:0.689668	train-auc:0.997333
[47]	eval-auc:0.689672	train-auc:0.99744
[48]	eval-auc:0.687419	train-auc:0.997623
[49]	eval-auc:0.686331	train-auc:0.997847
[50]	eval-auc:0.687112	train-auc:0.998045
[51]	eval-auc:0.687591	train-auc:0.9982
[52]	eval-auc:0.686664	train-auc:0.99832
[53]	eval-auc:0.685727	train-auc:0.998556
[54]	eval-auc:0.685602	train-auc:0.998797
[55]	eval-auc:0.68544	train-auc:0.998925
[56]	eval-auc:0.685013	train-auc:0.999029
[57]	eval-auc:0.685483	train-auc:0.999065
[58]	eval-auc:0.686785	train-auc:0.99918
[59]	eval-auc:0.685448	train-auc:0.999261
[60]	eval-auc:0.685523	train-auc:0.999308
[61]	eval-auc:0.68604	train-auc:0.999264
[62]	eval-auc:0.685925	train-auc:0.999315
[63]	eval-auc:0.687155	train-auc:0.999404
[64]	eval-auc:0.68645	train-auc:0.999491
[65]	eval-auc:0.686962	train-auc:0.999502
[66]	eval-auc:0.686447	train-auc:0.99953
[67]	eval-auc:0.686132	train-auc:0.999522
[68]	eval-auc:0.686633	train-auc:0.999539
[69]	eval-auc:0.686953	train-auc:0.999587
[70]	eval-auc:0.686879	train-auc:0.99963
[71]	eval-auc:0.687384	train-auc:0.999663
[72]	eval-auc:0.687665	train-auc:0.999684
[73]	eval-auc:0.687922	train-auc:0.999699
[74]	eval-auc:0.688337	train-auc:0.999723
[75]	eval-auc:0.688127	train-auc:0.999763
[76]	eval-auc:0.687173	train-auc:0.999768
[77]	eval-auc:0.686712	train-auc:0.99977
[78]	eval-auc:0.686779	train-auc:0.999763
[79]	eval-auc:0.687489	train-auc:0.99983
[80]	eval-auc:0.688125	train-auc:0.999838
[81]	eval-auc:0.688096	train-auc:0.999838
[82]	eval-auc:0.687916	train-auc:0.999838
[83]	eval-auc:0.688714	train-auc:0.999839
[84]	eval-auc:0.688425	train-auc:0.999848
[85]	eval-auc:0.688305	train-auc:0.999847
[86]	eval-auc:0.688072	train-auc:0.999852
[87]	eval-auc:0.689113	train-auc:0.999858
[88]	eval-auc:0.688279	train-auc:0.999873
[89]	eval-auc:0.688434	train-auc:0.999873
[90]	eval-auc:0.686904	train-auc:0.999898
[91]	eval-auc:0.686418	train-auc:0.999902
[92]	eval-auc:0.686907	train-auc:0.999916
[93]	eval-auc:0.686398	train-auc:0.999918
[94]	eval-auc:0.686768	train-auc:0.999936
[95]	eval-auc:0.687904	train-auc:0.999951
[96]	eval-auc:0.686762	train-auc:0.999957
[97]	eval-auc:0.687163	train-auc:0.999958
[98]	eval-auc:0.687557	train-auc:0.999961
[99]	eval-auc:0.687906	train-auc:0.999975
[100]	eval-auc:0.687409	train-auc:0.999971
[101]	eval-auc:0.687234	train-auc:0.999973
[102]	eval-auc:0.687364	train-auc:0.999981
[103]	eval-auc:0.687633	train-auc:0.999979
[104]	eval-auc:0.687726	train-auc:0.999985
[105]	eval-auc:0.687335	train-auc:0.999988
[106]	eval-auc:0.688538	train-auc:0.999988
[107]	eval-auc:0.688276	train-auc:0.999992
[108]	eval-auc:0.687426	train-auc:0.999993
[109]	eval-auc:0.686643	train-auc:0.999995
[110]	eval-auc:0.685998	train-auc:0.999995
[111]	eval-auc:0.685608	train-auc:0.999997
[112]	eval-auc:0.684824	train-auc:0.999997
[113]	eval-auc:0.68513	train-auc:0.999997
[114]	eval-auc:0.686072	train-auc:0.999997
[115]	eval-auc:0.684993	train-auc:0.999998
[116]	eval-auc:0.685112	train-auc:0.999999
[117]	eval-auc:0.684748	train-auc:0.999998
[118]	eval-auc:0.684187	train-auc:0.999998
[119]	eval-auc:0.684137	train-auc:0.999999
[120]	eval-auc:0.684156	train-auc:0.999998
[121]	eval-auc:0.68393	train-auc:0.999998
[122]	eval-auc:0.684011	train-auc:0.999998
[123]	eval-auc:0.684515	train-auc:0.999999
[124]	eval-auc:0.684416	train-auc:0.999999
[125]	eval-auc:0.684317	train-auc:0.999999
[126]	eval-auc:0.683957	train-auc:0.999999
[127]	eval-auc:0.68421	train-auc:0.999999
[128]	eval-auc:0.685629	train-auc:0.999999
[129]	eval-auc:0.686808	train-auc:0.999999
[130]	eval-auc:0.686741	train-auc:0.999999
[131]	eval-auc:0.686624	train-auc:0.999999
[132]	eval-auc:0.686153	train-auc:0.999999
[133]	eval-auc:0.685728	train-auc:0.999999
[134]	eval-auc:0.685389	train-auc:1
[135]	eval-auc:0.684952	train-auc:1
[136]	eval-auc:0.684838	train-auc:1
[137]	eval-auc:0.685153	train-auc:1
[138]	eval-auc:0.68446	train-auc:1
[139]	eval-auc:0.684711	train-auc:1
[140]	eval-auc:0.684308	train-auc:1
[141]	eval-auc:0.684248	train-auc:1
[142]	eval-auc:0.684407	train-auc:1
[143]	eval-auc:0.68435	train-auc:1
[144]	eval-auc:0.684746	train-auc:1
[145]	eval-auc:0.684408	train-auc:1
[146]	eval-auc:0.684407	train-auc:1
[147]	eval-auc:0.684032	train-auc:1
[148]	eval-auc:0.684684	train-auc:1
[149]	eval-auc:0.683744	train-auc:1
[150]	eval-auc:0.68366	train-auc:1
[151]	eval-auc:0.684186	train-auc:1
[152]	eval-auc:0.684283	train-auc:1
[153]	eval-auc:0.684755	train-auc:1
[154]	eval-auc:0.685337	train-auc:1
[155]	eval-auc:0.685868	train-auc:1
[156]	eval-auc:0.685804	train-auc:1
[157]	eval-auc:0.685875	train-auc:1
[158]	eval-auc:0.685268	train-auc:1
[159]	eval-auc:0.68582	train-auc:1
[160]	eval-auc:0.685578	train-auc:1
[161]	eval-auc:0.686812	train-auc:1
[162]	eval-auc:0.686529	train-auc:1
[163]	eval-auc:0.685935	train-auc:1
[164]	eval-auc:0.685602	train-auc:1
[165]	eval-auc:0.686234	train-auc:1
[166]	eval-auc:0.68552	train-auc:1
[167]	eval-auc:0.686098	train-auc:1
[168]	eval-auc:0.686039	train-auc:1
[169]	eval-auc:0.685827	train-auc:1
[170]	eval-auc:0.685832	train-auc:1
[171]	eval-auc:0.685329	train-auc:1
[172]	eval-auc:0.685479	train-auc:1
[173]	eval-auc:0.685364	train-auc:1
[174]	eval-auc:0.686453	train-auc:1
[175]	eval-auc:0.686298	train-auc:1
[176]	eval-auc:0.68564	train-auc:1
[177]	eval-auc:0.685378	train-auc:1
[178]	eval-auc:0.685223	train-auc:1
[179]	eval-auc:0.685678	train-auc:1
[180]	eval-auc:0.685287	train-auc:1
[181]	eval-auc:0.68557	train-auc:1
[182]	eval-auc:0.685509	train-auc:1
[183]	eval-auc:0.685874	train-auc:1
[184]	eval-auc:0.685118	train-auc:1
[185]	eval-auc:0.685497	train-auc:1
[186]	eval-auc:0.685637	train-auc:1
[187]	eval-auc:0.685188	train-auc:1
[188]	eval-auc:0.685299	train-auc:1
[189]	eval-auc:0.685238	train-auc:1
[190]	eval-auc:0.685683	train-auc:1
[191]	eval-auc:0.686132	train-auc:1
[192]	eval-auc:0.685954	train-auc:1
[193]	eval-auc:0.685779	train-auc:1
[194]	eval-auc:0.68573	train-auc:1
[195]	eval-auc:0.685214	train-auc:1
[196]	eval-auc:0.685363	train-auc:1
[197]	eval-auc:0.685614	train-auc:1
[198]	eval-auc:0.686168	train-auc:1
[199]	eval-auc:0.685998	train-auc:1
[200]	eval-auc:0.686117	train-auc:1
[201]	eval-auc:0.686321	train-auc:1
[202]	eval-auc:0.686634	train-auc:1
[203]	eval-auc:0.685973	train-auc:1
[204]	eval-auc:0.685925	train-auc:1
[205]	eval-auc:0.686165	train-auc:1
[206]	eval-auc:0.686168	train-auc:1
[207]	eval-auc:0.686153	train-auc:1
[208]	eval-auc:0.686121	train-auc:1
[209]	eval-auc:0.686608	train-auc:1
[210]	eval-auc:0.686398	train-auc:1
[211]	eval-auc:0.68661	train-auc:1
[212]	eval-auc:0.686721	train-auc:1
[213]	eval-auc:0.686537	train-auc:1
[214]	eval-auc:0.686436	train-auc:1
[215]	eval-auc:0.686219	train-auc:1
[216]	eval-auc:0.68714	train-auc:1
[217]	eval-auc:0.686977	train-auc:1
[218]	eval-auc:0.686621	train-auc:1
[219]	eval-auc:0.686653	train-auc:1
[220]	eval-auc:0.686481	train-auc:1
[221]	eval-auc:0.686251	train-auc:1
[222]	eval-auc:0.686814	train-auc:1
[223]	eval-auc:0.686634	train-auc:1
[224]	eval-auc:0.68696	train-auc:1
[225]	eval-auc:0.686965	train-auc:1
[226]	eval-auc:0.687119	train-auc:1
[227]	eval-auc:0.686407	train-auc:1
[228]	eval-auc:0.686563	train-auc:1
[229]	eval-auc:0.686511	train-auc:1
[230]	eval-auc:0.686447	train-auc:1
[231]	eval-auc:0.685951	train-auc:1
[232]	eval-auc:0.686184	train-auc:1
[233]	eval-auc:0.686953	train-auc:1
[234]	eval-auc:0.686601	train-auc:1
[235]	eval-auc:0.686637	train-auc:1
[236]	eval-auc:0.686588	train-auc:1
[237]	eval-auc:0.686851	train-auc:1
[238]	eval-auc:0.686555	train-auc:1
[239]	eval-auc:0.686276	train-auc:1
[240]	eval-auc:0.685574	train-auc:1
[241]	eval-auc:0.685092	train-auc:1
[242]	eval-auc:0.685425	train-auc:1
[243]	eval-auc:0.685704	train-auc:1
[244]	eval-auc:0.685259	train-auc:1
[245]	eval-auc:0.685054	train-auc:1
[246]	eval-auc:0.684965	train-auc:1
[247]	eval-auc:0.684877	train-auc:1
[248]	eval-auc:0.685083	train-auc:1
[249]	eval-auc:0.685658	train-auc:1
[250]	eval-auc:0.685313	train-auc:1
[251]	eval-auc:0.684656	train-auc:1
[252]	eval-auc:0.684181	train-auc:1
[253]	eval-auc:0.684288	train-auc:1
[254]	eval-auc:0.684359	train-auc:1
[255]	eval-auc:0.68386	train-auc:1
[256]	eval-auc:0.684181	train-auc:1
[257]	eval-auc:0.68416	train-auc:1
[258]	eval-auc:0.684343	train-auc:1
[259]	eval-auc:0.68456	train-auc:1
[260]	eval-auc:0.684463	train-auc:1
[261]	eval-auc:0.684489	train-auc:1
[262]	eval-auc:0.684206	train-auc:1
[263]	eval-auc:0.684017	train-auc:1
[264]	eval-auc:0.683683	train-auc:1
[265]	eval-auc:0.684227	train-auc:1
[266]	eval-auc:0.6844	train-auc:1
[267]	eval-auc:0.684067	train-auc:1
[268]	eval-auc:0.684253	train-auc:1
[269]	eval-auc:0.684262	train-auc:1
[270]	eval-auc:0.684454	train-auc:1
[271]	eval-auc:0.684448	train-auc:1
[272]	eval-auc:0.683953	train-auc:1
[273]	eval-auc:0.684107	train-auc:1
[274]	eval-auc:0.684477	train-auc:1
[275]	eval-auc:0.684212	train-auc:1
[276]	eval-auc:0.683837	train-auc:1
[277]	eval-auc:0.683677	train-auc:1
[278]	eval-auc:0.683182	train-auc:1
[279]	eval-auc:0.683112	train-auc:1
[280]	eval-auc:0.683347	train-auc:1
[281]	eval-auc:0.683035	train-auc:1
[282]	eval-auc:0.681969	train-auc:1
[283]	eval-auc:0.681925	train-auc:1
[284]	eval-auc:0.681921	train-auc:1
[285]	eval-auc:0.681972	train-auc:1
[286]	eval-auc:0.68222	train-auc:1
[287]	eval-auc:0.682221	train-auc:1
[288]	eval-auc:0.682098	train-auc:1
[289]	eval-auc:0.682059	train-auc:1
[290]	eval-auc:0.681705	train-auc:1
[291]	eval-auc:0.682167	train-auc:1
[292]	eval-auc:0.682599	train-auc:1
[293]	eval-auc:0.682413	train-auc:1
[294]	eval-auc:0.682377	train-auc:1
[295]	eval-auc:0.682119	train-auc:1
[296]	eval-auc:0.682566	train-auc:1
[297]	eval-auc:0.682594	train-auc:1
[298]	eval-auc:0.682512	train-auc:1
[299]	eval-auc:0.682531	train-auc:1
[300]	eval-auc:0.682547	train-auc:1
[301]	eval-auc:0.682569	train-auc:1
[302]	eval-auc:0.682771	train-auc:1
[303]	eval-auc:0.682751	train-auc:1
[304]	eval-auc:0.683132	train-auc:1
[305]	eval-auc:0.683006	train-auc:1
[306]	eval-auc:0.682866	train-auc:1
[307]	eval-auc:0.68271	train-auc:1
[308]	eval-auc:0.682774	train-auc:1
[309]	eval-auc:0.68306	train-auc:1
[310]	eval-auc:0.682808	train-auc:1
[311]	eval-auc:0.682733	train-auc:1
[312]	eval-auc:0.682733	train-auc:1
[313]	eval-auc:0.682692	train-auc:1
[314]	eval-auc:0.682598	train-auc:1
[315]	eval-auc:0.682626	train-auc:1
[316]	eval-auc:0.682001	train-auc:1
[317]	eval-auc:0.681951	train-auc:1
[318]	eval-auc:0.682034	train-auc:1
[319]	eval-auc:0.682127	train-auc:1
[320]	eval-auc:0.681984	train-auc:1
[321]	eval-auc:0.68204	train-auc:1
[322]	eval-auc:0.681873	train-auc:1
[323]	eval-auc:0.681839	train-auc:1
[324]	eval-auc:0.681533	train-auc:1
[325]	eval-auc:0.681258	train-auc:1
[326]	eval-auc:0.681169	train-auc:1
[327]	eval-auc:0.681562	train-auc:1
[328]	eval-auc:0.681623	train-auc:1
[329]	eval-auc:0.681491	train-auc:1
[330]	eval-auc:0.681631	train-auc:1
[331]	eval-auc:0.681344	train-auc:1
[332]	eval-auc:0.681433	train-auc:1
[333]	eval-auc:0.681302	train-auc:1
[334]	eval-auc:0.68144	train-auc:1
[335]	eval-auc:0.681427	train-auc:1
[336]	eval-auc:0.681558	train-auc:1
[337]	eval-auc:0.681522	train-auc:1
[338]	eval-auc:0.681417	train-auc:1
[339]	eval-auc:0.681355	train-auc:1
[340]	eval-auc:0.681466	train-auc:1
[341]	eval-auc:0.681466	train-auc:1
[342]	eval-auc:0.682002	train-auc:1
[343]	eval-auc:0.682492	train-auc:1
[344]	eval-auc:0.682384	train-auc:1
[345]	eval-auc:0.682453	train-auc:1
[346]	eval-auc:0.682869	train-auc:1
[347]	eval-auc:0.682832	train-auc:1
[348]	eval-auc:0.682671	train-auc:1
[349]	eval-auc:0.682248	train-auc:1
[350]	eval-auc:0.682226	train-auc:1
[351]	eval-auc:0.68232	train-auc:1
[352]	eval-auc:0.68232	train-auc:1
[353]	eval-auc:0.682476	train-auc:1
[354]	eval-auc:0.68215	train-auc:1
[355]	eval-auc:0.68204	train-auc:1
[356]	eval-auc:0.682323	train-auc:1
[357]	eval-auc:0.682272	train-auc:1
[358]	eval-auc:0.682087	train-auc:1
	Score 0.682087429497253


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8500000000000001, 'eta': 0.17500000000000002, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 449.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9, 'tree_method': 'exact'}
[0]	eval-auc:0.709213	train-auc:0.719387
[1]	eval-auc:0.694776	train-auc:0.727936
[2]	eval-auc:0.698568	train-auc:0.732823
[3]	eval-auc:0.704464	train-auc:0.739121
[4]	eval-auc:0.702464	train-auc:0.740613
[5]	eval-auc:0.70062	train-auc:0.749675
[6]	eval-auc:0.700306	train-auc:0.753155
[7]	eval-auc:0.703175	train-auc:0.755151
[8]	eval-auc:0.70654	train-auc:0.757335
[9]	eval-auc:0.707706	train-auc:0.760725
[10]	eval-auc:0.709524	train-auc:0.764966
[11]	eval-auc:0.712828	train-auc:0.769281
[12]	eval-auc:0.70509	train-auc:0.769754
[13]	eval-auc:0.705545	train-auc:0.774224
[14]	eval-auc:0.705557	train-auc:0.775522
[15]	eval-auc:0.706431	train-auc:0.776629
[16]	eval-auc:0.706549	train-auc:0.78351
[17]	eval-auc:0.705279	train-auc:0.786511
[18]	eval-auc:0.704924	train-auc:0.789028
[19]	eval-auc:0.702765	train-auc:0.791645
[20]	eval-auc:0.704099	train-auc:0.79129
[21]	eval-auc:0.703694	train-auc:0.794008
[22]	eval-auc:0.701993	train-auc:0.797834
[23]	eval-auc:0.702153	train-auc:0.80008
[24]	eval-auc:0.701116	train-auc:0.803342
[25]	eval-auc:0.700947	train-auc:0.804922
[26]	eval-auc:0.701671	train-auc:0.807491
[27]	eval-auc:0.703084	train-auc:0.80946
[28]	eval-auc:0.702178	train-auc:0.808747
[29]	eval-auc:0.702217	train-auc:0.809199
[30]	eval-auc:0.704217	train-auc:0.811209
[31]	eval-auc:0.70427	train-auc:0.812899
[32]	eval-auc:0.70371	train-auc:0.813113
[33]	eval-auc:0.703372	train-auc:0.81491
[34]	eval-auc:0.703525	train-auc:0.816437
[35]	eval-auc:0.704633	train-auc:0.818567
[36]	eval-auc:0.704801	train-auc:0.819207
[37]	eval-auc:0.703711	train-auc:0.822764
[38]	eval-auc:0.703713	train-auc:0.824038
[39]	eval-auc:0.704787	train-auc:0.828022
[40]	eval-auc:0.704642	train-auc:0.83079
[41]	eval-auc:0.705303	train-auc:0.831797
[42]	eval-auc:0.706108	train-auc:0.83383
[43]	eval-auc:0.705994	train-auc:0.834997
[44]	eval-auc:0.706561	train-auc:0.834921
[45]	eval-auc:0.707678	train-auc:0.835544
[46]	eval-auc:0.705324	train-auc:0.83889
[47]	eval-auc:0.70669	train-auc:0.840217
[48]	eval-auc:0.706155	train-auc:0.840826
[49]	eval-auc:0.705918	train-auc:0.841981
[50]	eval-auc:0.705296	train-auc:0.843467
[51]	eval-auc:0.704655	train-auc:0.845833
[52]	eval-auc:0.704943	train-auc:0.847878
[53]	eval-auc:0.706192	train-auc:0.850915
[54]	eval-auc:0.706124	train-auc:0.851016
[55]	eval-auc:0.706619	train-auc:0.85283
[56]	eval-auc:0.706712	train-auc:0.852814
[57]	eval-auc:0.705713	train-auc:0.853494
[58]	eval-auc:0.706195	train-auc:0.855994
[59]	eval-auc:0.705091	train-auc:0.857196
[60]	eval-auc:0.703643	train-auc:0.85927
[61]	eval-auc:0.704106	train-auc:0.859562
[62]	eval-auc:0.70477	train-auc:0.861165
[63]	eval-auc:0.70393	train-auc:0.863118
[64]	eval-auc:0.704546	train-auc:0.864941
[65]	eval-auc:0.70459	train-auc:0.864809
[66]	eval-auc:0.704833	train-auc:0.866283
[67]	eval-auc:0.704558	train-auc:0.866582
[68]	eval-auc:0.704737	train-auc:0.868888
[69]	eval-auc:0.705882	train-auc:0.870459
[70]	eval-auc:0.705693	train-auc:0.871472
[71]	eval-auc:0.704922	train-auc:0.872735
[72]	eval-auc:0.70579	train-auc:0.87496
[73]	eval-auc:0.706157	train-auc:0.875076
[74]	eval-auc:0.706334	train-auc:0.876651
[75]	eval-auc:0.706153	train-auc:0.877923
[76]	eval-auc:0.70625	train-auc:0.879358
[77]	eval-auc:0.707063	train-auc:0.879889
[78]	eval-auc:0.706503	train-auc:0.882697
[79]	eval-auc:0.706829	train-auc:0.883656
[80]	eval-auc:0.706658	train-auc:0.886441
[81]	eval-auc:0.705609	train-auc:0.8878
[82]	eval-auc:0.70516	train-auc:0.888742
[83]	eval-auc:0.705256	train-auc:0.888851
[84]	eval-auc:0.706441	train-auc:0.889652
[85]	eval-auc:0.705627	train-auc:0.891322
[86]	eval-auc:0.706396	train-auc:0.891237
[87]	eval-auc:0.7071	train-auc:0.892007
[88]	eval-auc:0.708041	train-auc:0.892485
[89]	eval-auc:0.70939	train-auc:0.893895
[90]	eval-auc:0.709066	train-auc:0.894093
[91]	eval-auc:0.709043	train-auc:0.894269
[92]	eval-auc:0.709762	train-auc:0.895376
[93]	eval-auc:0.709582	train-auc:0.89594
[94]	eval-auc:0.709314	train-auc:0.896428
[95]	eval-auc:0.71004	train-auc:0.897079
[96]	eval-auc:0.71047	train-auc:0.897539
[97]	eval-auc:0.710962	train-auc:0.898169
[98]	eval-auc:0.710547	train-auc:0.899434
[99]	eval-auc:0.709938	train-auc:0.900265
[100]	eval-auc:0.708662	train-auc:0.900897
[101]	eval-auc:0.708661	train-auc:0.901533
[102]	eval-auc:0.7095	train-auc:0.90215
[103]	eval-auc:0.708713	train-auc:0.902781
[104]	eval-auc:0.708464	train-auc:0.903967
[105]	eval-auc:0.709284	train-auc:0.90426
[106]	eval-auc:0.70886	train-auc:0.904659
[107]	eval-auc:0.708881	train-auc:0.905306
[108]	eval-auc:0.709804	train-auc:0.906445
[109]	eval-auc:0.708952	train-auc:0.907099
[110]	eval-auc:0.70849	train-auc:0.906485
[111]	eval-auc:0.708601	train-auc:0.906962
[112]	eval-auc:0.708891	train-auc:0.907519
[113]	eval-auc:0.70914	train-auc:0.908867
[114]	eval-auc:0.707825	train-auc:0.90961
[115]	eval-auc:0.70733	train-auc:0.910235
[116]	eval-auc:0.707188	train-auc:0.91088
[117]	eval-auc:0.707776	train-auc:0.911755
[118]	eval-auc:0.707666	train-auc:0.91221
[119]	eval-auc:0.707896	train-auc:0.91315
[120]	eval-auc:0.707968	train-auc:0.913456
[121]	eval-auc:0.707475	train-auc:0.914429
[122]	eval-auc:0.707293	train-auc:0.914884
[123]	eval-auc:0.707377	train-auc:0.915904
[124]	eval-auc:0.706159	train-auc:0.916577
[125]	eval-auc:0.706939	train-auc:0.917266
[126]	eval-auc:0.70641	train-auc:0.917938
[127]	eval-auc:0.70602	train-auc:0.918475
[128]	eval-auc:0.705796	train-auc:0.920489
[129]	eval-auc:0.705997	train-auc:0.920816
[130]	eval-auc:0.706689	train-auc:0.921241
[131]	eval-auc:0.706833	train-auc:0.921803
[132]	eval-auc:0.706945	train-auc:0.922617
[133]	eval-auc:0.707164	train-auc:0.922926
[134]	eval-auc:0.706337	train-auc:0.923719
[135]	eval-auc:0.706427	train-auc:0.924147
[136]	eval-auc:0.706063	train-auc:0.924284
[137]	eval-auc:0.705567	train-auc:0.925172
[138]	eval-auc:0.705367	train-auc:0.925602
[139]	eval-auc:0.704705	train-auc:0.925692
[140]	eval-auc:0.704592	train-auc:0.926184
[141]	eval-auc:0.704858	train-auc:0.926339
[142]	eval-auc:0.704499	train-auc:0.926467
[143]	eval-auc:0.703486	train-auc:0.927017
[144]	eval-auc:0.703681	train-auc:0.927406
[145]	eval-auc:0.703936	train-auc:0.927603
[146]	eval-auc:0.703971	train-auc:0.928473
[147]	eval-auc:0.7041	train-auc:0.928113
[148]	eval-auc:0.704863	train-auc:0.928808
[149]	eval-auc:0.704179	train-auc:0.92962
[150]	eval-auc:0.70385	train-auc:0.929997
[151]	eval-auc:0.703363	train-auc:0.930915
[152]	eval-auc:0.703221	train-auc:0.931744
[153]	eval-auc:0.703208	train-auc:0.9318
[154]	eval-auc:0.703194	train-auc:0.932268
[155]	eval-auc:0.704504	train-auc:0.93363
[156]	eval-auc:0.705309	train-auc:0.933973
[157]	eval-auc:0.705347	train-auc:0.93393
[158]	eval-auc:0.704893	train-auc:0.934318
[159]	eval-auc:0.704508	train-auc:0.934795
[160]	eval-auc:0.704283	train-auc:0.934947
[161]	eval-auc:0.704386	train-auc:0.935632
[162]	eval-auc:0.704373	train-auc:0.93608
[163]	eval-auc:0.70375	train-auc:0.936266
[164]	eval-auc:0.703776	train-auc:0.936989
[165]	eval-auc:0.704255	train-auc:0.93727
[166]	eval-auc:0.703401	train-auc:0.937474
[167]	eval-auc:0.703162	train-auc:0.938003
[168]	eval-auc:0.703427	train-auc:0.938374
[169]	eval-auc:0.703284	train-auc:0.938398
[170]	eval-auc:0.703101	train-auc:0.938453
[171]	eval-auc:0.703285	train-auc:0.939176
[172]	eval-auc:0.703048	train-auc:0.939476
[173]	eval-auc:0.702845	train-auc:0.940408
[174]	eval-auc:0.703764	train-auc:0.941076
[175]	eval-auc:0.70361	train-auc:0.941474
[176]	eval-auc:0.703668	train-auc:0.941812
[177]	eval-auc:0.703974	train-auc:0.94254
[178]	eval-auc:0.704345	train-auc:0.942966
[179]	eval-auc:0.704916	train-auc:0.943349
[180]	eval-auc:0.705059	train-auc:0.943386
[181]	eval-auc:0.705239	train-auc:0.943883
[182]	eval-auc:0.705484	train-auc:0.94415
[183]	eval-auc:0.705244	train-auc:0.945235
[184]	eval-auc:0.705059	train-auc:0.945535
[185]	eval-auc:0.705117	train-auc:0.945697
[186]	eval-auc:0.705148	train-auc:0.945947
[187]	eval-auc:0.704858	train-auc:0.946464
[188]	eval-auc:0.704994	train-auc:0.946372
[189]	eval-auc:0.70512	train-auc:0.946478
[190]	eval-auc:0.705222	train-auc:0.946983
[191]	eval-auc:0.705087	train-auc:0.947084
[192]	eval-auc:0.705021	train-auc:0.947571
[193]	eval-auc:0.704884	train-auc:0.948364
[194]	eval-auc:0.704595	train-auc:0.948652
[195]	eval-auc:0.704816	train-auc:0.948866
[196]	eval-auc:0.705195	train-auc:0.948819
[197]	eval-auc:0.705774	train-auc:0.949516
[198]	eval-auc:0.70694	train-auc:0.950167
[199]	eval-auc:0.706738	train-auc:0.95057
[200]	eval-auc:0.706425	train-auc:0.951228
[201]	eval-auc:0.705819	train-auc:0.951614
[202]	eval-auc:0.705932	train-auc:0.952009
[203]	eval-auc:0.706238	train-auc:0.952244
[204]	eval-auc:0.705632	train-auc:0.952422
[205]	eval-auc:0.705987	train-auc:0.952557
[206]	eval-auc:0.705206	train-auc:0.953128
[207]	eval-auc:0.704986	train-auc:0.953785
[208]	eval-auc:0.705542	train-auc:0.953756
[209]	eval-auc:0.70617	train-auc:0.954057
[210]	eval-auc:0.70546	train-auc:0.953951
[211]	eval-auc:0.705819	train-auc:0.954212
[212]	eval-auc:0.70588	train-auc:0.954501
[213]	eval-auc:0.70541	train-auc:0.954504
[214]	eval-auc:0.705195	train-auc:0.95495
[215]	eval-auc:0.705554	train-auc:0.955422
[216]	eval-auc:0.705515	train-auc:0.955699
[217]	eval-auc:0.705528	train-auc:0.956213
[218]	eval-auc:0.705635	train-auc:0.956093
[219]	eval-auc:0.705248	train-auc:0.956323
[220]	eval-auc:0.705228	train-auc:0.956538
[221]	eval-auc:0.70554	train-auc:0.956914
[222]	eval-auc:0.705087	train-auc:0.956823
[223]	eval-auc:0.704871	train-auc:0.957282
[224]	eval-auc:0.704778	train-auc:0.957518
[225]	eval-auc:0.704362	train-auc:0.957837
[226]	eval-auc:0.704274	train-auc:0.958268
[227]	eval-auc:0.703885	train-auc:0.958285
[228]	eval-auc:0.703514	train-auc:0.958538
[229]	eval-auc:0.703479	train-auc:0.958815
[230]	eval-auc:0.703567	train-auc:0.959103
[231]	eval-auc:0.703424	train-auc:0.959171
[232]	eval-auc:0.704016	train-auc:0.959576
[233]	eval-auc:0.703078	train-auc:0.960087
[234]	eval-auc:0.702926	train-auc:0.960104
[235]	eval-auc:0.702946	train-auc:0.960177
[236]	eval-auc:0.70232	train-auc:0.960483
[237]	eval-auc:0.702299	train-auc:0.960915
[238]	eval-auc:0.702279	train-auc:0.961293
[239]	eval-auc:0.702408	train-auc:0.96134
[240]	eval-auc:0.702839	train-auc:0.962089
[241]	eval-auc:0.703088	train-auc:0.962685
[242]	eval-auc:0.703101	train-auc:0.963024
[243]	eval-auc:0.703375	train-auc:0.963367
[244]	eval-auc:0.703544	train-auc:0.963635
[245]	eval-auc:0.70345	train-auc:0.96407
[246]	eval-auc:0.703713	train-auc:0.964187
[247]	eval-auc:0.704097	train-auc:0.964464
[248]	eval-auc:0.704447	train-auc:0.964748
[249]	eval-auc:0.70436	train-auc:0.964911
[250]	eval-auc:0.70456	train-auc:0.965374
[251]	eval-auc:0.704668	train-auc:0.965919
[252]	eval-auc:0.704763	train-auc:0.965936
[253]	eval-auc:0.704834	train-auc:0.965972
[254]	eval-auc:0.705259	train-auc:0.966203
[255]	eval-auc:0.704613	train-auc:0.966424
[256]	eval-auc:0.704938	train-auc:0.966675
[257]	eval-auc:0.704784	train-auc:0.96689
[258]	eval-auc:0.704855	train-auc:0.967164
[259]	eval-auc:0.704767	train-auc:0.96721
[260]	eval-auc:0.70405	train-auc:0.967658
[261]	eval-auc:0.704552	train-auc:0.967816
[262]	eval-auc:0.704487	train-auc:0.968188
[263]	eval-auc:0.704281	train-auc:0.968103
[264]	eval-auc:0.703301	train-auc:0.968195
[265]	eval-auc:0.702842	train-auc:0.968303
[266]	eval-auc:0.702922	train-auc:0.968479
[267]	eval-auc:0.702622	train-auc:0.968663
[268]	eval-auc:0.702696	train-auc:0.968651
[269]	eval-auc:0.703162	train-auc:0.968742
[270]	eval-auc:0.702717	train-auc:0.969237
[271]	eval-auc:0.702873	train-auc:0.96952
[272]	eval-auc:0.702596	train-auc:0.969641
[273]	eval-auc:0.70192	train-auc:0.969783
[274]	eval-auc:0.702241	train-auc:0.969923
[275]	eval-auc:0.702029	train-auc:0.970025
[276]	eval-auc:0.701758	train-auc:0.970143
[277]	eval-auc:0.702006	train-auc:0.970308
[278]	eval-auc:0.701962	train-auc:0.970451
[279]	eval-auc:0.701744	train-auc:0.970741
[280]	eval-auc:0.701988	train-auc:0.970981
[281]	eval-auc:0.702058	train-auc:0.971102
[282]	eval-auc:0.702022	train-auc:0.971181
[283]	eval-auc:0.702223	train-auc:0.971189
[284]	eval-auc:0.702611	train-auc:0.971069
[285]	eval-auc:0.70287	train-auc:0.971289
[286]	eval-auc:0.702888	train-auc:0.971497
[287]	eval-auc:0.702547	train-auc:0.971578
[288]	eval-auc:0.702751	train-auc:0.971556
[289]	eval-auc:0.702885	train-auc:0.971656
[290]	eval-auc:0.703252	train-auc:0.971908
[291]	eval-auc:0.703715	train-auc:0.972038
[292]	eval-auc:0.703715	train-auc:0.972
[293]	eval-auc:0.704155	train-auc:0.972072
[294]	eval-auc:0.703981	train-auc:0.972236
[295]	eval-auc:0.703039	train-auc:0.972458
[296]	eval-auc:0.703494	train-auc:0.972727
[297]	eval-auc:0.703022	train-auc:0.972798
[298]	eval-auc:0.702618	train-auc:0.972912
[299]	eval-auc:0.702702	train-auc:0.973222
[300]	eval-auc:0.703107	train-auc:0.973378
[301]	eval-auc:0.703257	train-auc:0.973405
[302]	eval-auc:0.702701	train-auc:0.973591
[303]	eval-auc:0.703188	train-auc:0.973891
[304]	eval-auc:0.703077	train-auc:0.973927
[305]	eval-auc:0.703349	train-auc:0.974269
[306]	eval-auc:0.702111	train-auc:0.97455
[307]	eval-auc:0.701952	train-auc:0.974472
[308]	eval-auc:0.702664	train-auc:0.974731
[309]	eval-auc:0.703017	train-auc:0.975025
[310]	eval-auc:0.702999	train-auc:0.97529
[311]	eval-auc:0.702806	train-auc:0.975559
[312]	eval-auc:0.702783	train-auc:0.975607
[313]	eval-auc:0.702912	train-auc:0.975847
[314]	eval-auc:0.702618	train-auc:0.975841
[315]	eval-auc:0.703118	train-auc:0.97586
[316]	eval-auc:0.703288	train-auc:0.975929
[317]	eval-auc:0.703538	train-auc:0.975974
[318]	eval-auc:0.703878	train-auc:0.976218
[319]	eval-auc:0.704128	train-auc:0.976225
[320]	eval-auc:0.704179	train-auc:0.976257
[321]	eval-auc:0.704409	train-auc:0.97636
[322]	eval-auc:0.704275	train-auc:0.976536
[323]	eval-auc:0.704126	train-auc:0.97678
[324]	eval-auc:0.704129	train-auc:0.976921
[325]	eval-auc:0.70403	train-auc:0.977071
[326]	eval-auc:0.704423	train-auc:0.977273
[327]	eval-auc:0.704957	train-auc:0.977287
[328]	eval-auc:0.705289	train-auc:0.977431
[329]	eval-auc:0.705043	train-auc:0.977536
[330]	eval-auc:0.7053	train-auc:0.977615
[331]	eval-auc:0.705688	train-auc:0.977774
[332]	eval-auc:0.705279	train-auc:0.97794
[333]	eval-auc:0.704325	train-auc:0.977975
[334]	eval-auc:0.703856	train-auc:0.9781
[335]	eval-auc:0.703968	train-auc:0.978269
[336]	eval-auc:0.704213	train-auc:0.978361
[337]	eval-auc:0.703899	train-auc:0.978375
[338]	eval-auc:0.703815	train-auc:0.978474
[339]	eval-auc:0.704086	train-auc:0.978427
[340]	eval-auc:0.704248	train-auc:0.978522
[341]	eval-auc:0.703808	train-auc:0.978707
[342]	eval-auc:0.703687	train-auc:0.978816
[343]	eval-auc:0.70371	train-auc:0.979038
[344]	eval-auc:0.704018	train-auc:0.979006
[345]	eval-auc:0.704345	train-auc:0.979224
[346]	eval-auc:0.704508	train-auc:0.979222
[347]	eval-auc:0.704607	train-auc:0.979335
[348]	eval-auc:0.704473	train-auc:0.979507
[349]	eval-auc:0.704262	train-auc:0.979597
[350]	eval-auc:0.704195	train-auc:0.979865
[351]	eval-auc:0.704498	train-auc:0.980059
[352]	eval-auc:0.704093	train-auc:0.980122
[353]	eval-auc:0.703888	train-auc:0.980291
[354]	eval-auc:0.703841	train-auc:0.980288
[355]	eval-auc:0.703943	train-auc:0.980513
[356]	eval-auc:0.703856	train-auc:0.980569
[357]	eval-auc:0.70447	train-auc:0.980879
[358]	eval-auc:0.704423	train-auc:0.981039
[359]	eval-auc:0.704447	train-auc:0.98116
[360]	eval-auc:0.704484	train-auc:0.981301
[361]	eval-auc:0.704575	train-auc:0.981333
[362]	eval-auc:0.703788	train-auc:0.98161
[363]	eval-auc:0.703511	train-auc:0.981638
[364]	eval-auc:0.702792	train-auc:0.981658
[365]	eval-auc:0.702609	train-auc:0.981785
[366]	eval-auc:0.702999	train-auc:0.981911
[367]	eval-auc:0.702935	train-auc:0.982066
[368]	eval-auc:0.702513	train-auc:0.9821
[369]	eval-auc:0.702323	train-auc:0.982191
[370]	eval-auc:0.702169	train-auc:0.982251
[371]	eval-auc:0.702331	train-auc:0.982336
[372]	eval-auc:0.701575	train-auc:0.982488
[373]	eval-auc:0.701755	train-auc:0.98256
[374]	eval-auc:0.701783	train-auc:0.98238
[375]	eval-auc:0.702092	train-auc:0.982457
[376]	eval-auc:0.702448	train-auc:0.982599
[377]	eval-auc:0.702628	train-auc:0.982695
[378]	eval-auc:0.702763	train-auc:0.982617
[379]	eval-auc:0.702439	train-auc:0.982582
[380]	eval-auc:0.702445	train-auc:0.982648
[381]	eval-auc:0.702695	train-auc:0.982759
[382]	eval-auc:0.702475	train-auc:0.982896
[383]	eval-auc:0.702699	train-auc:0.982931
[384]	eval-auc:0.702722	train-auc:0.982908
[385]	eval-auc:0.702457	train-auc:0.982974
[386]	eval-auc:0.702664	train-auc:0.982965
[387]	eval-auc:0.703453	train-auc:0.983061
[388]	eval-auc:0.703336	train-auc:0.983129
[389]	eval-auc:0.702752	train-auc:0.983126
[390]	eval-auc:0.702912	train-auc:0.983202
[391]	eval-auc:0.702664	train-auc:0.983365
[392]	eval-auc:0.702763	train-auc:0.983629
[393]	eval-auc:0.702657	train-auc:0.983676
[394]	eval-auc:0.702766	train-auc:0.983692
[395]	eval-auc:0.702623	train-auc:0.983773
[396]	eval-auc:0.702832	train-auc:0.984092
[397]	eval-auc:0.702845	train-auc:0.984186
[398]	eval-auc:0.70225	train-auc:0.984259
[399]	eval-auc:0.702443	train-auc:0.984456
[400]	eval-auc:0.702614	train-auc:0.98447
[401]	eval-auc:0.702579	train-auc:0.98443
[402]	eval-auc:0.70243	train-auc:0.984532
[403]	eval-auc:0.702858	train-auc:0.984713
[404]	eval-auc:0.702894	train-auc:0.984696
[405]	eval-auc:0.702658	train-auc:0.984883
[406]	eval-auc:0.702271	train-auc:0.984914
[407]	eval-auc:0.702277	train-auc:0.985016
[408]	eval-auc:0.702379	train-auc:0.985126
[409]	eval-auc:0.702701	train-auc:0.985248
[410]	eval-auc:0.70252	train-auc:0.985442
[411]	eval-auc:0.701987	train-auc:0.985482
[412]	eval-auc:0.702396	train-auc:0.985628
[413]	eval-auc:0.702561	train-auc:0.985739
[414]	eval-auc:0.702433	train-auc:0.985724
[415]	eval-auc:0.702461	train-auc:0.985879
[416]	eval-auc:0.702333	train-auc:0.985898
[417]	eval-auc:0.702328	train-auc:0.985873
[418]	eval-auc:0.702501	train-auc:0.98598
[419]	eval-auc:0.7026	train-auc:0.986033
[420]	eval-auc:0.702708	train-auc:0.986036
[421]	eval-auc:0.702742	train-auc:0.986146
[422]	eval-auc:0.703272	train-auc:0.986152
[423]	eval-auc:0.703217	train-auc:0.986152
[424]	eval-auc:0.702949	train-auc:0.986242
[425]	eval-auc:0.703461	train-auc:0.986172
[426]	eval-auc:0.70375	train-auc:0.986339
[427]	eval-auc:0.70362	train-auc:0.98634
[428]	eval-auc:0.703119	train-auc:0.986411
[429]	eval-auc:0.702617	train-auc:0.986537
[430]	eval-auc:0.702515	train-auc:0.986535
[431]	eval-auc:0.701825	train-auc:0.986498
[432]	eval-auc:0.701601	train-auc:0.986601
[433]	eval-auc:0.701193	train-auc:0.986759
[434]	eval-auc:0.700631	train-auc:0.986816
[435]	eval-auc:0.700654	train-auc:0.986868
[436]	eval-auc:0.70026	train-auc:0.987032
[437]	eval-auc:0.699701	train-auc:0.987101
[438]	eval-auc:0.699853	train-auc:0.987059
[439]	eval-auc:0.699692	train-auc:0.987074
[440]	eval-auc:0.699585	train-auc:0.987063
[441]	eval-auc:0.699565	train-auc:0.987093
[442]	eval-auc:0.699737	train-auc:0.987092
[443]	eval-auc:0.699862	train-auc:0.987085
[444]	eval-auc:0.699966	train-auc:0.987198
[445]	eval-auc:0.699981	train-auc:0.987348
[446]	eval-auc:0.699855	train-auc:0.987394
[447]	eval-auc:0.699634	train-auc:0.987386
[448]	eval-auc:0.699243	train-auc:0.987489
	Score 0.6992425903592442


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.9, 'eta': 0.375, 'eval_metric': 'auc', 'gamma': 0.8, 'max_depth': 7, 'min_child_weight': 2.0, 'n_estimators': 315.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.70673	train-auc:0.789775
[1]	eval-auc:0.693254	train-auc:0.83214
[2]	eval-auc:0.700088	train-auc:0.873537
[3]	eval-auc:0.704278	train-auc:0.90373
[4]	eval-auc:0.703266	train-auc:0.916677
[5]	eval-auc:0.703206	train-auc:0.925958
[6]	eval-auc:0.705717	train-auc:0.936478
[7]	eval-auc:0.70105	train-auc:0.943175
[8]	eval-auc:0.696994	train-auc:0.954267
[9]	eval-auc:0.695261	train-auc:0.956921
[10]	eval-auc:0.697774	train-auc:0.962242
[11]	eval-auc:0.697329	train-auc:0.968458
[12]	eval-auc:0.694392	train-auc:0.96928
[13]	eval-auc:0.694284	train-auc:0.978511
[14]	eval-auc:0.697836	train-auc:0.982043
[15]	eval-auc:0.69919	train-auc:0.983295
[16]	eval-auc:0.700013	train-auc:0.986441
[17]	eval-auc:0.699786	train-auc:0.98798
[18]	eval-auc:0.701641	train-auc:0.989649
[19]	eval-auc:0.703532	train-auc:0.991517
[20]	eval-auc:0.699064	train-auc:0.992196
[21]	eval-auc:0.699521	train-auc:0.992943
[22]	eval-auc:0.698027	train-auc:0.993975
[23]	eval-auc:0.695652	train-auc:0.994842
[24]	eval-auc:0.695192	train-auc:0.995004
[25]	eval-auc:0.697076	train-auc:0.995934
[26]	eval-auc:0.698873	train-auc:0.996597
[27]	eval-auc:0.699511	train-auc:0.996763
[28]	eval-auc:0.698433	train-auc:0.997091
[29]	eval-auc:0.698888	train-auc:0.997574
[30]	eval-auc:0.699249	train-auc:0.99799
[31]	eval-auc:0.69943	train-auc:0.998232
[32]	eval-auc:0.698778	train-auc:0.99851
[33]	eval-auc:0.697731	train-auc:0.998737
[34]	eval-auc:0.697438	train-auc:0.998993
[35]	eval-auc:0.697067	train-auc:0.999046
[36]	eval-auc:0.695853	train-auc:0.999178
[37]	eval-auc:0.696261	train-auc:0.9992
[38]	eval-auc:0.695149	train-auc:0.99922
[39]	eval-auc:0.695661	train-auc:0.999339
[40]	eval-auc:0.694333	train-auc:0.999456
[41]	eval-auc:0.692343	train-auc:0.999546
[42]	eval-auc:0.692543	train-auc:0.999563
[43]	eval-auc:0.691163	train-auc:0.999659
[44]	eval-auc:0.692322	train-auc:0.999697
[45]	eval-auc:0.69368	train-auc:0.999764
[46]	eval-auc:0.694014	train-auc:0.999793
[47]	eval-auc:0.692894	train-auc:0.99984
[48]	eval-auc:0.692447	train-auc:0.999868
[49]	eval-auc:0.691839	train-auc:0.999875
[50]	eval-auc:0.692223	train-auc:0.999877
[51]	eval-auc:0.689323	train-auc:0.999911
[52]	eval-auc:0.689713	train-auc:0.999912
[53]	eval-auc:0.690251	train-auc:0.999926
[54]	eval-auc:0.689107	train-auc:0.999939
[55]	eval-auc:0.688306	train-auc:0.999958
[56]	eval-auc:0.68885	train-auc:0.999964
[57]	eval-auc:0.689247	train-auc:0.999964
[58]	eval-auc:0.689407	train-auc:0.99997
[59]	eval-auc:0.689651	train-auc:0.999982
[60]	eval-auc:0.690764	train-auc:0.999979
[61]	eval-auc:0.693179	train-auc:0.999987
[62]	eval-auc:0.692102	train-auc:0.999987
[63]	eval-auc:0.692788	train-auc:0.999991
[64]	eval-auc:0.692722	train-auc:0.999991
[65]	eval-auc:0.692702	train-auc:0.999996
[66]	eval-auc:0.692684	train-auc:0.999997
[67]	eval-auc:0.691736	train-auc:0.999998
[68]	eval-auc:0.692217	train-auc:0.999998
[69]	eval-auc:0.691801	train-auc:0.999998
[70]	eval-auc:0.691749	train-auc:0.999999
[71]	eval-auc:0.692081	train-auc:0.999998
[72]	eval-auc:0.691766	train-auc:0.999999
[73]	eval-auc:0.691691	train-auc:0.999999
[74]	eval-auc:0.691743	train-auc:0.999999
[75]	eval-auc:0.691003	train-auc:0.999999
[76]	eval-auc:0.691061	train-auc:1
[77]	eval-auc:0.690625	train-auc:1
[78]	eval-auc:0.690111	train-auc:1
[79]	eval-auc:0.689432	train-auc:1
[80]	eval-auc:0.68858	train-auc:1
[81]	eval-auc:0.688856	train-auc:1
[82]	eval-auc:0.689331	train-auc:1
[83]	eval-auc:0.690455	train-auc:1
[84]	eval-auc:0.688847	train-auc:1
[85]	eval-auc:0.689916	train-auc:1
[86]	eval-auc:0.690816	train-auc:1
[87]	eval-auc:0.690837	train-auc:1
[88]	eval-auc:0.691218	train-auc:1
[89]	eval-auc:0.691113	train-auc:1
[90]	eval-auc:0.690814	train-auc:1
[91]	eval-auc:0.691467	train-auc:1
[92]	eval-auc:0.691845	train-auc:1
[93]	eval-auc:0.692526	train-auc:1
[94]	eval-auc:0.69414	train-auc:1
[95]	eval-auc:0.693787	train-auc:1
[96]	eval-auc:0.693659	train-auc:1
[97]	eval-auc:0.693692	train-auc:1
[98]	eval-auc:0.693889	train-auc:1
[99]	eval-auc:0.693983	train-auc:1
[100]	eval-auc:0.693814	train-auc:1
[101]	eval-auc:0.694317	train-auc:1
[102]	eval-auc:0.694336	train-auc:1
[103]	eval-auc:0.696523	train-auc:1
[104]	eval-auc:0.696374	train-auc:1
[105]	eval-auc:0.696785	train-auc:1
[106]	eval-auc:0.697007	train-auc:1
[107]	eval-auc:0.696587	train-auc:1
[108]	eval-auc:0.69682	train-auc:1
[109]	eval-auc:0.69724	train-auc:1
[110]	eval-auc:0.696765	train-auc:1
[111]	eval-auc:0.697155	train-auc:1
[112]	eval-auc:0.697213	train-auc:1
[113]	eval-auc:0.697919	train-auc:1
[114]	eval-auc:0.697668	train-auc:1
[115]	eval-auc:0.696907	train-auc:1
[116]	eval-auc:0.696486	train-auc:1
[117]	eval-auc:0.696547	train-auc:1
[118]	eval-auc:0.696946	train-auc:1
[119]	eval-auc:0.696687	train-auc:1
[120]	eval-auc:0.695678	train-auc:1
[121]	eval-auc:0.695678	train-auc:1
[122]	eval-auc:0.69572	train-auc:1
[123]	eval-auc:0.696284	train-auc:1
[124]	eval-auc:0.696234	train-auc:1
[125]	eval-auc:0.696159	train-auc:1
[126]	eval-auc:0.696159	train-auc:1
[127]	eval-auc:0.695372	train-auc:1
[128]	eval-auc:0.697985	train-auc:1
[129]	eval-auc:0.697985	train-auc:1
[130]	eval-auc:0.698263	train-auc:1
[131]	eval-auc:0.698158	train-auc:1
[132]	eval-auc:0.698262	train-auc:1
[133]	eval-auc:0.698122	train-auc:1
[134]	eval-auc:0.699361	train-auc:1
[135]	eval-auc:0.699431	train-auc:1
[136]	eval-auc:0.69917	train-auc:1
[137]	eval-auc:0.698696	train-auc:1
[138]	eval-auc:0.698062	train-auc:1
[139]	eval-auc:0.698062	train-auc:1
[140]	eval-auc:0.699121	train-auc:1
[141]	eval-auc:0.699121	train-auc:1
[142]	eval-auc:0.699284	train-auc:1
[143]	eval-auc:0.699386	train-auc:1
[144]	eval-auc:0.699488	train-auc:1
[145]	eval-auc:0.699488	train-auc:1
[146]	eval-auc:0.699739	train-auc:1
[147]	eval-auc:0.699949	train-auc:1
[148]	eval-auc:0.699949	train-auc:1
[149]	eval-auc:0.699323	train-auc:1
[150]	eval-auc:0.699323	train-auc:1
[151]	eval-auc:0.69871	train-auc:1
[152]	eval-auc:0.698672	train-auc:1
[153]	eval-auc:0.698672	train-auc:1
[154]	eval-auc:0.698137	train-auc:1
[155]	eval-auc:0.697965	train-auc:1
[156]	eval-auc:0.69775	train-auc:1
[157]	eval-auc:0.698338	train-auc:1
[158]	eval-auc:0.698338	train-auc:1
[159]	eval-auc:0.698425	train-auc:1
[160]	eval-auc:0.698425	train-auc:1
[161]	eval-auc:0.697354	train-auc:1
[162]	eval-auc:0.697354	train-auc:1
[163]	eval-auc:0.697354	train-auc:1
[164]	eval-auc:0.697501	train-auc:1
[165]	eval-auc:0.697759	train-auc:1
[166]	eval-auc:0.697711	train-auc:1
[167]	eval-auc:0.697495	train-auc:1
[168]	eval-auc:0.697169	train-auc:1
[169]	eval-auc:0.697627	train-auc:1
[170]	eval-auc:0.697586	train-auc:1
[171]	eval-auc:0.697616	train-auc:1
[172]	eval-auc:0.697735	train-auc:1
[173]	eval-auc:0.697878	train-auc:1
[174]	eval-auc:0.697936	train-auc:1
[175]	eval-auc:0.69735	train-auc:1
[176]	eval-auc:0.699354	train-auc:1
[177]	eval-auc:0.699623	train-auc:1
[178]	eval-auc:0.699543	train-auc:1
[179]	eval-auc:0.699541	train-auc:1
[180]	eval-auc:0.699501	train-auc:1
[181]	eval-auc:0.699501	train-auc:1
[182]	eval-auc:0.699599	train-auc:1
[183]	eval-auc:0.699637	train-auc:1
[184]	eval-auc:0.699879	train-auc:1
[185]	eval-auc:0.699925	train-auc:1
[186]	eval-auc:0.700044	train-auc:1
[187]	eval-auc:0.698996	train-auc:1
[188]	eval-auc:0.69915	train-auc:1
[189]	eval-auc:0.69858	train-auc:1
[190]	eval-auc:0.69894	train-auc:1
[191]	eval-auc:0.698901	train-auc:1
[192]	eval-auc:0.698932	train-auc:1
[193]	eval-auc:0.698757	train-auc:1
[194]	eval-auc:0.698764	train-auc:1
[195]	eval-auc:0.698471	train-auc:1
[196]	eval-auc:0.698134	train-auc:1
[197]	eval-auc:0.698606	train-auc:1
[198]	eval-auc:0.69844	train-auc:1
[199]	eval-auc:0.698273	train-auc:1
[200]	eval-auc:0.698675	train-auc:1
[201]	eval-auc:0.698675	train-auc:1
[202]	eval-auc:0.698675	train-auc:1
[203]	eval-auc:0.698675	train-auc:1
[204]	eval-auc:0.698611	train-auc:1
[205]	eval-auc:0.698216	train-auc:1
[206]	eval-auc:0.698216	train-auc:1
[207]	eval-auc:0.698206	train-auc:1
[208]	eval-auc:0.69793	train-auc:1
[209]	eval-auc:0.69768	train-auc:1
[210]	eval-auc:0.69768	train-auc:1
[211]	eval-auc:0.697695	train-auc:1
[212]	eval-auc:0.697549	train-auc:1
[213]	eval-auc:0.698394	train-auc:1
[214]	eval-auc:0.698394	train-auc:1
[215]	eval-auc:0.698394	train-auc:1
[216]	eval-auc:0.698394	train-auc:1
[217]	eval-auc:0.698299	train-auc:1
[218]	eval-auc:0.698387	train-auc:1
[219]	eval-auc:0.69811	train-auc:1
[220]	eval-auc:0.698187	train-auc:1
[221]	eval-auc:0.698515	train-auc:1
[222]	eval-auc:0.698515	train-auc:1
[223]	eval-auc:0.698515	train-auc:1
[224]	eval-auc:0.698113	train-auc:1
[225]	eval-auc:0.698327	train-auc:1
[226]	eval-auc:0.698222	train-auc:1
[227]	eval-auc:0.698222	train-auc:1
[228]	eval-auc:0.698035	train-auc:1
[229]	eval-auc:0.698148	train-auc:1
[230]	eval-auc:0.698148	train-auc:1
[231]	eval-auc:0.698056	train-auc:1
[232]	eval-auc:0.698056	train-auc:1
[233]	eval-auc:0.698056	train-auc:1
[234]	eval-auc:0.698056	train-auc:1
[235]	eval-auc:0.698056	train-auc:1
[236]	eval-auc:0.698056	train-auc:1
[237]	eval-auc:0.698151	train-auc:1
[238]	eval-auc:0.698143	train-auc:1
[239]	eval-auc:0.69784	train-auc:1
[240]	eval-auc:0.698273	train-auc:1
[241]	eval-auc:0.6982	train-auc:1
[242]	eval-auc:0.697995	train-auc:1
[243]	eval-auc:0.697976	train-auc:1
[244]	eval-auc:0.698047	train-auc:1
[245]	eval-auc:0.698047	train-auc:1
[246]	eval-auc:0.698267	train-auc:1
[247]	eval-auc:0.698267	train-auc:1
[248]	eval-auc:0.698267	train-auc:1
[249]	eval-auc:0.698267	train-auc:1
[250]	eval-auc:0.698399	train-auc:1
[251]	eval-auc:0.698399	train-auc:1
[252]	eval-auc:0.698665	train-auc:1
[253]	eval-auc:0.698665	train-auc:1
[254]	eval-auc:0.698665	train-auc:1
[255]	eval-auc:0.698338	train-auc:1
[256]	eval-auc:0.698338	train-auc:1
[257]	eval-auc:0.698338	train-auc:1
[258]	eval-auc:0.698338	train-auc:1
[259]	eval-auc:0.698338	train-auc:1
[260]	eval-auc:0.698903	train-auc:1
[261]	eval-auc:0.698737	train-auc:1
[262]	eval-auc:0.698737	train-auc:1
[263]	eval-auc:0.698737	train-auc:1
[264]	eval-auc:0.698737	train-auc:1
[265]	eval-auc:0.698737	train-auc:1
[266]	eval-auc:0.698582	train-auc:1
[267]	eval-auc:0.698582	train-auc:1
[268]	eval-auc:0.698582	train-auc:1
[269]	eval-auc:0.698582	train-auc:1
[270]	eval-auc:0.701473	train-auc:1
[271]	eval-auc:0.701473	train-auc:1
[272]	eval-auc:0.701473	train-auc:1
[273]	eval-auc:0.701473	train-auc:1
[274]	eval-auc:0.701362	train-auc:1
[275]	eval-auc:0.701454	train-auc:1
[276]	eval-auc:0.701546	train-auc:1
[277]	eval-auc:0.701454	train-auc:1
[278]	eval-auc:0.701454	train-auc:1
[279]	eval-auc:0.701499	train-auc:1
[280]	eval-auc:0.701499	train-auc:1
[281]	eval-auc:0.701499	train-auc:1
[282]	eval-auc:0.701499	train-auc:1
[283]	eval-auc:0.701515	train-auc:1
[284]	eval-auc:0.701515	train-auc:1
[285]	eval-auc:0.701515	train-auc:1
[286]	eval-auc:0.701515	train-auc:1
[287]	eval-auc:0.701515	train-auc:1
[288]	eval-auc:0.701515	train-auc:1
[289]	eval-auc:0.701116	train-auc:1
[290]	eval-auc:0.701116	train-auc:1
[291]	eval-auc:0.701116	train-auc:1
[292]	eval-auc:0.701088	train-auc:1
[293]	eval-auc:0.701088	train-auc:1
[294]	eval-auc:0.701088	train-auc:1
[295]	eval-auc:0.701088	train-auc:1
[296]	eval-auc:0.700889	train-auc:1
[297]	eval-auc:0.700889	train-auc:1
[298]	eval-auc:0.700889	train-auc:1
[299]	eval-auc:0.700679	train-auc:1
[300]	eval-auc:0.700679	train-auc:1
[301]	eval-auc:0.700679	train-auc:1
[302]	eval-auc:0.700679	train-auc:1
[303]	eval-auc:0.700679	train-auc:1
[304]	eval-auc:0.700679	train-auc:1
[305]	eval-auc:0.700679	train-auc:1
[306]	eval-auc:0.700679	train-auc:1
[307]	eval-auc:0.700679	train-auc:1
[308]	eval-auc:0.700679	train-auc:1
[309]	eval-auc:0.700679	train-auc:1
[310]	eval-auc:0.700679	train-auc:1
[311]	eval-auc:0.700679	train-auc:1
[312]	eval-auc:0.700679	train-auc:1
[313]	eval-auc:0.700121	train-auc:1
[314]	eval-auc:0.700121	train-auc:1
	Score 0.7001212099063213


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.65, 'eta': 0.05, 'eval_metric': 'auc', 'gamma': 0.5, 'max_depth': 9, 'min_child_weight': 1.0, 'n_estimators': 285.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.75, 'tree_method': 'exact'}
[0]	eval-auc:0.625276	train-auc:0.782232
[1]	eval-auc:0.633309	train-auc:0.846179
[2]	eval-auc:0.626276	train-auc:0.881248
[3]	eval-auc:0.641208	train-auc:0.895058
[4]	eval-auc:0.661643	train-auc:0.912448
[5]	eval-auc:0.660743	train-auc:0.926609
[6]	eval-auc:0.662737	train-auc:0.939028
[7]	eval-auc:0.653634	train-auc:0.947216
[8]	eval-auc:0.65416	train-auc:0.958493
[9]	eval-auc:0.663461	train-auc:0.964883
[10]	eval-auc:0.661922	train-auc:0.968455
[11]	eval-auc:0.661607	train-auc:0.971956
[12]	eval-auc:0.665802	train-auc:0.973979
[13]	eval-auc:0.671352	train-auc:0.975425
[14]	eval-auc:0.669866	train-auc:0.977877
[15]	eval-auc:0.671189	train-auc:0.980422
[16]	eval-auc:0.671092	train-auc:0.982016
[17]	eval-auc:0.678121	train-auc:0.984612
[18]	eval-auc:0.676324	train-auc:0.985896
[19]	eval-auc:0.679249	train-auc:0.98658
[20]	eval-auc:0.678497	train-auc:0.987553
[21]	eval-auc:0.676788	train-auc:0.987612
[22]	eval-auc:0.677169	train-auc:0.988552
[23]	eval-auc:0.675951	train-auc:0.988134
[24]	eval-auc:0.675753	train-auc:0.988623
[25]	eval-auc:0.674485	train-auc:0.988888
[26]	eval-auc:0.676062	train-auc:0.989425
[27]	eval-auc:0.672643	train-auc:0.990398
[28]	eval-auc:0.672812	train-auc:0.990266
[29]	eval-auc:0.672056	train-auc:0.990481
[30]	eval-auc:0.671223	train-auc:0.991645
[31]	eval-auc:0.671081	train-auc:0.992003
[32]	eval-auc:0.670062	train-auc:0.992611
[33]	eval-auc:0.669443	train-auc:0.992965
[34]	eval-auc:0.669456	train-auc:0.99385
[35]	eval-auc:0.667737	train-auc:0.99432
[36]	eval-auc:0.668232	train-auc:0.994788
[37]	eval-auc:0.668049	train-auc:0.995023
[38]	eval-auc:0.668112	train-auc:0.995079
[39]	eval-auc:0.668116	train-auc:0.995216
[40]	eval-auc:0.668925	train-auc:0.995229
[41]	eval-auc:0.669129	train-auc:0.995332
[42]	eval-auc:0.669913	train-auc:0.995974
[43]	eval-auc:0.67093	train-auc:0.99623
[44]	eval-auc:0.674332	train-auc:0.996449
[45]	eval-auc:0.674325	train-auc:0.996549
[46]	eval-auc:0.674186	train-auc:0.99692
[47]	eval-auc:0.676032	train-auc:0.997153
[48]	eval-auc:0.676554	train-auc:0.997252
[49]	eval-auc:0.676555	train-auc:0.99738
[50]	eval-auc:0.675524	train-auc:0.99756
[51]	eval-auc:0.675474	train-auc:0.997549
[52]	eval-auc:0.675521	train-auc:0.997689
[53]	eval-auc:0.676038	train-auc:0.997792
[54]	eval-auc:0.676191	train-auc:0.998032
[55]	eval-auc:0.674949	train-auc:0.998184
[56]	eval-auc:0.673612	train-auc:0.998247
[57]	eval-auc:0.673041	train-auc:0.998364
[58]	eval-auc:0.674911	train-auc:0.998453
[59]	eval-auc:0.678081	train-auc:0.998585
[60]	eval-auc:0.678734	train-auc:0.998806
[61]	eval-auc:0.678718	train-auc:0.99882
[62]	eval-auc:0.678412	train-auc:0.998849
[63]	eval-auc:0.679403	train-auc:0.998953
[64]	eval-auc:0.678533	train-auc:0.999003
[65]	eval-auc:0.67831	train-auc:0.999069
[66]	eval-auc:0.678504	train-auc:0.999079
[67]	eval-auc:0.677678	train-auc:0.999069
[68]	eval-auc:0.678271	train-auc:0.999125
[69]	eval-auc:0.67788	train-auc:0.999148
[70]	eval-auc:0.678468	train-auc:0.999222
[71]	eval-auc:0.679019	train-auc:0.999281
[72]	eval-auc:0.678535	train-auc:0.999289
[73]	eval-auc:0.678967	train-auc:0.999317
[74]	eval-auc:0.678361	train-auc:0.999347
[75]	eval-auc:0.678075	train-auc:0.999349
[76]	eval-auc:0.677967	train-auc:0.999403
[77]	eval-auc:0.677009	train-auc:0.9994
[78]	eval-auc:0.677099	train-auc:0.999397
[79]	eval-auc:0.677566	train-auc:0.999437
[80]	eval-auc:0.67712	train-auc:0.999434
[81]	eval-auc:0.677906	train-auc:0.999495
[82]	eval-auc:0.67733	train-auc:0.999495
[83]	eval-auc:0.676564	train-auc:0.999496
[84]	eval-auc:0.676666	train-auc:0.999547
[85]	eval-auc:0.675911	train-auc:0.999579
[86]	eval-auc:0.676004	train-auc:0.999583
[87]	eval-auc:0.677349	train-auc:0.999644
[88]	eval-auc:0.67786	train-auc:0.999681
[89]	eval-auc:0.678782	train-auc:0.999692
[90]	eval-auc:0.678424	train-auc:0.999694
[91]	eval-auc:0.678297	train-auc:0.999696
[92]	eval-auc:0.678157	train-auc:0.999703
[93]	eval-auc:0.677244	train-auc:0.999745
[94]	eval-auc:0.677171	train-auc:0.999748
[95]	eval-auc:0.678515	train-auc:0.999767
[96]	eval-auc:0.677757	train-auc:0.999783
[97]	eval-auc:0.677725	train-auc:0.999794
[98]	eval-auc:0.677664	train-auc:0.99982
[99]	eval-auc:0.678095	train-auc:0.999835
[100]	eval-auc:0.678087	train-auc:0.99984
[101]	eval-auc:0.678352	train-auc:0.999848
[102]	eval-auc:0.67744	train-auc:0.999855
[103]	eval-auc:0.679079	train-auc:0.999863
[104]	eval-auc:0.679289	train-auc:0.999866
[105]	eval-auc:0.680088	train-auc:0.999876
[106]	eval-auc:0.679899	train-auc:0.999882
[107]	eval-auc:0.680784	train-auc:0.999882
[108]	eval-auc:0.680236	train-auc:0.999888
[109]	eval-auc:0.680915	train-auc:0.999899
[110]	eval-auc:0.682042	train-auc:0.999898
[111]	eval-auc:0.681596	train-auc:0.999905
[112]	eval-auc:0.681338	train-auc:0.999912
[113]	eval-auc:0.681848	train-auc:0.999914
[114]	eval-auc:0.681914	train-auc:0.999918
[115]	eval-auc:0.682071	train-auc:0.999928
[116]	eval-auc:0.68284	train-auc:0.99994
[117]	eval-auc:0.681258	train-auc:0.999945
[118]	eval-auc:0.681414	train-auc:0.999946
[119]	eval-auc:0.681985	train-auc:0.999947
[120]	eval-auc:0.682136	train-auc:0.999949
[121]	eval-auc:0.683347	train-auc:0.999961
[122]	eval-auc:0.68396	train-auc:0.999965
[123]	eval-auc:0.683849	train-auc:0.999964
[124]	eval-auc:0.683868	train-auc:0.999968
[125]	eval-auc:0.684679	train-auc:0.999969
[126]	eval-auc:0.684795	train-auc:0.999971
[127]	eval-auc:0.685113	train-auc:0.999973
[128]	eval-auc:0.686019	train-auc:0.999978
[129]	eval-auc:0.686371	train-auc:0.999981
[130]	eval-auc:0.685896	train-auc:0.999983
[131]	eval-auc:0.686316	train-auc:0.999982
[132]	eval-auc:0.686001	train-auc:0.999985
[133]	eval-auc:0.685701	train-auc:0.999985
[134]	eval-auc:0.685896	train-auc:0.999987
[135]	eval-auc:0.685865	train-auc:0.99999
[136]	eval-auc:0.685882	train-auc:0.999993
[137]	eval-auc:0.685491	train-auc:0.999993
[138]	eval-auc:0.684936	train-auc:0.999993
[139]	eval-auc:0.68464	train-auc:0.999992
[140]	eval-auc:0.684573	train-auc:0.999993
[141]	eval-auc:0.684601	train-auc:0.999993
[142]	eval-auc:0.684792	train-auc:0.999993
[143]	eval-auc:0.685063	train-auc:0.999993
[144]	eval-auc:0.685022	train-auc:0.999993
[145]	eval-auc:0.685023	train-auc:0.999993
[146]	eval-auc:0.684081	train-auc:0.999994
[147]	eval-auc:0.683714	train-auc:0.999994
[148]	eval-auc:0.68335	train-auc:0.999992
[149]	eval-auc:0.683418	train-auc:0.999994
[150]	eval-auc:0.683921	train-auc:0.999994
[151]	eval-auc:0.68456	train-auc:0.999995
[152]	eval-auc:0.684847	train-auc:0.999995
[153]	eval-auc:0.684346	train-auc:0.999996
[154]	eval-auc:0.684359	train-auc:0.999996
[155]	eval-auc:0.684673	train-auc:0.999996
[156]	eval-auc:0.685025	train-auc:0.999997
[157]	eval-auc:0.685177	train-auc:0.999998
[158]	eval-auc:0.684891	train-auc:0.999999
[159]	eval-auc:0.6852	train-auc:0.999999
[160]	eval-auc:0.684905	train-auc:0.999998
[161]	eval-auc:0.684936	train-auc:0.999998
[162]	eval-auc:0.684833	train-auc:0.999998
[163]	eval-auc:0.6843	train-auc:0.999999
[164]	eval-auc:0.684509	train-auc:0.999998
[165]	eval-auc:0.684504	train-auc:0.999999
[166]	eval-auc:0.683837	train-auc:0.999998
[167]	eval-auc:0.683845	train-auc:0.999998
[168]	eval-auc:0.684052	train-auc:0.999998
[169]	eval-auc:0.685107	train-auc:0.999998
[170]	eval-auc:0.684793	train-auc:0.999998
[171]	eval-auc:0.685502	train-auc:0.999998
[172]	eval-auc:0.685421	train-auc:0.999997
[173]	eval-auc:0.685101	train-auc:0.999997
[174]	eval-auc:0.685232	train-auc:0.999997
[175]	eval-auc:0.685019	train-auc:0.999998
[176]	eval-auc:0.685293	train-auc:0.999998
[177]	eval-auc:0.685418	train-auc:0.999998
[178]	eval-auc:0.685491	train-auc:0.999998
[179]	eval-auc:0.685308	train-auc:0.999998
[180]	eval-auc:0.685166	train-auc:0.999998
[181]	eval-auc:0.685504	train-auc:0.999998
[182]	eval-auc:0.685415	train-auc:0.999998
[183]	eval-auc:0.685355	train-auc:0.999998
[184]	eval-auc:0.685527	train-auc:0.999999
[185]	eval-auc:0.685096	train-auc:0.999999
[186]	eval-auc:0.685996	train-auc:0.999999
[187]	eval-auc:0.685829	train-auc:0.999999
[188]	eval-auc:0.6859	train-auc:0.999999
[189]	eval-auc:0.685874	train-auc:0.999999
[190]	eval-auc:0.686196	train-auc:0.999998
[191]	eval-auc:0.685811	train-auc:0.999999
[192]	eval-auc:0.685747	train-auc:0.999999
[193]	eval-auc:0.685526	train-auc:0.999998
[194]	eval-auc:0.686522	train-auc:0.999998
[195]	eval-auc:0.686578	train-auc:0.999999
[196]	eval-auc:0.686867	train-auc:0.999999
[197]	eval-auc:0.686844	train-auc:0.999999
[198]	eval-auc:0.687014	train-auc:0.999999
[199]	eval-auc:0.68735	train-auc:0.999999
[200]	eval-auc:0.686811	train-auc:0.999999
[201]	eval-auc:0.687071	train-auc:0.999999
[202]	eval-auc:0.686899	train-auc:0.999999
[203]	eval-auc:0.687423	train-auc:0.999999
[204]	eval-auc:0.687339	train-auc:0.999999
[205]	eval-auc:0.687169	train-auc:0.999999
[206]	eval-auc:0.687105	train-auc:0.999999
[207]	eval-auc:0.687627	train-auc:0.999999
[208]	eval-auc:0.687195	train-auc:0.999999
[209]	eval-auc:0.686956	train-auc:0.999999
[210]	eval-auc:0.686714	train-auc:0.999999
[211]	eval-auc:0.686544	train-auc:0.999999
[212]	eval-auc:0.686398	train-auc:0.999999
[213]	eval-auc:0.685702	train-auc:0.999999
[214]	eval-auc:0.685675	train-auc:0.999999
[215]	eval-auc:0.685267	train-auc:0.999999
[216]	eval-auc:0.686072	train-auc:0.999999
[217]	eval-auc:0.685824	train-auc:0.999999
[218]	eval-auc:0.686315	train-auc:0.999999
[219]	eval-auc:0.686476	train-auc:0.999999
[220]	eval-auc:0.686264	train-auc:0.999999
[221]	eval-auc:0.686252	train-auc:0.999999
[222]	eval-auc:0.686092	train-auc:1
[223]	eval-auc:0.685993	train-auc:1
[224]	eval-auc:0.685503	train-auc:1
[225]	eval-auc:0.685052	train-auc:1
[226]	eval-auc:0.685302	train-auc:1
[227]	eval-auc:0.685384	train-auc:1
[228]	eval-auc:0.685294	train-auc:1
[229]	eval-auc:0.685203	train-auc:1
[230]	eval-auc:0.685317	train-auc:1
[231]	eval-auc:0.685436	train-auc:1
[232]	eval-auc:0.685638	train-auc:1
[233]	eval-auc:0.685584	train-auc:1
[234]	eval-auc:0.685608	train-auc:1
[235]	eval-auc:0.685552	train-auc:1
[236]	eval-auc:0.685357	train-auc:1
[237]	eval-auc:0.685404	train-auc:1
[238]	eval-auc:0.685197	train-auc:1
[239]	eval-auc:0.685278	train-auc:1
[240]	eval-auc:0.685151	train-auc:1
[241]	eval-auc:0.685262	train-auc:1
[242]	eval-auc:0.685363	train-auc:1
[243]	eval-auc:0.685722	train-auc:1
[244]	eval-auc:0.685897	train-auc:1
[245]	eval-auc:0.685932	train-auc:1
[246]	eval-auc:0.686063	train-auc:1
[247]	eval-auc:0.686092	train-auc:1
[248]	eval-auc:0.686028	train-auc:1
[249]	eval-auc:0.686068	train-auc:1
[250]	eval-auc:0.686249	train-auc:1
[251]	eval-auc:0.685707	train-auc:1
[252]	eval-auc:0.685852	train-auc:1
[253]	eval-auc:0.685967	train-auc:1
[254]	eval-auc:0.685664	train-auc:1
[255]	eval-auc:0.685846	train-auc:1
[256]	eval-auc:0.685804	train-auc:1
[257]	eval-auc:0.685975	train-auc:1
[258]	eval-auc:0.685903	train-auc:1
[259]	eval-auc:0.685928	train-auc:1
[260]	eval-auc:0.686034	train-auc:1
[261]	eval-auc:0.68594	train-auc:1
[262]	eval-auc:0.68575	train-auc:1
[263]	eval-auc:0.685935	train-auc:1
[264]	eval-auc:0.68592	train-auc:1
[265]	eval-auc:0.686653	train-auc:1
[266]	eval-auc:0.686561	train-auc:1
[267]	eval-auc:0.686397	train-auc:1
[268]	eval-auc:0.686322	train-auc:1
[269]	eval-auc:0.686114	train-auc:1
[270]	eval-auc:0.685978	train-auc:1
[271]	eval-auc:0.686083	train-auc:1
[272]	eval-auc:0.686015	train-auc:1
[273]	eval-auc:0.686085	train-auc:1
[274]	eval-auc:0.686069	train-auc:1
[275]	eval-auc:0.685905	train-auc:1
[276]	eval-auc:0.685658	train-auc:1
[277]	eval-auc:0.685393	train-auc:1
[278]	eval-auc:0.685037	train-auc:1
[279]	eval-auc:0.685265	train-auc:1
[280]	eval-auc:0.685497	train-auc:1
[281]	eval-auc:0.686106	train-auc:1
[282]	eval-auc:0.685823	train-auc:1
[283]	eval-auc:0.685776	train-auc:1
[284]	eval-auc:0.686092	train-auc:1
	Score 0.6860922291659053


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.75, 'eta': 0.47500000000000003, 'eval_metric': 'auc', 'gamma': 0.55, 'max_depth': 3, 'min_child_weight': 2.0, 'n_estimators': 412.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 1.0, 'tree_method': 'exact'}
[0]	eval-auc:0.702485	train-auc:0.723761
[1]	eval-auc:0.688029	train-auc:0.730854
[2]	eval-auc:0.690638	train-auc:0.748219
[3]	eval-auc:0.693198	train-auc:0.758295
[4]	eval-auc:0.700111	train-auc:0.757735
[5]	eval-auc:0.701568	train-auc:0.768333
[6]	eval-auc:0.708784	train-auc:0.77056
[7]	eval-auc:0.711298	train-auc:0.779184
[8]	eval-auc:0.711673	train-auc:0.782676
[9]	eval-auc:0.712732	train-auc:0.788022
[10]	eval-auc:0.717522	train-auc:0.792536
[11]	eval-auc:0.718374	train-auc:0.801152
[12]	eval-auc:0.713055	train-auc:0.809009
[13]	eval-auc:0.713002	train-auc:0.80956
[14]	eval-auc:0.706393	train-auc:0.814341
[15]	eval-auc:0.706527	train-auc:0.816369
[16]	eval-auc:0.709547	train-auc:0.819944
[17]	eval-auc:0.708505	train-auc:0.821515
[18]	eval-auc:0.706458	train-auc:0.827298
[19]	eval-auc:0.705389	train-auc:0.83071
[20]	eval-auc:0.702547	train-auc:0.83464
[21]	eval-auc:0.700528	train-auc:0.837757
[22]	eval-auc:0.70029	train-auc:0.838113
[23]	eval-auc:0.700127	train-auc:0.842498
[24]	eval-auc:0.699626	train-auc:0.844727
[25]	eval-auc:0.697276	train-auc:0.847939
[26]	eval-auc:0.696432	train-auc:0.849881
[27]	eval-auc:0.694717	train-auc:0.853379
[28]	eval-auc:0.692554	train-auc:0.856461
[29]	eval-auc:0.694364	train-auc:0.861167
[30]	eval-auc:0.694261	train-auc:0.863328
[31]	eval-auc:0.694396	train-auc:0.864836
[32]	eval-auc:0.694777	train-auc:0.866149
[33]	eval-auc:0.693518	train-auc:0.870399
[34]	eval-auc:0.693976	train-auc:0.87214
[35]	eval-auc:0.695686	train-auc:0.874176
[36]	eval-auc:0.694412	train-auc:0.877465
[37]	eval-auc:0.69602	train-auc:0.878465
[38]	eval-auc:0.695026	train-auc:0.879553
[39]	eval-auc:0.69447	train-auc:0.881449
[40]	eval-auc:0.695643	train-auc:0.883304
[41]	eval-auc:0.695201	train-auc:0.885316
[42]	eval-auc:0.697268	train-auc:0.888792
[43]	eval-auc:0.699884	train-auc:0.892451
[44]	eval-auc:0.700514	train-auc:0.893567
[45]	eval-auc:0.702041	train-auc:0.895107
[46]	eval-auc:0.702873	train-auc:0.896724
[47]	eval-auc:0.703206	train-auc:0.898488
[48]	eval-auc:0.70281	train-auc:0.899603
[49]	eval-auc:0.703247	train-auc:0.901458
[50]	eval-auc:0.704319	train-auc:0.903083
[51]	eval-auc:0.70501	train-auc:0.903411
[52]	eval-auc:0.703786	train-auc:0.905455
[53]	eval-auc:0.703926	train-auc:0.907084
[54]	eval-auc:0.703225	train-auc:0.909474
[55]	eval-auc:0.704191	train-auc:0.910661
[56]	eval-auc:0.704329	train-auc:0.912491
[57]	eval-auc:0.704576	train-auc:0.913959
[58]	eval-auc:0.704227	train-auc:0.916925
[59]	eval-auc:0.705226	train-auc:0.919548
[60]	eval-auc:0.705235	train-auc:0.92126
[61]	eval-auc:0.704052	train-auc:0.922068
[62]	eval-auc:0.703373	train-auc:0.922998
[63]	eval-auc:0.702134	train-auc:0.92486
[64]	eval-auc:0.700966	train-auc:0.925994
[65]	eval-auc:0.700353	train-auc:0.926212
[66]	eval-auc:0.701778	train-auc:0.927713
[67]	eval-auc:0.701613	train-auc:0.928439
[68]	eval-auc:0.703377	train-auc:0.929496
[69]	eval-auc:0.702337	train-auc:0.931041
[70]	eval-auc:0.701743	train-auc:0.931401
[71]	eval-auc:0.701598	train-auc:0.933009
[72]	eval-auc:0.701018	train-auc:0.933871
[73]	eval-auc:0.700409	train-auc:0.934266
[74]	eval-auc:0.700538	train-auc:0.935129
[75]	eval-auc:0.700277	train-auc:0.935367
[76]	eval-auc:0.699744	train-auc:0.935527
[77]	eval-auc:0.699707	train-auc:0.936329
[78]	eval-auc:0.700388	train-auc:0.937173
[79]	eval-auc:0.700983	train-auc:0.937569
[80]	eval-auc:0.700069	train-auc:0.939563
[81]	eval-auc:0.699296	train-auc:0.939696
[82]	eval-auc:0.700817	train-auc:0.940315
[83]	eval-auc:0.700522	train-auc:0.94071
[84]	eval-auc:0.701557	train-auc:0.942072
[85]	eval-auc:0.701694	train-auc:0.942313
[86]	eval-auc:0.701836	train-auc:0.942546
[87]	eval-auc:0.703028	train-auc:0.943726
[88]	eval-auc:0.701959	train-auc:0.94406
[89]	eval-auc:0.701406	train-auc:0.944577
[90]	eval-auc:0.701553	train-auc:0.945541
[91]	eval-auc:0.699996	train-auc:0.946751
[92]	eval-auc:0.700132	train-auc:0.947139
[93]	eval-auc:0.699888	train-auc:0.947848
[94]	eval-auc:0.700802	train-auc:0.948751
[95]	eval-auc:0.700494	train-auc:0.949894
[96]	eval-auc:0.699201	train-auc:0.950867
[97]	eval-auc:0.698286	train-auc:0.950909
[98]	eval-auc:0.697692	train-auc:0.951825
[99]	eval-auc:0.697364	train-auc:0.952392
[100]	eval-auc:0.697348	train-auc:0.953117
[101]	eval-auc:0.697225	train-auc:0.953861
[102]	eval-auc:0.696549	train-auc:0.954757
[103]	eval-auc:0.695917	train-auc:0.955796
[104]	eval-auc:0.696805	train-auc:0.956279
[105]	eval-auc:0.696506	train-auc:0.956323
[106]	eval-auc:0.694888	train-auc:0.957055
[107]	eval-auc:0.694671	train-auc:0.958342
[108]	eval-auc:0.693782	train-auc:0.95868
[109]	eval-auc:0.693371	train-auc:0.959475
[110]	eval-auc:0.694464	train-auc:0.95988
[111]	eval-auc:0.694303	train-auc:0.960082
[112]	eval-auc:0.6944	train-auc:0.960475
[113]	eval-auc:0.694859	train-auc:0.961003
[114]	eval-auc:0.694885	train-auc:0.961575
[115]	eval-auc:0.694749	train-auc:0.962363
[116]	eval-auc:0.695287	train-auc:0.962769
[117]	eval-auc:0.695579	train-auc:0.962982
[118]	eval-auc:0.69671	train-auc:0.963363
[119]	eval-auc:0.696352	train-auc:0.963612
[120]	eval-auc:0.697297	train-auc:0.964233
[121]	eval-auc:0.697059	train-auc:0.964558
[122]	eval-auc:0.695349	train-auc:0.965089
[123]	eval-auc:0.695928	train-auc:0.96568
[124]	eval-auc:0.695988	train-auc:0.9666
[125]	eval-auc:0.694807	train-auc:0.966982
[126]	eval-auc:0.695203	train-auc:0.967323
[127]	eval-auc:0.694813	train-auc:0.967799
[128]	eval-auc:0.694518	train-auc:0.96829
[129]	eval-auc:0.693749	train-auc:0.968715
[130]	eval-auc:0.694114	train-auc:0.969434
[131]	eval-auc:0.693648	train-auc:0.969801
[132]	eval-auc:0.693675	train-auc:0.97022
[133]	eval-auc:0.69394	train-auc:0.970449
[134]	eval-auc:0.693764	train-auc:0.97049
[135]	eval-auc:0.692941	train-auc:0.970645
[136]	eval-auc:0.692122	train-auc:0.970995
[137]	eval-auc:0.690858	train-auc:0.971391
[138]	eval-auc:0.69107	train-auc:0.971786
[139]	eval-auc:0.691699	train-auc:0.972064
[140]	eval-auc:0.691664	train-auc:0.972584
[141]	eval-auc:0.691678	train-auc:0.973129
[142]	eval-auc:0.691719	train-auc:0.973292
[143]	eval-auc:0.692142	train-auc:0.97344
[144]	eval-auc:0.691632	train-auc:0.973724
[145]	eval-auc:0.691504	train-auc:0.973898
[146]	eval-auc:0.690152	train-auc:0.974643
[147]	eval-auc:0.689958	train-auc:0.974841
[148]	eval-auc:0.689972	train-auc:0.975017
[149]	eval-auc:0.689511	train-auc:0.975385
[150]	eval-auc:0.688861	train-auc:0.975482
[151]	eval-auc:0.690153	train-auc:0.975959
[152]	eval-auc:0.690566	train-auc:0.976488
[153]	eval-auc:0.690251	train-auc:0.976458
[154]	eval-auc:0.691017	train-auc:0.976685
[155]	eval-auc:0.691388	train-auc:0.976951
[156]	eval-auc:0.6919	train-auc:0.977005
[157]	eval-auc:0.690598	train-auc:0.977385
[158]	eval-auc:0.691149	train-auc:0.977724
[159]	eval-auc:0.691553	train-auc:0.978088
[160]	eval-auc:0.691349	train-auc:0.978998
[161]	eval-auc:0.691732	train-auc:0.97978
[162]	eval-auc:0.690609	train-auc:0.979994
[163]	eval-auc:0.69089	train-auc:0.980211
[164]	eval-auc:0.689687	train-auc:0.980412
[165]	eval-auc:0.690517	train-auc:0.980663
[166]	eval-auc:0.690041	train-auc:0.981383
[167]	eval-auc:0.690596	train-auc:0.98163
[168]	eval-auc:0.690902	train-auc:0.981766
[169]	eval-auc:0.691895	train-auc:0.982451
[170]	eval-auc:0.691544	train-auc:0.982573
[171]	eval-auc:0.690994	train-auc:0.982762
[172]	eval-auc:0.691432	train-auc:0.983066
[173]	eval-auc:0.691373	train-auc:0.983234
[174]	eval-auc:0.691158	train-auc:0.983289
[175]	eval-auc:0.691644	train-auc:0.984204
[176]	eval-auc:0.691496	train-auc:0.984388
[177]	eval-auc:0.690877	train-auc:0.984383
[178]	eval-auc:0.690464	train-auc:0.984959
[179]	eval-auc:0.690621	train-auc:0.98547
[180]	eval-auc:0.691694	train-auc:0.985601
[181]	eval-auc:0.691498	train-auc:0.985843
[182]	eval-auc:0.690155	train-auc:0.98595
[183]	eval-auc:0.689756	train-auc:0.986049
[184]	eval-auc:0.690884	train-auc:0.986165
[185]	eval-auc:0.68998	train-auc:0.986272
[186]	eval-auc:0.68892	train-auc:0.986494
[187]	eval-auc:0.688622	train-auc:0.986528
[188]	eval-auc:0.688897	train-auc:0.98642
[189]	eval-auc:0.688395	train-auc:0.986484
[190]	eval-auc:0.688448	train-auc:0.986565
[191]	eval-auc:0.687464	train-auc:0.986746
[192]	eval-auc:0.687524	train-auc:0.986865
[193]	eval-auc:0.687974	train-auc:0.987124
[194]	eval-auc:0.688724	train-auc:0.987256
[195]	eval-auc:0.689071	train-auc:0.987472
[196]	eval-auc:0.689499	train-auc:0.987497
[197]	eval-auc:0.69089	train-auc:0.987812
[198]	eval-auc:0.690979	train-auc:0.988067
[199]	eval-auc:0.691241	train-auc:0.988046
[200]	eval-auc:0.690794	train-auc:0.988081
[201]	eval-auc:0.690395	train-auc:0.988236
[202]	eval-auc:0.689036	train-auc:0.988359
[203]	eval-auc:0.689614	train-auc:0.988493
[204]	eval-auc:0.689523	train-auc:0.988608
[205]	eval-auc:0.690242	train-auc:0.988653
[206]	eval-auc:0.69015	train-auc:0.988662
[207]	eval-auc:0.690648	train-auc:0.988797
[208]	eval-auc:0.689779	train-auc:0.988924
[209]	eval-auc:0.689928	train-auc:0.989139
[210]	eval-auc:0.689027	train-auc:0.989205
[211]	eval-auc:0.688551	train-auc:0.989304
[212]	eval-auc:0.6885	train-auc:0.989505
[213]	eval-auc:0.689337	train-auc:0.98968
[214]	eval-auc:0.690258	train-auc:0.990006
[215]	eval-auc:0.690126	train-auc:0.990064
[216]	eval-auc:0.692744	train-auc:0.990189
[217]	eval-auc:0.693124	train-auc:0.990303
[218]	eval-auc:0.693634	train-auc:0.990468
[219]	eval-auc:0.693573	train-auc:0.990494
[220]	eval-auc:0.693689	train-auc:0.990599
[221]	eval-auc:0.693733	train-auc:0.990631
[222]	eval-auc:0.693446	train-auc:0.99059
[223]	eval-auc:0.693053	train-auc:0.990613
[224]	eval-auc:0.692692	train-auc:0.990724
[225]	eval-auc:0.69271	train-auc:0.990842
[226]	eval-auc:0.692578	train-auc:0.991041
[227]	eval-auc:0.692241	train-auc:0.99124
[228]	eval-auc:0.691822	train-auc:0.991206
[229]	eval-auc:0.691343	train-auc:0.991247
[230]	eval-auc:0.690571	train-auc:0.991311
[231]	eval-auc:0.690108	train-auc:0.99132
[232]	eval-auc:0.689786	train-auc:0.991328
[233]	eval-auc:0.690167	train-auc:0.99141
[234]	eval-auc:0.690118	train-auc:0.991429
[235]	eval-auc:0.689291	train-auc:0.991672
[236]	eval-auc:0.688469	train-auc:0.991809
[237]	eval-auc:0.687754	train-auc:0.991932
[238]	eval-auc:0.687493	train-auc:0.991999
[239]	eval-auc:0.686995	train-auc:0.992113
[240]	eval-auc:0.687006	train-auc:0.992127
[241]	eval-auc:0.687251	train-auc:0.992148
[242]	eval-auc:0.687524	train-auc:0.992221
[243]	eval-auc:0.687894	train-auc:0.992361
[244]	eval-auc:0.688413	train-auc:0.992498
[245]	eval-auc:0.688871	train-auc:0.99258
[246]	eval-auc:0.688953	train-auc:0.992706
[247]	eval-auc:0.688995	train-auc:0.992784
[248]	eval-auc:0.689817	train-auc:0.99293
[249]	eval-auc:0.690266	train-auc:0.993098
[250]	eval-auc:0.689963	train-auc:0.993147
[251]	eval-auc:0.689544	train-auc:0.99317
[252]	eval-auc:0.688931	train-auc:0.993255
[253]	eval-auc:0.689133	train-auc:0.993331
[254]	eval-auc:0.68897	train-auc:0.99327
[255]	eval-auc:0.688798	train-auc:0.993522
[256]	eval-auc:0.688501	train-auc:0.993538
[257]	eval-auc:0.688864	train-auc:0.993559
[258]	eval-auc:0.688704	train-auc:0.99358
[259]	eval-auc:0.689084	train-auc:0.993652
[260]	eval-auc:0.689037	train-auc:0.993854
[261]	eval-auc:0.689194	train-auc:0.993892
[262]	eval-auc:0.6903	train-auc:0.99393
[263]	eval-auc:0.690353	train-auc:0.99404
[264]	eval-auc:0.690341	train-auc:0.994121
[265]	eval-auc:0.690829	train-auc:0.994172
[266]	eval-auc:0.689442	train-auc:0.994263
[267]	eval-auc:0.689933	train-auc:0.994251
[268]	eval-auc:0.690001	train-auc:0.994297
[269]	eval-auc:0.68978	train-auc:0.994415
[270]	eval-auc:0.689875	train-auc:0.994457
[271]	eval-auc:0.689987	train-auc:0.994572
[272]	eval-auc:0.688492	train-auc:0.994716
[273]	eval-auc:0.688716	train-auc:0.994731
[274]	eval-auc:0.688838	train-auc:0.994771
[275]	eval-auc:0.688247	train-auc:0.994801
[276]	eval-auc:0.687962	train-auc:0.994824
[277]	eval-auc:0.688274	train-auc:0.994942
[278]	eval-auc:0.688454	train-auc:0.995002
[279]	eval-auc:0.68807	train-auc:0.99511
[280]	eval-auc:0.687772	train-auc:0.995185
[281]	eval-auc:0.688302	train-auc:0.995245
[282]	eval-auc:0.688838	train-auc:0.995362
[283]	eval-auc:0.688704	train-auc:0.995356
[284]	eval-auc:0.688692	train-auc:0.995424
[285]	eval-auc:0.688163	train-auc:0.995449
[286]	eval-auc:0.687903	train-auc:0.995452
[287]	eval-auc:0.688844	train-auc:0.995542
[288]	eval-auc:0.689202	train-auc:0.995704
[289]	eval-auc:0.68926	train-auc:0.995708
[290]	eval-auc:0.689284	train-auc:0.995702
[291]	eval-auc:0.689543	train-auc:0.995737
[292]	eval-auc:0.689806	train-auc:0.995856
[293]	eval-auc:0.68982	train-auc:0.995845
[294]	eval-auc:0.689748	train-auc:0.995913
[295]	eval-auc:0.690811	train-auc:0.995974
[296]	eval-auc:0.690916	train-auc:0.995972
[297]	eval-auc:0.690472	train-auc:0.99604
[298]	eval-auc:0.690568	train-auc:0.996117
[299]	eval-auc:0.690919	train-auc:0.996193
[300]	eval-auc:0.691062	train-auc:0.996194
[301]	eval-auc:0.692325	train-auc:0.996178
[302]	eval-auc:0.692392	train-auc:0.99619
[303]	eval-auc:0.692137	train-auc:0.996213
[304]	eval-auc:0.692051	train-auc:0.996285
[305]	eval-auc:0.691507	train-auc:0.996306
[306]	eval-auc:0.691831	train-auc:0.996503
[307]	eval-auc:0.691988	train-auc:0.9966
[308]	eval-auc:0.692121	train-auc:0.996654
[309]	eval-auc:0.692156	train-auc:0.996656
[310]	eval-auc:0.692141	train-auc:0.996698
[311]	eval-auc:0.691822	train-auc:0.996739
[312]	eval-auc:0.691509	train-auc:0.996729
[313]	eval-auc:0.692148	train-auc:0.99673
[314]	eval-auc:0.692106	train-auc:0.996724
[315]	eval-auc:0.692957	train-auc:0.996745
[316]	eval-auc:0.692862	train-auc:0.996803
[317]	eval-auc:0.692682	train-auc:0.996851
[318]	eval-auc:0.693201	train-auc:0.996895
[319]	eval-auc:0.692992	train-auc:0.996895
[320]	eval-auc:0.692967	train-auc:0.996941
[321]	eval-auc:0.693595	train-auc:0.996999
[322]	eval-auc:0.694697	train-auc:0.997037
[323]	eval-auc:0.694708	train-auc:0.997038
[324]	eval-auc:0.694402	train-auc:0.997024
[325]	eval-auc:0.694781	train-auc:0.997043
[326]	eval-auc:0.694358	train-auc:0.997092
[327]	eval-auc:0.694096	train-auc:0.997107
[328]	eval-auc:0.69447	train-auc:0.997168
[329]	eval-auc:0.694262	train-auc:0.997177
[330]	eval-auc:0.693876	train-auc:0.997212
[331]	eval-auc:0.693656	train-auc:0.997271
[332]	eval-auc:0.693793	train-auc:0.997381
[333]	eval-auc:0.694024	train-auc:0.997383
[334]	eval-auc:0.693566	train-auc:0.997427
[335]	eval-auc:0.694006	train-auc:0.997438
[336]	eval-auc:0.693817	train-auc:0.997434
[337]	eval-auc:0.694068	train-auc:0.997439
[338]	eval-auc:0.694148	train-auc:0.997511
[339]	eval-auc:0.694379	train-auc:0.997504
[340]	eval-auc:0.694199	train-auc:0.997498
[341]	eval-auc:0.694062	train-auc:0.997526
[342]	eval-auc:0.694253	train-auc:0.997571
[343]	eval-auc:0.693968	train-auc:0.997579
[344]	eval-auc:0.69431	train-auc:0.997609
[345]	eval-auc:0.694106	train-auc:0.997645
[346]	eval-auc:0.6934	train-auc:0.997699
[347]	eval-auc:0.693018	train-auc:0.997724
[348]	eval-auc:0.69183	train-auc:0.997752
[349]	eval-auc:0.692264	train-auc:0.997824
[350]	eval-auc:0.691865	train-auc:0.997847
[351]	eval-auc:0.691787	train-auc:0.997883
[352]	eval-auc:0.692699	train-auc:0.997974
[353]	eval-auc:0.692527	train-auc:0.997979
[354]	eval-auc:0.692995	train-auc:0.998002
[355]	eval-auc:0.692669	train-auc:0.998018
[356]	eval-auc:0.692538	train-auc:0.998024
[357]	eval-auc:0.692407	train-auc:0.998054
[358]	eval-auc:0.691807	train-auc:0.998074
[359]	eval-auc:0.692035	train-auc:0.998104
[360]	eval-auc:0.692357	train-auc:0.998111
[361]	eval-auc:0.692147	train-auc:0.998117
[362]	eval-auc:0.69234	train-auc:0.998112
[363]	eval-auc:0.691241	train-auc:0.998138
[364]	eval-auc:0.691177	train-auc:0.998165
[365]	eval-auc:0.69119	train-auc:0.998208
[366]	eval-auc:0.691786	train-auc:0.998211
[367]	eval-auc:0.691356	train-auc:0.998237
[368]	eval-auc:0.692025	train-auc:0.998258
[369]	eval-auc:0.690863	train-auc:0.998244
[370]	eval-auc:0.690694	train-auc:0.998266
[371]	eval-auc:0.695634	train-auc:0.998272
[372]	eval-auc:0.696115	train-auc:0.998277
[373]	eval-auc:0.696127	train-auc:0.99828
[374]	eval-auc:0.695431	train-auc:0.998289
[375]	eval-auc:0.696027	train-auc:0.998307
[376]	eval-auc:0.696451	train-auc:0.998396
[377]	eval-auc:0.696439	train-auc:0.998442
[378]	eval-auc:0.696552	train-auc:0.998551
[379]	eval-auc:0.695615	train-auc:0.998559
[380]	eval-auc:0.695679	train-auc:0.998579
[381]	eval-auc:0.695667	train-auc:0.998588
[382]	eval-auc:0.695861	train-auc:0.998595
[383]	eval-auc:0.695682	train-auc:0.998611
[384]	eval-auc:0.695134	train-auc:0.998611
[385]	eval-auc:0.694962	train-auc:0.998606
[386]	eval-auc:0.694479	train-auc:0.998616
[387]	eval-auc:0.695238	train-auc:0.998657
[388]	eval-auc:0.696231	train-auc:0.998653
[389]	eval-auc:0.696123	train-auc:0.998739
[390]	eval-auc:0.696528	train-auc:0.998775
[391]	eval-auc:0.696292	train-auc:0.998798
[392]	eval-auc:0.695918	train-auc:0.998834
[393]	eval-auc:0.695667	train-auc:0.998836
[394]	eval-auc:0.695682	train-auc:0.998837
[395]	eval-auc:0.695561	train-auc:0.998847
[396]	eval-auc:0.695771	train-auc:0.998884
[397]	eval-auc:0.695928	train-auc:0.998885
[398]	eval-auc:0.695427	train-auc:0.998887
[399]	eval-auc:0.695722	train-auc:0.998865
[400]	eval-auc:0.6958	train-auc:0.998894
[401]	eval-auc:0.695577	train-auc:0.998882
[402]	eval-auc:0.695501	train-auc:0.998917
[403]	eval-auc:0.695896	train-auc:0.998926
[404]	eval-auc:0.696826	train-auc:0.99894
[405]	eval-auc:0.697035	train-auc:0.998967
[406]	eval-auc:0.697313	train-auc:0.998969
[407]	eval-auc:0.697193	train-auc:0.998972
[408]	eval-auc:0.697249	train-auc:0.998947
[409]	eval-auc:0.697502	train-auc:0.998943
[410]	eval-auc:0.697734	train-auc:0.998971
[411]	eval-auc:0.698114	train-auc:0.998972
	Score 0.6981142418594454


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.07500000000000001, 'eval_metric': 'auc', 'gamma': 0.7000000000000001, 'max_depth': 3, 'min_child_weight': 1.0, 'n_estimators': 511.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.8500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.651958	train-auc:0.692866
[1]	eval-auc:0.661664	train-auc:0.706728
[2]	eval-auc:0.676344	train-auc:0.719578
[3]	eval-auc:0.670511	train-auc:0.726634
[4]	eval-auc:0.674424	train-auc:0.737992
[5]	eval-auc:0.677487	train-auc:0.732396
[6]	eval-auc:0.678915	train-auc:0.736394
[7]	eval-auc:0.678884	train-auc:0.733602
[8]	eval-auc:0.68521	train-auc:0.739873
[9]	eval-auc:0.689547	train-auc:0.737376
[10]	eval-auc:0.691817	train-auc:0.740568
[11]	eval-auc:0.688606	train-auc:0.743099
[12]	eval-auc:0.689258	train-auc:0.740877
[13]	eval-auc:0.692696	train-auc:0.739856
[14]	eval-auc:0.694097	train-auc:0.7397
[15]	eval-auc:0.691374	train-auc:0.74222
[16]	eval-auc:0.690653	train-auc:0.743925
[17]	eval-auc:0.690035	train-auc:0.746213
[18]	eval-auc:0.691394	train-auc:0.748924
[19]	eval-auc:0.69254	train-auc:0.751713
[20]	eval-auc:0.693999	train-auc:0.750374
[21]	eval-auc:0.694152	train-auc:0.754915
[22]	eval-auc:0.693887	train-auc:0.755862
[23]	eval-auc:0.694971	train-auc:0.757637
[24]	eval-auc:0.696429	train-auc:0.76063
[25]	eval-auc:0.696923	train-auc:0.760531
[26]	eval-auc:0.697773	train-auc:0.762425
[27]	eval-auc:0.697816	train-auc:0.765145
[28]	eval-auc:0.698547	train-auc:0.764554
[29]	eval-auc:0.699425	train-auc:0.764063
[30]	eval-auc:0.699777	train-auc:0.765582
[31]	eval-auc:0.700631	train-auc:0.765918
[32]	eval-auc:0.70188	train-auc:0.767122
[33]	eval-auc:0.701011	train-auc:0.768994
[34]	eval-auc:0.701735	train-auc:0.770693
[35]	eval-auc:0.701627	train-auc:0.773933
[36]	eval-auc:0.701122	train-auc:0.775138
[37]	eval-auc:0.703119	train-auc:0.775795
[38]	eval-auc:0.703231	train-auc:0.776736
[39]	eval-auc:0.703604	train-auc:0.777812
[40]	eval-auc:0.703993	train-auc:0.779224
[41]	eval-auc:0.703847	train-auc:0.780501
[42]	eval-auc:0.703787	train-auc:0.781753
[43]	eval-auc:0.703633	train-auc:0.784209
[44]	eval-auc:0.703482	train-auc:0.784232
[45]	eval-auc:0.703768	train-auc:0.785507
[46]	eval-auc:0.702073	train-auc:0.787053
[47]	eval-auc:0.702287	train-auc:0.787986
[48]	eval-auc:0.701415	train-auc:0.788503
[49]	eval-auc:0.70161	train-auc:0.788883
[50]	eval-auc:0.701433	train-auc:0.790229
[51]	eval-auc:0.701643	train-auc:0.791775
[52]	eval-auc:0.701601	train-auc:0.79369
[53]	eval-auc:0.70168	train-auc:0.793762
[54]	eval-auc:0.702632	train-auc:0.795281
[55]	eval-auc:0.702847	train-auc:0.795477
[56]	eval-auc:0.702798	train-auc:0.797242
[57]	eval-auc:0.702492	train-auc:0.798152
[58]	eval-auc:0.703039	train-auc:0.798355
[59]	eval-auc:0.703161	train-auc:0.799797
[60]	eval-auc:0.703724	train-auc:0.800277
[61]	eval-auc:0.704737	train-auc:0.801303
[62]	eval-auc:0.704992	train-auc:0.80147
[63]	eval-auc:0.704729	train-auc:0.802724
[64]	eval-auc:0.704429	train-auc:0.802931
[65]	eval-auc:0.704394	train-auc:0.802802
[66]	eval-auc:0.704312	train-auc:0.80501
[67]	eval-auc:0.70426	train-auc:0.805007
[68]	eval-auc:0.70449	train-auc:0.807316
[69]	eval-auc:0.705146	train-auc:0.807936
[70]	eval-auc:0.705002	train-auc:0.808768
[71]	eval-auc:0.70502	train-auc:0.809449
[72]	eval-auc:0.705516	train-auc:0.809722
[73]	eval-auc:0.70592	train-auc:0.810241
[74]	eval-auc:0.705477	train-auc:0.811213
[75]	eval-auc:0.706023	train-auc:0.812472
[76]	eval-auc:0.705883	train-auc:0.813104
[77]	eval-auc:0.704868	train-auc:0.814427
[78]	eval-auc:0.705564	train-auc:0.816806
[79]	eval-auc:0.705602	train-auc:0.817336
[80]	eval-auc:0.705819	train-auc:0.819312
[81]	eval-auc:0.706045	train-auc:0.820206
[82]	eval-auc:0.706009	train-auc:0.820372
[83]	eval-auc:0.705783	train-auc:0.819848
[84]	eval-auc:0.706731	train-auc:0.822044
[85]	eval-auc:0.706827	train-auc:0.822149
[86]	eval-auc:0.706341	train-auc:0.82308
[87]	eval-auc:0.705981	train-auc:0.824779
[88]	eval-auc:0.705869	train-auc:0.825502
[89]	eval-auc:0.706383	train-auc:0.825581
[90]	eval-auc:0.706493	train-auc:0.825519
[91]	eval-auc:0.706856	train-auc:0.826172
[92]	eval-auc:0.706837	train-auc:0.827442
[93]	eval-auc:0.706859	train-auc:0.828113
[94]	eval-auc:0.70709	train-auc:0.828927
[95]	eval-auc:0.707466	train-auc:0.829603
[96]	eval-auc:0.707067	train-auc:0.830396
[97]	eval-auc:0.706926	train-auc:0.830823
[98]	eval-auc:0.707414	train-auc:0.832198
[99]	eval-auc:0.707273	train-auc:0.833407
[100]	eval-auc:0.707267	train-auc:0.833248
[101]	eval-auc:0.707545	train-auc:0.833799
[102]	eval-auc:0.70652	train-auc:0.834789
[103]	eval-auc:0.706143	train-auc:0.835903
[104]	eval-auc:0.707577	train-auc:0.837508
[105]	eval-auc:0.705953	train-auc:0.838743
[106]	eval-auc:0.704162	train-auc:0.840426
[107]	eval-auc:0.704262	train-auc:0.84095
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[445]	eval-auc:0.698544	train-auc:0.946578
[446]	eval-auc:0.698643	train-auc:0.94676
[447]	eval-auc:0.69838	train-auc:0.947068
[448]	eval-auc:0.69855	train-auc:0.947217
[449]	eval-auc:0.698108	train-auc:0.947412
[450]	eval-auc:0.698076	train-auc:0.947297
[451]	eval-auc:0.698292	train-auc:0.947525
[452]	eval-auc:0.697967	train-auc:0.947587
[453]	eval-auc:0.698222	train-auc:0.947976
[454]	eval-auc:0.698079	train-auc:0.948239
[455]	eval-auc:0.698105	train-auc:0.948378
[456]	eval-auc:0.697884	train-auc:0.948347
[457]	eval-auc:0.697919	train-auc:0.948795
[458]	eval-auc:0.69763	train-auc:0.948932
[459]	eval-auc:0.697717	train-auc:0.949142
[460]	eval-auc:0.69772	train-auc:0.94909
[461]	eval-auc:0.697737	train-auc:0.949164
[462]	eval-auc:0.697313	train-auc:0.949152
[463]	eval-auc:0.697385	train-auc:0.949474
[464]	eval-auc:0.697689	train-auc:0.949561
[465]	eval-auc:0.697927	train-auc:0.949622
[466]	eval-auc:0.697685	train-auc:0.949732
[467]	eval-auc:0.697906	train-auc:0.949861
[468]	eval-auc:0.698088	train-auc:0.950071
[469]	eval-auc:0.698131	train-auc:0.950121
[470]	eval-auc:0.698285	train-auc:0.950207
[471]	eval-auc:0.698183	train-auc:0.950471
[472]	eval-auc:0.698212	train-auc:0.950588
[473]	eval-auc:0.697991	train-auc:0.951033
[474]	eval-auc:0.697854	train-auc:0.951067
[475]	eval-auc:0.698277	train-auc:0.951334
[476]	eval-auc:0.69848	train-auc:0.951431
[477]	eval-auc:0.698678	train-auc:0.951549
[478]	eval-auc:0.698877	train-auc:0.951637
[479]	eval-auc:0.698876	train-auc:0.951614
[480]	eval-auc:0.698918	train-auc:0.951744
[481]	eval-auc:0.698912	train-auc:0.951881
[482]	eval-auc:0.699104	train-auc:0.952027
[483]	eval-auc:0.699229	train-auc:0.952113
[484]	eval-auc:0.698972	train-auc:0.952385
[485]	eval-auc:0.698987	train-auc:0.952556
[486]	eval-auc:0.698905	train-auc:0.952745
[487]	eval-auc:0.699071	train-auc:0.952728
[488]	eval-auc:0.69931	train-auc:0.952893
[489]	eval-auc:0.699494	train-auc:0.95294
[490]	eval-auc:0.699611	train-auc:0.953144
[491]	eval-auc:0.69939	train-auc:0.953277
[492]	eval-auc:0.699492	train-auc:0.95359
[493]	eval-auc:0.699626	train-auc:0.95388
[494]	eval-auc:0.69957	train-auc:0.954154
[495]	eval-auc:0.699342	train-auc:0.954326
[496]	eval-auc:0.699669	train-auc:0.954259
[497]	eval-auc:0.699832	train-auc:0.954528
[498]	eval-auc:0.699537	train-auc:0.954662
[499]	eval-auc:0.699707	train-auc:0.954814
[500]	eval-auc:0.699789	train-auc:0.954965
[501]	eval-auc:0.700045	train-auc:0.954963
[502]	eval-auc:0.699756	train-auc:0.955309
[503]	eval-auc:0.700019	train-auc:0.955301
[504]	eval-auc:0.69976	train-auc:0.955379
[505]	eval-auc:0.699648	train-auc:0.955579
[506]	eval-auc:0.699186	train-auc:0.955644
[507]	eval-auc:0.69925	train-auc:0.955774
[508]	eval-auc:0.69929	train-auc:0.955871
[509]	eval-auc:0.69923	train-auc:0.955947
[510]	eval-auc:0.699476	train-auc:0.95615
	Score 0.6994755691992837


Training with params: 
{'booster': 'gbtree', 'colsample_bytree': 0.8, 'eta': 0.1, 'eval_metric': 'auc', 'gamma': 0.75, 'max_depth': 12, 'min_child_weight': 1.0, 'n_estimators': 236.0, 'nthread': 4, 'objective': 'binary:logistic', 'scale_pos_weight': 10, 'seed': 0, 'silent': 1, 'subsample': 0.9500000000000001, 'tree_method': 'exact'}
[0]	eval-auc:0.631167	train-auc:0.862613
[1]	eval-auc:0.622745	train-auc:0.935006
[2]	eval-auc:0.613838	train-auc:0.965122
[3]	eval-auc:0.627183	train-auc:0.981361
[4]	eval-auc:0.649618	train-auc:0.988792
[5]	eval-auc:0.644505	train-auc:0.99316
[6]	eval-auc:0.64637	train-auc:0.994511
[7]	eval-auc:0.642202	train-auc:0.995065
[8]	eval-auc:0.649529	train-auc:0.996966
[9]	eval-auc:0.648621	train-auc:0.998045
[10]	eval-auc:0.660013	train-auc:0.99911
[11]	eval-auc:0.658158	train-auc:0.999259
[12]	eval-auc:0.659126	train-auc:0.999451
[13]	eval-auc:0.659396	train-auc:0.999559
[14]	eval-auc:0.660341	train-auc:0.999644
[15]	eval-auc:0.661829	train-auc:0.999665
[16]	eval-auc:0.661518	train-auc:0.999744
[17]	eval-auc:0.670461	train-auc:0.999836
[18]	eval-auc:0.668167	train-auc:0.999873
[19]	eval-auc:0.671061	train-auc:0.999912
[20]	eval-auc:0.672129	train-auc:0.999934
[21]	eval-auc:0.678945	train-auc:0.999943
[22]	eval-auc:0.682065	train-auc:0.999944
[23]	eval-auc:0.684349	train-auc:0.99995
[24]	eval-auc:0.690638	train-auc:0.999953
[25]	eval-auc:0.689319	train-auc:0.999959
[26]	eval-auc:0.68985	train-auc:0.999982
[27]	eval-auc:0.69331	train-auc:0.999984
[28]	eval-auc:0.693608	train-auc:0.999985
[29]	eval-auc:0.692022	train-auc:0.999987
[30]	eval-auc:0.692469	train-auc:0.999996
[31]	eval-auc:0.691542	train-auc:0.999996
[32]	eval-auc:0.692759	train-auc:0.999998
[33]	eval-auc:0.693782	train-auc:0.999999
[34]	eval-auc:0.692299	train-auc:0.999999
[35]	eval-auc:0.695037	train-auc:0.999999
[36]	eval-auc:0.694792	train-auc:0.999999
[37]	eval-auc:0.695191	train-auc:1
[38]	eval-auc:0.695252	train-auc:1
[39]	eval-auc:0.693756	train-auc:1
[40]	eval-auc:0.694056	train-auc:1
[41]	eval-auc:0.692867	train-auc:1
[42]	eval-auc:0.692958	train-auc:1
[43]	eval-auc:0.693339	train-auc:1
[44]	eval-auc:0.695407	train-auc:1
[45]	eval-auc:0.695188	train-auc:1
[46]	eval-auc:0.695839	train-auc:1
[47]	eval-auc:0.695596	train-auc:1
[48]	eval-auc:0.695702	train-auc:1
[49]	eval-auc:0.695524	train-auc:1
[50]	eval-auc:0.695491	train-auc:1
[51]	eval-auc:0.694808	train-auc:1
[52]	eval-auc:0.694432	train-auc:1
[53]	eval-auc:0.695012	train-auc:1
[54]	eval-auc:0.694682	train-auc:1
[55]	eval-auc:0.694924	train-auc:1
[56]	eval-auc:0.694565	train-auc:1
[57]	eval-auc:0.694557	train-auc:1
[58]	eval-auc:0.693551	train-auc:1
[59]	eval-auc:0.694755	train-auc:1
[60]	eval-auc:0.695407	train-auc:1
[61]	eval-auc:0.695484	train-auc:1
[62]	eval-auc:0.695842	train-auc:1
[63]	eval-auc:0.696891	train-auc:1
[64]	eval-auc:0.696689	train-auc:1
[65]	eval-auc:0.698404	train-auc:1
[66]	eval-auc:0.698851	train-auc:1
[67]	eval-auc:0.69814	train-auc:1
[68]	eval-auc:0.698102	train-auc:1
[69]	eval-auc:0.697953	train-auc:1
[70]	eval-auc:0.698037	train-auc:1
[71]	eval-auc:0.698763	train-auc:1
[72]	eval-auc:0.698579	train-auc:1
[73]	eval-auc:0.697831	train-auc:1
[74]	eval-auc:0.697762	train-auc:1
[75]	eval-auc:0.697528	train-auc:1
[76]	eval-auc:0.697467	train-auc:1
[77]	eval-auc:0.696981	train-auc:1
[78]	eval-auc:0.696593	train-auc:1
[79]	eval-auc:0.696789	train-auc:1
[80]	eval-auc:0.698286	train-auc:1
[81]	eval-auc:0.697986	train-auc:1
[82]	eval-auc:0.698047	train-auc:1
[83]	eval-auc:0.698192	train-auc:1
[84]	eval-auc:0.698158	train-auc:1
[85]	eval-auc:0.698288	train-auc:1
[86]	eval-auc:0.69848	train-auc:1
[87]	eval-auc:0.698767	train-auc:1
[88]	eval-auc:0.69839	train-auc:1
[89]	eval-auc:0.697956	train-auc:1
[90]	eval-auc:0.698011	train-auc:1
[91]	eval-auc:0.698251	train-auc:1
[92]	eval-auc:0.698656	train-auc:1
[93]	eval-auc:0.698372	train-auc:1
[94]	eval-auc:0.698142	train-auc:1
[95]	eval-auc:0.698282	train-auc:1
[96]	eval-auc:0.698308	train-auc:1
[97]	eval-auc:0.698314	train-auc:1
[98]	eval-auc:0.698245	train-auc:1
[99]	eval-auc:0.698294	train-auc:1
[100]	eval-auc:0.698879	train-auc:1
[101]	eval-auc:0.69837	train-auc:1
[102]	eval-auc:0.698292	train-auc:1
[103]	eval-auc:0.698274	train-auc:1
[104]	eval-auc:0.698215	train-auc:1
[105]	eval-auc:0.698201	train-auc:1
[106]	eval-auc:0.698821	train-auc:1
[107]	eval-auc:0.698649	train-auc:1
[108]	eval-auc:0.698886	train-auc:1
[109]	eval-auc:0.698745	train-auc:1
[110]	eval-auc:0.699538	train-auc:1
[111]	eval-auc:0.699246	train-auc:1
[112]	eval-auc:0.699147	train-auc:1
[113]	eval-auc:0.699549	train-auc:1
[114]	eval-auc:0.699613	train-auc:1
[115]	eval-auc:0.699616	train-auc:1
[116]	eval-auc:0.699631	train-auc:1
[117]	eval-auc:0.699661	train-auc:1
[118]	eval-auc:0.700001	train-auc:1
[119]	eval-auc:0.699833	train-auc:1
[120]	eval-auc:0.700452	train-auc:1
[121]	eval-auc:0.700672	train-auc:1
[122]	eval-auc:0.700371	train-auc:1
[123]	eval-auc:0.700677	train-auc:1
[124]	eval-auc:0.701001	train-auc:1
[125]	eval-auc:0.700931	train-auc:1
[126]	eval-auc:0.700898	train-auc:1
[127]	eval-auc:0.701071	train-auc:1
[128]	eval-auc:0.701218	train-auc:1
[129]	eval-auc:0.701102	train-auc:1
[130]	eval-auc:0.701566	train-auc:1
[131]	eval-auc:0.701658	train-auc:1
[132]	eval-auc:0.701918	train-auc:1
[133]	eval-auc:0.701498	train-auc:1
[134]	eval-auc:0.701056	train-auc:1
[135]	eval-auc:0.701134	train-auc:1
[136]	eval-auc:0.70105	train-auc:1
[137]	eval-auc:0.701519	train-auc:1
[138]	eval-auc:0.701551	train-auc:1
[139]	eval-auc:0.701635	train-auc:1
[140]	eval-auc:0.701371	train-auc:1
[141]	eval-auc:0.701406	train-auc:1
[142]	eval-auc:0.700893	train-auc:1
[143]	eval-auc:0.700837	train-auc:1
[144]	eval-auc:0.700899	train-auc:1
[145]	eval-auc:0.70088	train-auc:1
[146]	eval-auc:0.700873	train-auc:1
[147]	eval-auc:0.700873	train-auc:1
[148]	eval-auc:0.700939	train-auc:1
[149]	eval-auc:0.701084	train-auc:1
[150]	eval-auc:0.70116	train-auc:1
[151]	eval-auc:0.701405	train-auc:1
[152]	eval-auc:0.701291	train-auc:1
[153]	eval-auc:0.701291	train-auc:1
[154]	eval-auc:0.701263	train-auc:1
[155]	eval-auc:0.70123	train-auc:1
[156]	eval-auc:0.701508	train-auc:1
[157]	eval-auc:0.701749	train-auc:1
[158]	eval-auc:0.701543	train-auc:1
[159]	eval-auc:0.70155	train-auc:1
[160]	eval-auc:0.701441	train-auc:1
[161]	eval-auc:0.70151	train-auc:1
[162]	eval-auc:0.701837	train-auc:1
[163]	eval-auc:0.701953	train-auc:1
[164]	eval-auc:0.702081	train-auc:1
[165]	eval-auc:0.702087	train-auc:1
[166]	eval-auc:0.701903	train-auc:1
[167]	eval-auc:0.701479	train-auc:1
[168]	eval-auc:0.701243	train-auc:1
[169]	eval-auc:0.701205	train-auc:1
[170]	eval-auc:0.701644	train-auc:1
[171]	eval-auc:0.701792	train-auc:1
[172]	eval-auc:0.701792	train-auc:1
[173]	eval-auc:0.701792	train-auc:1
[174]	eval-auc:0.701971	train-auc:1
[175]	eval-auc:0.702401	train-auc:1
[176]	eval-auc:0.702603	train-auc:1
[177]	eval-auc:0.702775	train-auc:1
[178]	eval-auc:0.702801	train-auc:1
[179]	eval-auc:0.702911	train-auc:1
[180]	eval-auc:0.702812	train-auc:1
[181]	eval-auc:0.702966	train-auc:1
[182]	eval-auc:0.702984	train-auc:1
[183]	eval-auc:0.702795	train-auc:1
[184]	eval-auc:0.702868	train-auc:1
[185]	eval-auc:0.702745	train-auc:1
[186]	eval-auc:0.702538	train-auc:1
[187]	eval-auc:0.702245	train-auc:1
[188]	eval-auc:0.702352	train-auc:1
[189]	eval-auc:0.702134	train-auc:1
[190]	eval-auc:0.701923	train-auc:1
[191]	eval-auc:0.701845	train-auc:1
[192]	eval-auc:0.702114	train-auc:1
[193]	eval-auc:0.70181	train-auc:1
[194]	eval-auc:0.701979	train-auc:1
[195]	eval-auc:0.701993	train-auc:1
[196]	eval-auc:0.70191	train-auc:1
[197]	eval-auc:0.702131	train-auc:1
[198]	eval-auc:0.702166	train-auc:1
[199]	eval-auc:0.702072	train-auc:1
[200]	eval-auc:0.701885	train-auc:1
[201]	eval-auc:0.701612	train-auc:1
[202]	eval-auc:0.701612	train-auc:1
[203]	eval-auc:0.701612	train-auc:1
[204]	eval-auc:0.701693	train-auc:1
[205]	eval-auc:0.701694	train-auc:1
[206]	eval-auc:0.701612	train-auc:1
[207]	eval-auc:0.701586	train-auc:1
[208]	eval-auc:0.70162	train-auc:1
[209]	eval-auc:0.701613	train-auc:1
[210]	eval-auc:0.701711	train-auc:1
[211]	eval-auc:0.701647	train-auc:1
[212]	eval-auc:0.701813	train-auc:1
[213]	eval-auc:0.702463	train-auc:1
[214]	eval-auc:0.702382	train-auc:1
[215]	eval-auc:0.702382	train-auc:1
[216]	eval-auc:0.702434	train-auc:1
[217]	eval-auc:0.703197	train-auc:1
[218]	eval-auc:0.703161	train-auc:1
[219]	eval-auc:0.703068	train-auc:1
[220]	eval-auc:0.703115	train-auc:1
[221]	eval-auc:0.703209	train-auc:1
[222]	eval-auc:0.702955	train-auc:1
[223]	eval-auc:0.703001	train-auc:1
[224]	eval-auc:0.702632	train-auc:1
[225]	eval-auc:0.702725	train-auc:1
[226]	eval-auc:0.702725	train-auc:1
[227]	eval-auc:0.702826	train-auc:1
[228]	eval-auc:0.702826	train-auc:1
[229]	eval-auc:0.702949	train-auc:1
[230]	eval-auc:0.703217	train-auc:1
[231]	eval-auc:0.702982	train-auc:1
[232]	eval-auc:0.70287	train-auc:1
[233]	eval-auc:0.70287	train-auc:1
[234]	eval-auc:0.702915	train-auc:1
[235]	eval-auc:0.702784	train-auc:1
	Score 0.7027844778228508


The best hyperparameters are:  

{'colsample_bytree': 0.9500000000000001, 'eta': 0.05, 'gamma': 0.9500000000000001, 'max_depth': 2, 'min_child_weight': 1.0, 'n_estimators': 276.0, 'subsample': 1.0}

Таким образом, лучшие параметры:

In [414]:
params = {
    'num_round': 276,
    'eta': 0.05,
    'max_depth': 2,
    'min_child_weight': 1,
    'colsample_bytree': 0.95,
    'subsample': 1,
    'silent': 1,
    'gamma': 0.95,
    'scale_pos_weight': 10,
    'nthread' : 4,
    'silent' : 1,
    'booster': 'gbtree',
    'tree_method': 'exact'
}
In [415]:
xgb_model = xgb.XGBClassifier(**params).fit(X_train, y_train)
In [416]:
y_predict = xgb_model.predict(X_test)
/anaconda3/lib/python3.6/site-packages/sklearn/preprocessing/label.py:151: DeprecationWarning: The truth value of an empty array is ambiguous. Returning False, but in future this will result in an error. Use `array.size > 0` to check that an array is not empty.
  if diff:
In [417]:
print("ROC_AUC модели: " + str(roc_auc_score(y_test, y_predict)))
print("Другие метрик модели:")
print(metrics.classification_report(y_test, y_predict))
print("TP, FP, FN, TN:")
print(metrics.confusion_matrix(y_test, y_predict))
ROC_AUC модели: 0.6704202146450803
Другие метрик модели:
             precision    recall  f1-score   support

          0       0.96      0.56      0.71      2606
          1       0.15      0.78      0.25       252

avg / total       0.89      0.58      0.67      2858

TP, FP, FN, TN:
[[1457 1149]
 [  55  197]]
In [418]:
sns.set(font_scale=1.5)
sns.set_color_codes("muted")

plt.figure(figsize=(10, 8))
fpr, tpr, thresholds = metrics.roc_curve(y_test, xgb_model.predict_proba(X_test)[:,1], pos_label=1)
lw = 2
plt.plot(fpr, tpr, lw=lw, label='ROC curve ')
plt.plot([0, 1], [0, 1])
plt.xlim([0.0, 1.0])
plt.ylim([0.0, 1.05])
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC curve')
plt.show()

Вывод: XGBOOST дал лучший результат, его минус настройка гиперпараметров и риск переобучения, у случайного леса таких рисков нет.